
	DOGS-IT.org Skill Frequencies: April, 2007 through 2022-09-05

All Degrees

All Degree Programs	2022-09-05	Jobs Found:	5,948,715	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Occurrences	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	22,946	0.386%	4,153	0.708%	0.322%	83.487%
2	Attention to Details	Soft Skills	Problem-solving skills	2	22,150	0.372%	2,525	0.430%	0.058%	15.568%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	38,327	0.644%	5,640	0.961%	0.317%	49.185%
231	Cooperation	Soft Skills	Interpersonal skills	1	51,753	0.870%	6,189	1.055%	0.185%	21.237%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	30,188	0.507%	4,804	0.819%	0.311%	61.332%
3	Creativity	Soft Skills	Problem-solving skills	4	202,960	3.412%	25,365	4.323%	0.911%	26.700%
4	Critical thinking	Soft Skills	Problem-solving skills	3	113,113	1.901%	23,074	3.932%	2.031%	106.805%
1300	Flexibility	Soft Skills	Work ethic	1	283,643	4.768%	39,405	6.716%	1.947%	40.841%
232	Independence	Soft Skills	Interpersonal skills	1	37,492	0.630%	6,234	1.062%	0.432%	68.570%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	755,361	12.698%	84,094	14.332%	1.634%	12.866%
256	Innovation	Soft Skills	Problem-solving skills	1	557,091	9.365%	86,061	14.667%	5.302%	56.614%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	633,377	10.647%	79,105	13.481%	2.834%	26.617%
1422	Internship	Soft Skills	Work ethic	3	146,618	2.465%	12,582	2.144%	-0.320%	-13.001%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	5,170	0.087%	1,049	0.179%	0.092%	105.701%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	458,889	7.714%	68,152	11.615%	3.901%	50.564%
10	Leadership	Soft Skills	Interpersonal skills	1	1,310,968	22.038%	156,579	26.685%	4.647%	21.086%
258	Learning	Soft Skills	Problem-solving skills	1	627,792	10.553%	105,290	17.944%	7.390%	70.029%
1	Learning Ability	Soft Skills	Problem-solving skills	3	114,643	1.927%	13,905	2.370%	0.443%	22.963%
236	Listening	Soft Skills	Language skills	1	129,954	2.185%	13,654	2.327%	0.142%	6.518%
260	Mathematics	Soft Skills	Problem-solving skills	3	364,796	6.132%	48,492	8.264%	2.132%	34.763%
261	Memorization	Soft Skills	Problem-solving skills	2	445	0.007%	96	0.016%	0.009%	118.707%
18	Negotiation Skills	Soft Skills	Language skills	1	50,199	0.844%	3,862	0.658%	-0.186%	-22.005%
262	Optimization	Soft Skills	Problem-solving skills	1	299,463	5.034%	32,405	5.523%	0.488%	9.703%
19	Oral Communications	Soft Skills	Language skills	5	100,091	1.683%	11,025	1.879%	0.196%	11.669%
273	Persistence	Soft Skills	Work ethic	1	21,896	0.368%	2,299	0.392%	0.024%	6.445%
239	Persuasion	Soft Skills	Language skills	1	10,786	0.181%	1,678	0.286%	0.105%	57.718%
1301	Physical Skill	Soft Skills	Work ethic	2	13,999	0.235%	3,314	0.565%	0.329%	139.997%
240	Presentations	Soft Skills	Language skills	1	305,858	5.142%	36,864	6.282%	1.141%	22.189%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	1,068,274	17.958%	113,869	19.406%	1.448%	8.062%
20	Questioning skills	Soft Skills	Language skills	1	1,885	0.032%	210	0.036%	0.004%	12.943%
241	Reading Comprehension	Soft Skills	Language skills	1	2,197	0.037%	344	0.059%	0.022%	58.737%
6	Research skills	Soft Skills	Problem-solving skills	1	10,981	0.185%	1,260	0.215%	0.030%	16.327%
15	Responsibility	Soft Skills	Work ethic	2	588,909	9.900%	70,484	12.012%	2.112%	21.337%
234	Self Control	Soft Skills	Interpersonal skills	1	931	0.016%	133	0.023%	0.007%	44.828%
11	Self-esteem	Soft Skills	Interpersonal skills	1	1,307	0.022%	133	0.023%	0.001%	3.164%
16	Self-management	Soft Skills	Work ethic	1	8,289	0.139%	1,119	0.191%	0.051%	36.861%
250	Stress Tolerance	Soft Skills	Physical skills	1	2,082	0.035%	402	0.069%	0.034%	95.747%
12	Teamwork	Soft Skills	Interpersonal skills	1	264,434	4.445%	31,008	5.284%	0.839%	18.880%
17	Time Management	Soft Skills	Work ethic	2	222,275	3.737%	30,240	5.154%	1.417%	37.925%
268	Visualization	Soft Skills	Problem-solving skills	1	103,553	1.741%	22,259	3.793%	2.053%	117.918%
7	Working under pressure	Soft Skills	Problem-solving skills	1	4,624	0.078%	1,214	0.207%	0.129%	166.165%
21	Written Communications	Soft Skills	Language skills	5	874,933	14.708%	80,981	13.801%	-0.907%	-6.166%
172	Account management	Business Skills	Management skills	1	68,635	1.154%	6,227	1.061%	-0.093%	-8.022%
22	Accounting	Business Skills	Business processes	4	625,661	10.518%	46,844	7.983%	-2.534%	-24.096%
1263	Accounting software	Business Skills	Business processes	8	73,081	1.229%	4,019	0.685%	-0.544%	-44.248%
174	Administration	Business Skills	Management skills	3	1,362,436	22.903%	113,477	19.339%	-3.564%	-15.561%
1313	Analyst	Business Skills	Project management	1	968,182	16.275%	99,334	16.929%	0.653%	4.014%
175	Application management	Business Skills	Management skills	5	390,217	6.560%	31,153	5.309%	-1.251%	-19.063%
150	Asset management	Business Skills	Business processes	1	89,921	1.512%	13,894	2.368%	0.856%	56.645%
151	Auditing	Business Skills	Business processes	5	366,795	6.166%	47,310	8.063%	1.897%	30.762%
1264	Auditing software	Business Skills	Business processes	1	249	0.004%	20	0.003%	-0.001%	-18.571%
152	Billing	Business Skills	Business processes	1	149,524	2.514%	12,992	2.214%	-0.299%	-11.912%
153	Bills of Lading	Business Skills	Business processes	1	340	0.006%	90	0.015%	0.010%	168.358%
1314	Business Analyst	Business Skills	Project management	1	331,338	5.570%	27,024	4.606%	-0.964%	-17.315%
35	Business Intelligence	Business Skills	Strategy skills	1	238,877	4.016%	21,715	3.701%	-0.315%	-7.841%
155	Business performance management (BPM)	Business Skills	Business processes	2	31,620	0.532%	1,354	0.231%	-0.301%	-56.588%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	111,604	1.876%	2,204	0.376%	-1.500%	-79.979%
36	Business Strategy	Business Skills	Strategy skills	3	1,208,182	20.310%	155,820	26.555%	6.245%	30.750%
182	Calendar and scheduling	Business Skills	Project management	3	245,336	4.124%	28,434	4.846%	0.722%	17.497%
156	Capacity planning	Business Skills	Business processes	1	102,647	1.726%	5,260	0.896%	-0.829%	-48.049%
28	Change Management	Business Skills	Management skills	1	244,282	4.106%	27,091	4.617%	0.510%	12.431%
183	Content workflow	Business Skills	Project management	1	196	0.003%	9	0.002%	-0.002%	-53.448%
24	Contracting and legal	Business Skills	Business processes	2	420,305	7.065%	48,612	8.285%	1.219%	17.255%
176	Coordination	Business Skills	Management skills	1	309,634	5.205%	40,341	6.875%	1.670%	32.084%
157	Cost accounting	Business Skills	Business processes	1	9,217	0.155%	1,022	0.174%	0.019%	12.412%
158	Cost estimation	Business Skills	Business processes	1	4,529	0.076%	374	0.064%	-0.012%	-16.282%
1312	Customer Support	Business Skills	Business processes	6	1,105,181	18.578%	99,643	16.981%	-1.597%	-8.596%
1339	Education	Business Skills	Industry Segment	1	73,778	1.240%	14,581	2.485%	1.245%	100.360%
1333	Energy	Business Skills	Industry Segment	1	298,587	5.019%	30,362	5.174%	0.155%	3.089%
1340	Entertainment	Business Skills	Industry Segment	1	258,525	4.346%	9,441	1.609%	-2.737%	-62.977%
1319	Environmental	Business Skills	Environmental	18	255,686	4.298%	31,371	5.346%	1.048%	24.386%
1320	Environmental Strategy	Business Skills	Environmental	14	84,454	1.420%	23,343	3.978%	2.558%	180.212%
161	Financial	Business Skills	Business processes	2	1,885,892	31.703%	509,149	86.771%	55.068%	173.703%
1275	Financial Analysis software	Business Skills	Business processes	9	9,366	0.157%	3,053	0.520%	0.363%	230.463%
1332	Health Care	Business Skills	Industry Segment	2	922,838	15.513%	80,591	13.735%	-1.779%	-11.466%
1341	Hospitality	Business Skills	Industry Segment	4	587,526	9.877%	124,900	21.286%	11.409%	115.519%
177	Human resources	Business Skills	Management skills	2	431,031	7.246%	32,432	5.527%	-1.719%	-23.719%
1336	Insurance	Business Skills	Industry Segment	1	31,797	0.535%	2,337	0.398%	-0.136%	-25.488%
1316	Managing/Supervision	Business Skills	Management skills	6	3,285,088	55.223%	288,547	49.175%	-6.049%	-10.953%
1334	Manufacturing	Business Skills	Industry Segment	2	473,852	7.966%	33,436	5.698%	-2.267%	-28.464%
26	Marketing	Business Skills	Business processes	1	704,260	11.839%	74,839	12.754%	0.915%	7.732%
185	Monitoring	Business Skills	Project management	1	696,578	11.710%	82,206	14.010%	2.300%	19.642%
179	Negotiation	Business Skills	Management skills	1	204,247	3.433%	21,312	3.632%	0.199%	5.784%
163	Operation and Control	Business Skills	Business processes	3	4,343	0.073%	438	0.075%	0.002%	2.243%
29	Outsourcing Management	Business Skills	Management skills	3	167,136	2.810%	4,632	0.789%	-2.020%	-71.904%
167	Procurement	Business Skills	Business processes	1	170,130	2.860%	16,102	2.744%	-0.116%	-4.049%
1290	Project Management software	Business Skills	Project management	3	137,024	2.303%	8,143	1.388%	-0.916%	-39.753%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	1,006,921	16.927%	94,370	16.083%	-0.844%	-4.986%
168	Quality	Business Skills	Business processes	1	1,769,793	29.751%	189,820	32.350%	2.599%	8.735%
1337	Real Estate	Business Skills	Industry Segment	2	207,266	3.484%	6,911	1.178%	-2.306%	-66.196%
1335	Retail	Business Skills	Industry Segment	2	1,057,625	17.779%	73,506	12.527%	-5.252%	-29.540%
34	Risk Management	Business Skills	Project management	1	219,108	3.683%	37,431	6.379%	2.696%	73.190%
169	Service Orientation	Business Skills	Business processes	1	40,786	0.686%	3,486	0.594%	-0.092%	-13.350%
27	Supply Chain Management	Business Skills	Business processes	3	221,354	3.721%	20,903	3.562%	-0.159%	-4.265%
1295	Supply Chain Management software	Business Skills	Business processes	4	13,366	0.225%	816	0.139%	-0.086%	-38.107%
178	Teaching	Business Skills	Management skills	7	374,358	6.293%	33,019	5.627%	-0.666%	-10.581%
190	Timekeeping	Business Skills	Project management	3	147,773	2.484%	10,991	1.873%	-0.611%	-24.596%
1296	Timekeeping software	Business Skills	Project management	1	7,455	0.125%	1,007	0.172%	0.046%	36.941%
171	Total quality management (TQM)	Business Skills	Business processes	2	5,715	0.096%	314	0.054%	-0.043%	-44.299%
180	Troubleshooting	Business Skills	Management skills	1	735,176	12.359%	67,156	11.445%	-0.914%	-7.393%
181	Verification	Business Skills	Management skills	1	354,235	5.955%	35,047	5.973%	0.018%	0.302%
1338	Waste Management	Business Skills	Industry Segment	1	5,343	0.090%	296	0.050%	-0.039%	-43.836%
191	Workflow	Business Skills	Project management	1	258,065	4.338%	29,136	4.965%	0.627%	14.459%
31	Working Globally	Business Skills	Management skills	3	25,690	0.432%	656	0.112%	-0.320%	-74.112%
32	Working with Virtual Teams	Business Skills	Management skills	2	10,686	0.180%	948	0.162%	-0.018%	-10.062%
51	4GL	Technical Skills	Software development	3	6,898	0.116%	312	0.053%	-0.063%	-54.145%
1510	Access Control	Technical Skills	Security	1	59,370	0.998%	6,850	1.167%	0.169%	16.970%
987	Access servers & software	Technical Skills	Network	10	168,067	2.825%	13,798	2.351%	-0.474%	-16.769%
38	Agile Development Methods	Technical Skills	Software development	13	401,572	6.751%	50,199	8.555%	1.804%	26.731%
304	Algorithmic software	Technical Skills	Business applications	1	138	0.002%	7	0.001%	-0.001%	-48.576%
1546	Alienvault	Technical Skills	Security	1	417	0.007%	64	0.011%	0.004%	55.595%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	6,383	0.107%	582	0.099%	-0.008%	-7.562%
1352	Android	Technical Skills	Mobile Platforms	3	103,188	1.735%	9,331	1.590%	-0.144%	-8.325%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	67,177	1.129%	4,356	0.742%	-0.387%	-34.262%
120	Apple operating systems	Technical Skills	Business applications	6	155,974	2.622%	16,812	2.865%	0.243%	9.274%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	45,875	0.771%	971	0.165%	-0.606%	-78.542%
1543	ArcSight	Technical Skills	Security	1	8,697	0.146%	408	0.070%	-0.077%	-52.440%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	185,439	3.117%	45,326	7.725%	4.607%	147.798%
1432	Attribute-Based Access Control	Technical Skills	Security	2	795	0.013%	176	0.030%	0.017%	124.438%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	302	0.005%	74	0.013%	0.008%	148.414%
1265	Backup & Recovery	Technical Skills	Technical applications	16	411,997	6.926%	30,575	5.211%	-1.715%	-24.764%
1386	Biometric	Technical Skills	Information mgmt	2	14,685	0.247%	908	0.155%	-0.092%	-37.315%
1353	Blackberry	Technical Skills	Mobile Platforms	2	37,065	0.623%	422	0.072%	-0.551%	-88.458%
336	Borland Delphi	Technical Skills	Business applications	1	7,056	0.119%	267	0.046%	-0.073%	-61.638%
337	Borland JBuilder	Technical Skills	Business applications	1	4,197	0.071%	11	0.002%	-0.069%	-97.343%
338	Borland Paradox	Technical Skills	Business applications	1	505	0.008%	70	0.012%	0.003%	40.526%
1436	Bring Your Own Devices	Technical Skills	Security	1	2,244	0.038%	765	0.130%	0.093%	245.612%
72	Business Continuity Planning	Technical Skills	Hardware	2	90,631	1.524%	7,867	1.341%	-0.183%	-12.000%
352	Cadence Opus	Technical Skills	Business applications	1	2,266	0.038%	53	0.009%	-0.029%	-76.288%
868	Calculators	Technical Skills	Hardware	1	5,468	0.092%	728	0.124%	0.032%	34.975%
39	CASE Tools	Technical Skills	Software development	1	331,595	5.574%	34,173	5.824%	0.250%	4.478%
367	Categorization or classification software	Technical Skills	Business applications	1	21,475	0.361%	1,227	0.209%	-0.152%	-42.076%
1469	CCPA	Technical Skills	Security	1	3,476	0.058%	2,090	0.356%	0.298%	509.561%
1478	Center for Internet Security	Technical Skills	Security	1	124,725	2.097%	28,286	4.821%	2.724%	129.916%
1441	Certificate management	Technical Skills	Security	1	3,434	0.058%	645	0.110%	0.052%	90.419%
112	Certification	Technical Skills	Misc	3	1,169,484	19.659%	142,576	24.298%	4.639%	23.596%
78	Cisco	Technical Skills	Hardware	1	385,099	6.474%	14,951	2.548%	-3.926%	-60.641%
1009	Cisco Systems IOS	Technical Skills	Network	1	109,406	1.839%	10,657	1.816%	-0.023%	-1.248%
40	Client-Server	Technical Skills	Software development	1	99,448	1.672%	2,277	0.388%	-1.284%	-76.788%
1437	Cloud Access Security Broker	Technical Skills	Security	1	1,584	0.027%	689	0.117%	0.091%	340.976%
1438	Cloud Configuration Management	Technical Skills	Security	1	5,292	0.089%	619	0.105%	0.017%	18.583%
1445	Cloud Migration	Technical Skills	Security	1	5,047	0.085%	1,775	0.303%	0.218%	256.546%
1455	cloud security	Technical Skills	Security	1	14,272	0.240%	5,381	0.917%	0.677%	282.234%
1456	Cloud Security Posture Management	Technical Skills	Security	1	399	0.007%	173	0.029%	0.023%	339.566%
1486	Cloud Services	Technical Skills	Security	1	61,314	1.031%	12,397	2.113%	1.082%	104.978%
1011	Cluster server software	Technical Skills	Network	9	80,676	1.356%	4,645	0.792%	-0.565%	-41.630%
1147	CMAKE	Technical Skills	Software development	1	2,016	0.034%	307	0.052%	0.018%	54.383%
1151	Compatibility testing	Technical Skills	Software development	1	2,380	0.040%	118	0.020%	-0.020%	-49.736%
1152	Compilers	Technical Skills	Software development	5	61,426	1.033%	7,319	1.247%	0.215%	20.795%
1255	Compliance software	Technical Skills	Technical applications	4	35,937	0.604%	5,530	0.942%	0.338%	56.003%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	95,408	1.604%	6,117	1.042%	-0.561%	-35.001%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	4	9,235	0.155%	759	0.129%	-0.026%	-16.679%
875	Computer diagnostics	Technical Skills	Hardware	5	252,092	4.238%	27,570	4.699%	0.461%	10.874%
1107	Computer forensics	Technical Skills	Security	1	12,009	0.202%	817	0.139%	-0.063%	-31.029%
1266	Computer Hardware	Technical Skills	Hardware	15	143,407	2.411%	15,806	2.694%	0.283%	11.738%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	38,314	0.644%	271	0.046%	-0.598%	-92.829%
1015	Computer servers	Technical Skills	Network	6	471,458	7.925%	28,069	4.784%	-3.142%	-39.642%
1267	Computer Utilities	Technical Skills	Misc	2	3,776	0.063%	294	0.050%	-0.013%	-21.066%
1447	Configuration Management Database	Technical Skills	Security	1	12,254	0.206%	1,647	0.281%	0.075%	36.259%
1448	Container security	Technical Skills	Security	1	526	0.009%	233	0.040%	0.031%	349.077%
1449	Containers	Technical Skills	Security	1	59,773	1.005%	12,061	2.055%	1.051%	104.564%
59	Content Manager	Technical Skills	Business applications	1	5,790	0.097%	305	0.052%	-0.045%	-46.596%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	4,794	0.081%	1,190	0.203%	0.122%	151.652%
1396	Continuous Improvement	Technical Skills	Software development	1	155,741	2.618%	28,201	4.806%	2.188%	83.575%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	156,846	2.637%	33,179	5.654%	3.018%	114.457%
1453	Control Plane	Technical Skills	Security	1	1,870	0.031%	372	0.063%	0.032%	101.675%
878	Controllers	Technical Skills	Hardware	3	41,171	0.692%	3,966	0.676%	-0.016%	-2.341%
1454	Crown Jewels	Technical Skills	Security	1	271	0.005%	32	0.005%	0.001%	19.710%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	7,269	0.122%	989	0.169%	0.046%	37.934%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	18,404	0.309%	1,000	0.170%	-0.139%	-44.914%
53	Customer Relationship Management	Technical Skills	Business applications	9	327,387	5.503%	22,666	3.863%	-1.641%	-29.812%
1368	Cyber Security	Technical Skills	Information mgmt	3	181,780	3.056%	42,629	7.265%	4.209%	137.744%
1479	Cybersecurity Framework	Technical Skills	Security	2	8,419	0.142%	3,475	0.592%	0.451%	318.451%
1492	Data Access Governance	Technical Skills	Security	1	1,190	0.020%	209	0.036%	0.016%	78.053%
953	Data acquisition systems	Technical Skills	Information mgmt	1	29,835	0.502%	2,532	0.432%	-0.070%	-13.962%
1434	Data classification	Technical Skills	Security	1	4,035	0.068%	900	0.153%	0.086%	126.126%
955	Data compression software	Technical Skills	Information mgmt	1	15,916	0.268%	863	0.147%	-0.120%	-45.030%
956	Data conversion software	Technical Skills	Information mgmt	1	22,888	0.385%	1,211	0.206%	-0.178%	-46.360%
958	Data dictionary	Technical Skills	Information mgmt	1	13,272	0.223%	889	0.152%	-0.072%	-32.093%
1495	Data discovery	Technical Skills	Security	1	5,451	0.092%	925	0.158%	0.066%	72.035%
959	Data entry	Technical Skills	Information mgmt	1	207,169	3.483%	5,701	0.972%	-2.511%	-72.102%
1502	Data Loss Prevention	Technical Skills	Security	1	17,432	0.293%	3,094	0.527%	0.234%	79.938%
962	Data mapping	Technical Skills	Information mgmt	1	27,528	0.463%	2,185	0.372%	-0.090%	-19.531%
67	Data Mining	Technical Skills	Information mgmt	5	141,411	2.377%	10,895	1.857%	-0.520%	-21.892%
963	Data modeling	Technical Skills	Information mgmt	1	162,794	2.737%	11,200	1.909%	-0.828%	-30.252%
1496	Data retention	Technical Skills	Security	1	4,056	0.068%	435	0.074%	0.006%	8.728%
1494	Data tagging	Technical Skills	Security	1	448	0.008%	63	0.011%	0.003%	42.565%
68	Data Warehousing	Technical Skills	Information mgmt	2	244,166	4.105%	16,269	2.773%	-1.332%	-32.450%
69	Database Administration	Technical Skills	Information mgmt	12	310,411	5.218%	17,505	2.983%	-2.235%	-42.829%
969	Database design software	Technical Skills	Information mgmt	16	245,523	4.127%	13,265	2.261%	-1.867%	-45.227%
1268	Database Reporting	Technical Skills	Information mgmt	3	68,145	1.146%	2,110	0.360%	-0.786%	-68.609%
1269	Database Security	Technical Skills	Information mgmt	2	948	0.016%	79	0.013%	-0.002%	-15.517%
1373	Database Security	Technical Skills	Information mgmt	1	1,465	0.025%	276	0.047%	0.022%	90.995%
1270	Database Servers	Technical Skills	Information mgmt	3	54,520	0.917%	850	0.145%	-0.772%	-84.194%
1271	Database Testing	Technical Skills	Information mgmt	1	4,336	0.073%	249	0.042%	-0.030%	-41.782%
1160	Debugging	Technical Skills	Software development	7	371,841	6.251%	32,852	5.599%	-0.652%	-10.431%
1385	Decryption	Technical Skills	Information mgmt	2	1,964	0.033%	212	0.036%	0.003%	9.432%
1559	Demisto	Technical Skills	Security	1	119	0.002%	34	0.006%	0.004%	189.656%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	18,867	0.317%	680	0.116%	-0.201%	-63.461%
418	Desktop publishing software	Technical Skills	Business applications	13	102,389	1.721%	15,783	2.690%	0.969%	56.274%
1272	Development Environment	Technical Skills	Software development	13	248,336	4.175%	16,181	2.758%	-1.417%	-33.943%
1498	Device Management	Technical Skills	Security	1	13,135	0.221%	2,304	0.393%	0.172%	77.829%
1273	Digital Imaging	Technical Skills	Hardware	1	2,371	0.040%	101	0.017%	-0.023%	-56.814%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	15,594	0.262%	1,172	0.200%	-0.062%	-23.806%
1446	Digital Transformation	Technical Skills	Security	1	35,686	0.600%	12,971	2.211%	1.611%	268.491%
1472	DISA	Technical Skills	Security	1	21,263	0.357%	2,776	0.473%	0.116%	32.357%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	14,144	0.238%	769	0.131%	-0.107%	-44.881%
1497	Distributed Denial of Service	Technical Skills	Security	1	4,395	0.074%	600	0.102%	0.028%	38.402%
1504	DMZ	Technical Skills	Network	1	8,578	0.144%	380	0.065%	-0.079%	-55.089%
1451	Docker	Technical Skills	Security	1	63,206	1.063%	19,196	3.271%	2.209%	207.895%
1307	Doctor of Philosophy	Technical Skills	Misc	3	267,257	4.493%	29,169	4.971%	0.478%	10.648%
973	Document management software	Technical Skills	Information mgmt	4	51,439	0.865%	4,721	0.805%	-0.060%	-6.955%
1020	Domain name system (DNS)	Technical Skills	Network	3	161,559	2.716%	10,287	1.753%	-0.963%	-35.448%
61	Dreamweaver	Technical Skills	Software development	1	21,578	0.363%	433	0.074%	-0.289%	-79.656%
54	DSS/GDSS	Technical Skills	Business applications	5	61,859	1.040%	4,436	0.756%	-0.284%	-27.299%
425	Dynamic modeling software	Technical Skills	Business applications	1	231	0.004%	37	0.006%	0.002%	62.383%
62	Eclipse	Technical Skills	Software development	1	91,570	1.539%	3,121	0.532%	-1.007%	-65.447%
1308	Electronic Commerce	Technical Skills	Business applications	2	212,201	3.567%	11,491	1.958%	-1.609%	-45.101%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	43,114	0.725%	2,641	0.450%	-0.275%	-37.899%
1023	Electronic mail software	Technical Skills	Network	8	81,787	1.375%	5,842	0.996%	-0.379%	-27.585%
1384	Encryption	Technical Skills	Information mgmt	1	560	0.009%	108	0.018%	0.009%	95.518%
1507	Endpoint	Technical Skills	Security	1	26,869	0.452%	6,351	1.082%	0.631%	139.630%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	257,874	4.335%	22,084	3.764%	-0.571%	-13.180%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	304,964	5.127%	21,899	3.732%	-1.394%	-27.201%
1321	Environmental Certification	Technical Skills	Environmental	1	1,058	0.018%	225	0.038%	0.021%	115.599%
1328	Environmental Cleanup	Technical Skills	Environmental	3	1,981	0.033%	274	0.047%	0.013%	40.222%
1329	Environmental Energy	Technical Skills	Environmental	25	26,442	0.444%	3,775	0.643%	0.199%	44.735%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	23,006	0.387%	3,291	0.561%	0.174%	45.023%
1327	Environmental Pollution	Technical Skills	Environmental	27	59,602	1.002%	8,810	1.501%	0.499%	49.853%
1324	Environmental Pollution Control	Technical Skills	Environmental	10	12,443	0.209%	2,058	0.351%	0.142%	67.676%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	10	4,937	0.083%	1,136	0.194%	0.111%	133.274%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	60,090	1.010%	2,957	0.504%	-0.506%	-50.112%
1331	Environmental Science	Technical Skills	Environmental	2	1,771	0.030%	62	0.011%	-0.019%	-64.509%
1322	Environmental Technology	Technical Skills	Environmental	2	1,737	0.029%	290	0.049%	0.020%	69.258%
1470	EPRI	Technical Skills	Security	1	206	0.003%	19	0.003%	-0.000%	-6.494%
1551	Exabeam	Technical Skills	Security	1	347	0.006%	83	0.014%	0.008%	142.493%
461	Expert system software	Technical Skills	Business applications	1	2,301	0.039%	325	0.055%	0.017%	43.192%
1359	Facebook	Technical Skills	Social Networking	1	549,042	9.230%	9,685	1.651%	-7.579%	-82.117%
463	Facilities management software	Technical Skills	Business applications	4	20,995	0.353%	3,011	0.513%	0.160%	45.394%
1476	FedRAMP	Technical Skills	Security	1	6,202	0.104%	1,925	0.328%	0.224%	214.666%
1467	FINRA	Technical Skills	Security	1	4,260	0.072%	1,136	0.194%	0.122%	170.346%
1556	FireEye	Technical Skills	Security	1	3,851	0.065%	331	0.056%	-0.008%	-12.862%
1464	FISMA	Technical Skills	Security	1	20,724	0.348%	1,960	0.334%	-0.014%	-4.119%
468	Flight control software	Technical Skills	Business applications	1	1,801	0.030%	155	0.026%	-0.004%	-12.749%
1508	Flow analysis	Technical Skills	Security	1	7,817	0.131%	672	0.115%	-0.017%	-12.847%
469	Flowchart software	Technical Skills	Business applications	5	15,448	0.260%	1,283	0.219%	-0.041%	-15.801%
1367	Forensic	Technical Skills	Information mgmt	2	88,917	1.495%	6,979	1.189%	-0.305%	-20.428%
1552	Fortinet	Technical Skills	Security	1	5,723	0.096%	880	0.150%	0.054%	55.887%
1112	Fraud Detection	Technical Skills	Security	1	38,162	0.642%	6,362	1.084%	0.443%	69.010%
63	FrontPage	Technical Skills	Software development	1	3,493	0.059%	20	0.003%	-0.055%	-94.195%
475	Fund accounting software	Technical Skills	Business applications	1	2,657	0.045%	312	0.053%	0.009%	19.046%
1260	Gaming	Technical Skills	Misc	2	123,212	2.071%	11,940	2.035%	-0.036%	-1.757%
1468	GDPR	Technical Skills	Security	1	7,198	0.121%	3,029	0.516%	0.395%	326.617%
113	Generic databases	Technical Skills	Information mgmt	2	782,152	13.148%	59,629	10.162%	-2.986%	-22.711%
1365	Google Apps	Technical Skills	Business applications	4	18,464	0.310%	2,058	0.351%	0.040%	12.998%
1364	Google Plus	Technical Skills	Social Networking	1	1,591	0.027%	2	0.000%	-0.026%	-98.726%
1512	Governance	Technical Skills	Security	1	197,312	3.317%	36,942	6.296%	2.979%	89.809%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	334,233	5.619%	28,936	4.931%	-0.687%	-12.231%
484	Graphic software	Technical Skills	Business applications	16	427,519	7.187%	28,993	4.941%	-2.246%	-31.247%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	79,879	1.343%	1,912	0.326%	-1.017%	-75.734%
1323	Green IT	Technical Skills	Environmental	9	16,556	0.278%	1,834	0.313%	0.034%	12.304%
893	Guidance systems	Technical Skills	Hardware	1	279	0.005%	20	0.003%	-0.001%	-27.326%
1371	Hacking	Technical Skills	Information mgmt	5	29,688	0.499%	3,115	0.531%	0.032%	6.372%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	2,011	0.034%	372	0.063%	0.030%	87.535%
1277	Hardware Design	Technical Skills	Hardware	21	46,273	0.778%	5,011	0.854%	0.076%	9.786%
1278	Hardware Testing	Technical Skills	Hardware	4	14,493	0.244%	1,287	0.219%	-0.024%	-9.973%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	4,502	0.076%	1,126	0.192%	0.116%	153.562%
492	Helpdesk or call center	Technical Skills	Business applications	2	302,058	5.078%	21,800	3.715%	-1.362%	-26.833%
1465	HIPAA	Technical Skills	Security	1	72,607	1.221%	10,686	1.821%	0.601%	49.206%
1473	HITRUST	Technical Skills	Security	1	4,894	0.082%	1,519	0.259%	0.177%	214.662%
1377	Homeland Security	Technical Skills	Information mgmt	1	139,107	2.338%	5,819	0.992%	-1.347%	-57.592%
1487	IaaS	Technical Skills	Security	1	23,010	0.387%	5,226	0.891%	0.504%	130.252%
114	IBM databases	Technical Skills	Information mgmt	2	116,422	1.957%	4,092	0.697%	-1.260%	-64.367%
121	IBM operating systems	Technical Skills	Business applications	4	88,388	1.486%	1,920	0.327%	-1.159%	-77.978%
1513	Identity Access Management	Technical Skills	Security	2	46,875	0.788%	8,755	1.492%	0.704%	89.350%
1511	Identity Governance and Administration	Technical Skills	Security	1	750	0.013%	380	0.065%	0.052%	413.657%
898	Image capture devices	Technical Skills	Hardware	9	31,341	0.527%	4,155	0.708%	0.181%	34.403%
524	Industrial control software	Technical Skills	Business applications	3	26,722	0.449%	3,788	0.646%	0.196%	43.712%
1485	Industrial Control Systems	Technical Skills	Security	1	12,182	0.205%	1,853	0.316%	0.111%	54.208%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	76,762	1.290%	6,834	1.165%	-0.126%	-9.743%
1375	Information Security	Technical Skills	Information mgmt	3	257,745	4.333%	36,486	6.218%	1.885%	43.512%
899	Infrared	Technical Skills	Hardware	1	6,827	0.115%	368	0.063%	-0.052%	-45.353%
1491	Infrastructure as Code	Technical Skills	Security	1	13,446	0.226%	4,708	0.802%	0.576%	254.972%
1180	Installation	Technical Skills	Software development	1	450,304	7.570%	32,785	5.587%	-1.982%	-26.189%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,751	0.029%	86	0.015%	-0.015%	-50.208%
536	Internet browser software	Technical Skills	Business applications	4	29,274	0.492%	1,446	0.246%	-0.246%	-49.923%
1483	Internet of Things	Technical Skills	Security	1	34,024	0.572%	7,862	1.340%	0.768%	134.260%
1578	Internet proxy	Technical Skills	Security	1	745	0.013%	41	0.007%	-0.006%	-44.207%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	56,882	0.956%	4,273	0.728%	-0.228%	-23.843%
541	Inventory management software	Technical Skills	Business applications	3	36,928	0.621%	4,402	0.750%	0.129%	20.850%
1463	ISO 22301	Technical Skills	Security	1	153	0.003%	49	0.008%	0.006%	224.680%
1459	ISO 27000	Technical Skills	Security	1	3,859	0.065%	556	0.095%	0.030%	46.067%
1460	ISO 27001	Technical Skills	Security	1	19,320	0.325%	4,151	0.707%	0.383%	117.819%
1461	ISO 27002	Technical Skills	Security	1	2,158	0.036%	227	0.039%	0.002%	6.641%
1414	ISO 9000	Technical Skills	Software development	1	7,459	0.125%	189	0.032%	-0.093%	-74.312%
73	IT Architecture/Standards	Technical Skills	Hardware	2	44,972	0.756%	4,111	0.701%	-0.055%	-7.326%
1515	IT Service Management	Technical Skills	Security	1	43,908	0.738%	6,658	1.135%	0.397%	53.727%
1481	ITIL	Technical Skills	Security	1	165,058	2.775%	17,253	2.940%	0.166%	5.969%
1357	Java ME	Technical Skills	Mobile Platforms	2	2,340	0.039%	3	0.001%	-0.039%	-98.700%
1035	Kernel	Technical Skills	Network	1	44,586	0.750%	1,612	0.275%	-0.475%	-63.346%
1442	Key management	Technical Skills	Security	1	12,077	0.203%	1,286	0.219%	0.016%	7.953%
1450	Kubernetes	Technical Skills	Security	1	42,871	0.721%	17,281	2.945%	2.224%	308.654%
1279	Laser tools	Technical Skills	Hardware	1	103	0.002%	32	0.005%	0.004%	214.966%
907	Lasers	Technical Skills	Hardware	1	1,834	0.031%	186	0.032%	0.001%	2.817%
1516	Least Privilege	Technical Skills	Security	1	1,741	0.029%	563	0.096%	0.067%	227.839%
1038	License management software	Technical Skills	Network	1	4,283	0.072%	540	0.092%	0.020%	27.819%
1361	LinkedIn	Technical Skills	Social Networking	1	59,042	0.993%	8,438	1.438%	0.446%	44.887%
1544	LogRhythm	Technical Skills	Security	1	1,471	0.025%	191	0.033%	0.008%	31.635%
908	Mainframe computers	Technical Skills	Hardware	2	139,978	2.353%	4,984	0.849%	-1.504%	-63.903%
124	Mainframe operating systems	Technical Skills	Business applications	8	68,111	1.145%	2,695	0.459%	-0.686%	-59.886%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	107,137	1.801%	4,656	0.793%	-1.008%	-55.942%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	31,441	0.529%	3,099	0.528%	-0.000%	-0.075%
1549	McAfee Enterprise Security	Technical Skills	Security	1	161	0.003%	6	0.001%	-0.002%	-62.219%
1281	Medical software	Technical Skills	Business applications	9	47,084	0.791%	5,519	0.941%	0.149%	18.833%
1452	Mesos	Technical Skills	Security	1	3,235	0.054%	250	0.043%	-0.012%	-21.654%
1517	Metadata analysis	Technical Skills	Security	1	458	0.008%	45	0.008%	-0.000%	-0.391%
1555	Micro Focus	Technical Skills	Security	1	3,438	0.058%	394	0.067%	0.009%	16.183%
1433	Micro-segmentation	Technical Skills	Security	1	560	0.009%	190	0.032%	0.023%	243.967%
115	Microsoft databases	Technical Skills	Information mgmt	5	667,670	11.224%	30,694	5.231%	-5.993%	-53.394%
119	Microsoft operating systems	Technical Skills	Business applications	4	992,723	16.688%	56,223	9.582%	-7.106%	-42.583%
1518	MITRE	Technical Skills	Security	1	9,275	0.156%	1,252	0.213%	0.057%	36.849%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	25,853	0.435%	1,317	0.224%	-0.210%	-48.355%
1581	Mobile security	Technical Skills	Security	2	4,086	0.069%	427	0.073%	0.004%	5.945%
1431	Multi-Factor Authentication	Technical Skills	Security	3	8,298	0.139%	2,230	0.380%	0.241%	172.447%
625	Multimedia	Technical Skills	Business applications	1	156,667	2.634%	2,588	0.441%	-2.193%	-83.253%
1362	MySpace	Technical Skills	Social Networking	1	5,436	0.091%	3	0.001%	-0.091%	-99.441%
1471	NERC	Technical Skills	Security	1	6,558	0.110%	950	0.162%	0.052%	46.860%
1548	NetWitness	Technical Skills	Security	1	986	0.017%	129	0.022%	0.005%	32.637%
1499	Network Access Control	Technical Skills	Security	2	12,582	0.212%	1,067	0.182%	-0.030%	-14.026%
74	Network administration	Technical Skills	Hardware	17	1,133,818	19.060%	506,573	86.332%	67.272%	352.949%
1282	Network Administration software	Technical Skills	Network	18	279,866	4.705%	23,021	3.923%	-0.781%	-16.608%
1519	Network discovery	Technical Skills	Security	1	776	0.013%	142	0.024%	0.011%	85.514%
1283	Network Hardware	Technical Skills	Network	11	195,303	3.283%	12,163	2.073%	-1.210%	-36.863%
1284	Network Monitoring software	Technical Skills	Network	15	137,654	2.314%	9,405	1.603%	-0.711%	-30.734%
1059	Network operation system software (NOS)	Technical Skills	Network	2	7,173	0.121%	435	0.074%	-0.046%	-38.519%
1122	Network security	Technical Skills	Security	1	166,197	2.794%	12,940	2.205%	-0.589%	-21.066%
1369	Network Security	Technical Skills	Information mgmt	1	29,868	0.502%	1,592	0.271%	-0.231%	-45.963%
1285	Network Security software	Technical Skills	Security	37	417,140	7.012%	43,411	7.398%	0.386%	5.504%
1503	Network Segmentation	Technical Skills	Network	1	2,346	0.039%	475	0.081%	0.042%	105.266%
1286	Network software	Technical Skills	Network	6	693,982	11.666%	505,000	86.064%	74.397%	637.724%
1287	Network Testing	Technical Skills	Network	11	86,471	1.454%	5,349	0.912%	-0.542%	-37.288%
1521	Next Generation Firewall	Technical Skills	Security	2	2,208	0.037%	529	0.090%	0.053%	142.889%
1458	NIST	Technical Skills	Security	1	65,749	1.105%	14,569	2.483%	1.378%	124.642%
1065	Novell network software	Technical Skills	Network	2	6,008	0.101%	98	0.017%	-0.084%	-83.463%
643	Oberon	Technical Skills	Business applications	1	563	0.009%	0	0.000%	-0.009%	-100.000%
1413	Object Oriented Design	Technical Skills	Software development	2	115,973	1.950%	2,380	0.406%	-1.544%	-79.195%
41	Object Oriented Programming	Technical Skills	Software development	5	565,909	9.513%	24,263	4.135%	-5.378%	-56.534%
1288	Office Applications	Technical Skills	Business applications	13	889,572	14.954%	91,742	15.635%	0.681%	4.553%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	49,449	0.831%	1,167	0.199%	-0.632%	-76.074%
116	Open-source databases	Technical Skills	Information mgmt	4	276,732	4.652%	17,666	3.011%	-1.641%	-35.281%
118	Open-source operating systems	Technical Skills	Business applications	8	798,152	13.417%	46,347	7.899%	-5.519%	-41.131%
56	Operating Systems	Technical Skills	Business applications	3	481,844	8.100%	38,102	6.493%	-1.607%	-19.834%
1482	Operational Technology	Technical Skills	Security	1	12,761	0.215%	2,354	0.401%	0.187%	87.013%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	4,288	0.072%	673	0.115%	0.043%	59.115%
117	Oracle databases	Technical Skills	Information mgmt	1	821,937	13.817%	34,285	5.843%	-7.974%	-57.712%
1529	Orchestration & Automation	Technical Skills	Security	1	835	0.014%	180	0.031%	0.017%	118.543%
1488	PaaS	Technical Skills	Security	1	26,915	0.452%	6,090	1.038%	0.585%	129.390%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,396	0.057%	1	0.000%	-0.057%	-99.701%
1522	Panorama	Technical Skills	Security	1	1,334	0.022%	299	0.051%	0.029%	127.230%
1466	Payment Card Industry	Technical Skills	Security	1	63,794	1.072%	8,712	1.485%	0.412%	38.449%
1376	Penetration Testing	Technical Skills	Information mgmt	5	179,406	3.016%	24,301	4.141%	1.126%	37.321%
1527	Personal Healthcare Information	Technical Skills	Security	1	6,935	0.117%	1,381	0.235%	0.119%	101.882%
1528	Personally Identifiable Information	Technical Skills	Security	1	7,694	0.129%	1,699	0.290%	0.160%	123.868%
1289	Physical Tools	Technical Skills	Hardware	1	538	0.009%	84	0.014%	0.005%	58.288%
683	Point of sale (POS)	Technical Skills	Business applications	3	35,616	0.599%	4,238	0.722%	0.124%	20.633%
1525	Policy Decision Point	Technical Skills	Security	1	1,645	0.028%	152	0.026%	-0.002%	-6.324%
1526	Policy Enforcement Point	Technical Skills	Security	1	1,529	0.026%	140	0.024%	-0.002%	-7.174%
686	Polka	Technical Skills	Business applications	1	1,496	0.025%	325	0.055%	0.030%	120.243%
931	Printers	Technical Skills	Hardware	4	69,326	1.165%	10,231	1.744%	0.578%	49.614%
1430	Privileged Account Management	Technical Skills	Security	2	48,789	0.820%	1,469	0.250%	-0.570%	-69.475%
43	Programming	Technical Skills	Software development	1	1,319,725	22.185%	94,671	16.134%	-6.051%	-27.275%
700	Provisioning	Technical Skills	Business applications	1	82,640	1.389%	8,535	1.455%	0.065%	4.704%
1545	QRadar	Technical Skills	Security	1	2,818	0.047%	372	0.063%	0.016%	33.830%
1531	Quality of Service	Technical Skills	Security	1	47,092	0.792%	3,375	0.575%	-0.216%	-27.343%
1405	Rapid Application Development	Technical Skills	Software development	2	23,730	0.399%	514	0.088%	-0.311%	-78.041%
1553	Rapid7	Technical Skills	Security	1	1,639	0.028%	394	0.067%	0.040%	143.707%
1258	Rate Control	Technical Skills	Technical applications	1	220	0.004%	7	0.001%	-0.003%	-67.743%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	50,401	0.847%	449	0.077%	-0.771%	-90.969%
1077	Remote control software	Technical Skills	Network	2	6,506	0.109%	645	0.110%	0.001%	0.507%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,919	0.049%	124	0.021%	-0.028%	-56.934%
1379	Risk Analysis	Technical Skills	Information mgmt	1	38,674	0.650%	4,527	0.772%	0.121%	18.670%
1262	Robotics	Technical Skills	Hardware	3	41,690	0.701%	8,425	1.436%	0.735%	104.875%
1532	Role-Based Access Control	Technical Skills	Security	3	6,883	0.116%	876	0.149%	0.034%	29.026%
1318	RSA	Technical Skills	Security	1	21,066	0.354%	980	0.167%	-0.187%	-52.838%
1489	SaaS	Technical Skills	Security	1	123,383	2.074%	20,560	3.504%	1.430%	68.935%
1429	SASE	Technical Skills	Security	2	1,134	0.019%	543	0.093%	0.073%	385.442%
1533	SCCM	Technical Skills	Security	1	27,957	0.470%	3,654	0.623%	0.153%	32.504%
44	SDLC	Technical Skills	Software development	7	645,012	10.843%	47,309	8.063%	-2.780%	-25.642%
1500	SecOps	Technical Skills	Security	2	11,707	0.197%	5,509	0.939%	0.742%	377.065%
1537	Secure SDLC	Technical Skills	Security	1	29,233	0.491%	293	0.050%	-0.441%	-89.839%
1132	Secure shell (SSH)	Technical Skills	Security	1	453	0.008%	9	0.002%	-0.006%	-79.858%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	65,793	1.106%	3,620	0.617%	-0.489%	-44.220%
1569	Secure Web Gateway	Technical Skills	Security	1	9,530	0.160%	320	0.055%	-0.106%	-65.959%
76	Security	Technical Skills	Hardware	4	3,558,897	59.826%	189,653	32.321%	-27.505%	-45.975%
1382	Security Audit	Technical Skills	Information mgmt	1	5,816	0.098%	584	0.100%	0.002%	1.798%
1315	Security Clearance	Technical Skills	Misc	2	493,848	8.302%	41,934	7.147%	-1.155%	-13.916%
1477	Security Frameworks	Technical Skills	Security	1	13,572	0.228%	3,343	0.570%	0.342%	149.714%
1540	Security Information and Event Management	Technical Skills	Security	1	27,535	0.463%	5,942	1.013%	0.550%	118.775%
1584	Security Information Management	Technical Skills	Security	1	8,586	0.144%	375	0.064%	-0.080%	-55.722%
1567	Security Operations Center	Technical Skills	Security	1	38,563	0.648%	9,074	1.546%	0.898%	138.550%
1381	Security Plan	Technical Skills	Information mgmt	1	6,337	0.107%	832	0.142%	0.035%	33.104%
1380	Security Policy	Technical Skills	Information mgmt	2	103,303	1.737%	13,319	2.270%	0.533%	30.710%
1457	Security Standards	Technical Skills	Security	1	53,881	0.906%	7,964	1.357%	0.451%	49.846%
1135	Security testing software	Technical Skills	Security	1	17,308	0.291%	2,066	0.352%	0.061%	21.014%
1550	Securonix	Technical Skills	Security	1	186	0.003%	23	0.004%	0.001%	25.362%
1538	Segmentation	Technical Skills	Security	1	24,497	0.412%	3,934	0.670%	0.259%	62.807%
60	Sharepoint Server	Technical Skills	Business applications	1	15,531	0.261%	192	0.033%	-0.228%	-87.467%
1084	Signal generators	Technical Skills	Network	1	1,874	0.032%	304	0.052%	0.020%	64.458%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	40,338	0.678%	1,141	0.194%	-0.484%	-71.324%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	178,065	2.993%	9,506	1.620%	-1.373%	-45.878%
1220	Simulation software	Technical Skills	Software development	5	96,829	1.628%	10,221	1.742%	0.114%	7.014%
1568	Single Sign-On	Technical Skills	Security	3	36,110	0.607%	3,994	0.681%	0.074%	12.132%
1558	SOAR	Technical Skills	Security	1	3,206	0.054%	1,058	0.180%	0.126%	234.559%
1475	SOC 2	Technical Skills	Security	1	6,265	0.105%	2,239	0.382%	0.276%	262.313%
1366	Social Network	Technical Skills	Social Networking	1	14,942	0.251%	551	0.094%	-0.157%	-62.615%
1358	Social Networking	Technical Skills	Social Networking	1	26,197	0.440%	1,106	0.188%	-0.252%	-57.199%
1534	Software Defined Network	Technical Skills	Security	2	7,869	0.132%	1,060	0.181%	0.048%	36.564%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	3,605	0.061%	1,309	0.223%	0.162%	268.116%
42	Software Development	Technical Skills	Software development	2	1,343,083	22.578%	85,825	14.627%	-7.951%	-35.217%
1291	Software Development software	Technical Skills	Software development	3	7,839	0.132%	178	0.030%	-0.101%	-76.980%
1309	Software Engineering	Technical Skills	Software development	1	839,008	14.104%	71,510	12.187%	-1.917%	-13.592%
1292	Software Installation	Technical Skills	Software development	4	655,725	11.023%	62,656	10.678%	-0.345%	-3.129%
1223	Software libraries	Technical Skills	Software development	1	1,987	0.033%	182	0.031%	-0.002%	-7.141%
1293	Software Maintenance	Technical Skills	Software development	1	34,313	0.577%	1,336	0.228%	-0.349%	-60.527%
1294	Software Testing	Technical Skills	Software development	14	619,930	10.421%	56,734	9.669%	-0.752%	-7.221%
1225	Source code management (SCM)	Technical Skills	Software development	5	194,054	3.262%	14,342	2.444%	-0.818%	-25.073%
1541	Splunk	Technical Skills	Security	1	37,516	0.631%	8,729	1.488%	0.857%	135.884%
1229	Static analysis software	Technical Skills	Software development	1	4,794	0.081%	381	0.065%	-0.016%	-19.429%
772	Statistical analysis software	Technical Skills	Business applications	27	513,387	8.630%	62,570	10.663%	2.033%	23.558%
774	Statistical software	Technical Skills	Business applications	1	247,039	4.153%	40,808	6.955%	2.802%	67.468%
1230	Stress testing software	Technical Skills	Software development	1	13,069	0.220%	1,154	0.197%	-0.023%	-10.481%
1547	sumo logic	Technical Skills	Security	1	1,422	0.024%	346	0.059%	0.035%	146.676%
122	Sun operating systems	Technical Skills	Business applications	3	176,976	2.975%	3,088	0.526%	-2.449%	-82.311%
939	Surveillance systems	Technical Skills	Hardware	5	64,891	1.091%	7,689	1.310%	0.220%	20.126%
1564	Swimlane	Technical Skills	Security	1	176	0.003%	37	0.006%	0.003%	113.128%
791	Symantec software	Technical Skills	Business applications	1	35,201	0.592%	910	0.155%	-0.437%	-73.792%
1355	Symbian	Technical Skills	Mobile Platforms	1	128	0.002%	1	0.000%	-0.002%	-92.080%
1310	System Administration	Technical Skills	Network	4	347,102	5.835%	26,036	4.437%	-1.398%	-23.955%
45	System Testing	Technical Skills	Software development	5	113,665	1.911%	8,725	1.487%	-0.424%	-22.180%
46	Systems Analysis	Technical Skills	Software development	8	452,305	7.603%	38,879	6.626%	-0.978%	-12.857%
47	Systems Design	Technical Skills	Software development	1	73,746	1.240%	5,689	0.970%	-0.270%	-21.793%
1233	Systems Evaluation	Technical Skills	Software development	1	1,172	0.020%	173	0.029%	0.010%	49.647%
1234	Systems integration	Technical Skills	Software development	8	307,459	5.168%	9,821	1.674%	-3.495%	-67.617%
75	TCP/IP	Technical Skills	Hardware	3	268,731	4.517%	13,735	2.341%	-2.177%	-48.184%
1235	Technology Design	Technical Skills	Software development	1	9,171	0.154%	610	0.104%	-0.050%	-32.568%
1236	Templates	Technical Skills	Software development	1	92,349	1.552%	8,895	1.516%	-0.037%	-2.352%
1239	Test implementation	Technical Skills	Software development	1	3,322	0.056%	638	0.109%	0.053%	94.703%
1302	Testing	Technical Skills	Software development	1	1,730,860	29.096%	158,588	27.027%	-2.069%	-7.112%
1435	Threat Intelligence	Technical Skills	Security	1	11,122	0.187%	2,853	0.486%	0.299%	160.058%
1561	ThreatConnect	Technical Skills	Security	1	325	0.005%	33	0.006%	0.000%	2.939%
1571	Traffic Analysis	Technical Skills	Security	1	6,274	0.105%	518	0.088%	-0.017%	-16.298%
1570	Traffic Capture	Technical Skills	Security	1	219	0.004%	12	0.002%	-0.002%	-44.450%
1297	Training software	Technical Skills	Business applications	3	6,759	0.114%	873	0.149%	0.035%	30.943%
57	Transaction Processing Systems	Technical Skills	Business applications	4	7,583	0.127%	375	0.064%	-0.064%	-49.865%
1360	Twitter	Technical Skills	Social Networking	1	80,866	1.359%	6,465	1.102%	-0.258%	-18.950%
1411	Unified Process	Technical Skills	Software development	1	11,229	0.189%	87	0.015%	-0.174%	-92.145%
123	UNIX operating systems	Technical Skills	Business applications	5	711,921	11.968%	20,384	3.474%	-8.494%	-70.973%
1298	UNIX Shells	Technical Skills	Business applications	4	157,987	2.656%	7,018	1.196%	-1.460%	-54.966%
1410	Use Case	Technical Skills	Software development	1	38,704	0.651%	2,622	0.447%	-0.204%	-31.320%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	365	0.006%	137	0.023%	0.017%	280.521%
1572	User Behavior Analytics	Technical Skills	Security	1	500	0.008%	139	0.024%	0.015%	181.835%
48	User-Interface Design	Technical Skills	Software development	2	351,646	5.911%	22,537	3.841%	-2.070%	-35.026%
836	Video creation and editing software	Technical Skills	Business applications	3	19,548	0.329%	1,098	0.187%	-0.141%	-43.056%
1574	Virtual Machine	Technical Skills	Security	1	31,197	0.524%	2,850	0.486%	-0.039%	-7.385%
840	Visual Color Discrimination	Technical Skills	Business applications	2	484	0.008%	111	0.019%	0.011%	132.503%
64	Visual Studio	Technical Skills	Software development	1	160,095	2.691%	6,673	1.137%	-1.554%	-57.743%
843	Voice dictation & recognition	Technical Skills	Business applications	2	8,581	0.144%	695	0.118%	-0.026%	-17.890%
77	Voice/Data Telecom	Technical Skills	Hardware	10	450,652	7.576%	26,594	4.532%	-3.043%	-40.174%
1575	Vulnerability Management	Technical Skills	Security	1	26,411	0.444%	5,341	0.910%	0.466%	105.016%
1583	Vulnerability Testing	Technical Skills	Security	1	5,717	0.096%	530	0.090%	-0.006%	-6.015%
1577	Web Application Firewall	Technical Skills	Security	1	4,997	0.084%	1,097	0.187%	0.103%	122.561%
1299	Web Application Server	Technical Skills	Business applications	8	201,362	3.385%	3,450	0.588%	-2.797%	-82.630%
1248	Web platform development software	Technical Skills	Software development	5	11,344	0.191%	59	0.010%	-0.181%	-94.727%
65	web programmer	Technical Skills	Software development	4	100,909	1.696%	3,475	0.592%	-1.104%	-65.088%
1579	Web proxy	Technical Skills	Security	1	2,379	0.040%	243	0.041%	0.001%	3.553%
58	Web servers	Technical Skills	Business applications	6	340,146	5.718%	12,279	2.093%	-3.625%	-63.403%
49	Web-based Application Development	Technical Skills	Software development	2	243,538	4.094%	9,283	1.582%	-2.512%	-61.357%
1356	Windows CE	Technical Skills	Mobile Platforms	4	23,676	0.398%	158	0.027%	-0.371%	-93.235%
1102	Wireless	Technical Skills	Network	5	220,676	3.710%	17,206	2.932%	-0.777%	-20.955%
1363	YouTube	Technical Skills	Social Networking	2	17,504	0.294%	3,034	0.517%	0.223%	75.723%
1524	Zero Trust	Technical Skills	Security	2	1,619	0.027%	1,027	0.175%	0.148%	543.094%
79	.NET	Programming Skills	Current	1	539,914	9.076%	20,296	3.459%	-5.617%	-61.890%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	200	0.003%	25	0.004%	0.001%	26.725%
209	A programming language (APL)	Programming Skills	Legacy	2	8,735	0.147%	902	0.154%	0.007%	4.687%
99	Ada	Programming Skills	Legacy	1	39,162	0.658%	9,019	1.537%	0.879%	133.477%
80	AJAX	Programming Skills	Current	1	248,228	4.173%	3,191	0.544%	-3.629%	-86.968%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	143	0.002%	6	0.001%	-0.001%	-57.463%
192	Apple AppleScript	Programming Skills	Current	1	762	0.013%	40	0.007%	-0.006%	-46.782%
81	ASP	Programming Skills	Current	2	337,293	5.670%	9,543	1.626%	-4.044%	-71.317%
108	Assembly	Programming Skills	Legacy	2	11,620	0.195%	331	0.056%	-0.139%	-71.122%
211	AWK	Programming Skills	Legacy	1	9,019	0.152%	206	0.035%	-0.117%	-76.844%
83	C#	Programming Skills	Current	2	554,967	9.329%	28,962	4.936%	-4.393%	-47.093%
82	C/C++	Programming Skills	Current	3	1,335,748	22.454%	454,840	77.515%	55.061%	245.211%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	408,643	6.869%	23,356	3.980%	-2.889%	-42.056%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	1,264	0.021%	18	0.003%	-0.018%	-85.563%
84	CGI	Programming Skills	Current	2	38,112	0.641%	678	0.116%	-0.525%	-81.965%
217	Clipper	Programming Skills	Legacy	1	788	0.013%	19	0.003%	-0.010%	-75.556%
218	CLU	Programming Skills	Legacy	1	464	0.008%	17	0.003%	-0.005%	-62.857%
100	Cobol	Programming Skills	Legacy	1	36,441	0.613%	1,824	0.311%	-0.302%	-49.256%
85	ColdFusion	Programming Skills	Current	2	27,476	0.462%	558	0.095%	-0.367%	-79.411%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	705	0.012%	52	0.009%	-0.003%	-25.224%
195	Component object model (COM)	Programming Skills	Current	1	586	0.010%	6	0.001%	-0.009%	-89.620%
125	Database programming	Programming Skills	Current	3	104,878	1.763%	2,639	0.450%	-1.313%	-74.490%
1501	DevOps	Programming Skills	Misc	1	105,413	1.772%	32,397	5.521%	3.749%	211.574%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	6,082	0.102%	43	0.007%	-0.095%	-92.832%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	238,239	4.005%	213,049	36.308%	32.304%	806.604%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	9,332	0.157%	888	0.151%	-0.006%	-3.531%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	43,162	0.726%	528	0.090%	-0.636%	-87.598%
109	Forth	Programming Skills	Legacy	1	34,176	0.575%	10,577	1.803%	1.228%	213.756%
102	Fortran	Programming Skills	Legacy	1	7,961	0.134%	377	0.064%	-0.070%	-51.991%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	875,194	14.712%	35,236	6.005%	-8.707%	-59.184%
222	J	Programming Skills	Legacy	1	23,267	0.391%	2,142	0.365%	-0.026%	-6.668%
87	Java/J2EE/J2P	Programming Skills	Current	4	1,166,777	19.614%	63,879	10.886%	-8.727%	-44.496%
97	JavaScript	Programming Skills	Current	3	670,654	11.274%	45,294	7.719%	-3.555%	-31.531%
89	JavaServer Faces	Programming Skills	Current	3	37,336	0.628%	618	0.105%	-0.522%	-83.219%
88	JavaServer Pages	Programming Skills	Current	3	159,614	2.683%	2,604	0.444%	-2.239%	-83.461%
223	Job control language (JCL)	Programming Skills	Legacy	2	23,576	0.396%	923	0.157%	-0.239%	-60.310%
126	LAMP	Programming Skills	Current	1	45,621	0.767%	896	0.153%	-0.614%	-80.089%
104	Lisp	Programming Skills	Legacy	1	2,936	0.049%	128	0.022%	-0.028%	-55.802%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	5,017	0.084%	993	0.169%	0.085%	100.658%
201	Microsoft ActiveX	Programming Skills	Current	1	5,693	0.096%	39	0.007%	-0.089%	-93.055%
107	Pascal	Programming Skills	Legacy	1	2,100	0.035%	30	0.005%	-0.030%	-85.517%
90	Perl	Programming Skills	Current	1	325,430	5.471%	10,589	1.805%	-3.666%	-67.013%
91	PHP	Programming Skills	Current	1	198,607	3.339%	8,611	1.468%	-1.871%	-56.045%
103	PL/1	Programming Skills	Legacy	3	966	0.016%	83	0.014%	-0.002%	-12.893%
105	Prolog	Programming Skills	Legacy	1	1,915	0.032%	68	0.012%	-0.021%	-64.001%
95	Python	Programming Skills	Current	1	451,952	7.597%	74,824	12.752%	5.154%	67.842%
227	R	Programming Skills	Current	1	839,151	14.106%	492,361	83.910%	69.803%	494.832%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	55,681	0.936%	1,203	0.205%	-0.731%	-78.097%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	138,395	2.326%	9,531	1.624%	-0.702%	-30.182%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	2,227	0.037%	130	0.022%	-0.015%	-40.820%
206	Scripting languages	Programming Skills	Current	1	117,054	1.968%	10,644	1.814%	-0.154%	-7.813%
101	Smalltalk	Programming Skills	Legacy	1	1,123	0.019%	18	0.003%	-0.016%	-83.750%
92	SQL	Programming Skills	Current	3	1,547,118	26.008%	96,383	16.426%	-9.582%	-36.842%
110	TCL	Programming Skills	Legacy	1	20,762	0.349%	1,124	0.192%	-0.157%	-45.116%
98	Unified Modeling Language	Programming Skills	Current	2	122,116	2.053%	2,306	0.393%	-1.660%	-80.856%
93	Visual Basic	Programming Skills	Current	6	302,003	5.077%	10,082	1.718%	-3.359%	-66.156%
207	Web service definition language (WSDL)	Programming Skills	Current	2	34,013	0.572%	864	0.147%	-0.425%	-74.247%
94	XML	Programming Skills	Current	2	541,759	9.107%	15,450	2.633%	-6.474%	-71.088%
1342	Computer Science	Majors	Computer Science	2	3,944,632	66.311%	328,973	56.064%	-10.246%	-15.452%
1344	Information Technology	Majors	Information Technology	3	2,370,511	39.849%	172,925	29.470%	-10.379%	-26.045%
1343	Management Information Systems	Majors	Management Information Systems	9	1,640,868	27.584%	254,254	43.331%	15.747%	57.089%

mis Degrees

Management Information Systems	2022-09-05	Jobs Found:	1,849,551	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Occurrences	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	9,388	0.508%	2,517	0.868%	0.361%	71.053%
2	Attention to Details	Soft Skills	Problem-solving skills	2	7,298	0.395%	1,350	0.466%	0.071%	18.019%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	14,450	0.781%	3,673	1.267%	0.486%	62.171%
231	Cooperation	Soft Skills	Interpersonal skills	1	19,773	1.069%	3,240	1.118%	0.049%	4.543%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	9,850	0.533%	2,645	0.912%	0.380%	71.321%
3	Creativity	Soft Skills	Problem-solving skills	4	59,702	3.228%	11,789	4.067%	0.839%	25.982%
4	Critical thinking	Soft Skills	Problem-solving skills	3	46,720	2.526%	14,234	4.910%	2.384%	94.377%
1300	Flexibility	Soft Skills	Work ethic	1	94,597	5.115%	21,591	7.448%	2.333%	45.618%
232	Independence	Soft Skills	Interpersonal skills	1	14,113	0.763%	3,838	1.324%	0.561%	73.503%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	261,867	14.158%	46,485	16.035%	1.877%	13.254%
256	Innovation	Soft Skills	Problem-solving skills	1	200,828	10.858%	42,590	14.691%	3.833%	35.302%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	255,888	13.835%	48,963	16.890%	3.055%	22.079%
1422	Internship	Soft Skills	Work ethic	3	34,095	1.843%	5,034	1.736%	-0.107%	-5.802%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	2,054	0.111%	534	0.184%	0.073%	65.868%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	178,833	9.669%	40,248	13.884%	4.215%	43.588%
10	Leadership	Soft Skills	Interpersonal skills	1	491,157	26.555%	89,131	30.746%	4.190%	15.779%
258	Learning	Soft Skills	Problem-solving skills	1	175,016	9.463%	48,761	16.820%	7.357%	77.753%
1	Learning Ability	Soft Skills	Problem-solving skills	3	36,831	1.991%	7,197	2.483%	0.491%	24.669%
236	Listening	Soft Skills	Language skills	1	39,169	2.118%	8,029	2.770%	0.652%	30.780%
260	Mathematics	Soft Skills	Problem-solving skills	3	115,914	6.267%	22,524	7.770%	1.502%	23.974%
261	Memorization	Soft Skills	Problem-solving skills	2	227	0.012%	68	0.023%	0.011%	91.119%
18	Negotiation Skills	Soft Skills	Language skills	1	21,348	1.154%	2,330	0.804%	-0.350%	-30.366%
262	Optimization	Soft Skills	Problem-solving skills	1	84,541	4.571%	16,020	5.526%	0.955%	20.897%
19	Oral Communications	Soft Skills	Language skills	5	34,455	1.863%	6,394	2.206%	0.343%	18.397%
273	Persistence	Soft Skills	Work ethic	1	6,752	0.365%	1,381	0.476%	0.111%	30.492%
239	Persuasion	Soft Skills	Language skills	1	4,759	0.257%	1,107	0.382%	0.125%	48.407%
1301	Physical Skill	Soft Skills	Work ethic	2	7,014	0.379%	2,243	0.774%	0.394%	104.026%
240	Presentations	Soft Skills	Language skills	1	115,501	6.245%	20,938	7.223%	0.978%	15.657%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	378,361	20.457%	63,645	21.954%	1.497%	7.320%
20	Questioning skills	Soft Skills	Language skills	1	533	0.029%	118	0.041%	0.012%	41.246%
241	Reading Comprehension	Soft Skills	Language skills	1	909	0.049%	259	0.089%	0.040%	81.785%
6	Research skills	Soft Skills	Problem-solving skills	1	3,748	0.203%	715	0.247%	0.044%	21.710%
15	Responsibility	Soft Skills	Work ethic	2	228,304	12.344%	40,765	14.062%	1.718%	13.919%
234	Self Control	Soft Skills	Interpersonal skills	1	488	0.026%	78	0.027%	0.001%	1.976%
11	Self-esteem	Soft Skills	Interpersonal skills	1	221	0.012%	71	0.024%	0.013%	104.969%
16	Self-management	Soft Skills	Work ethic	1	2,911	0.157%	679	0.234%	0.077%	48.816%
250	Stress Tolerance	Soft Skills	Physical skills	1	855	0.046%	194	0.067%	0.021%	44.763%
12	Teamwork	Soft Skills	Interpersonal skills	1	97,453	5.269%	16,225	5.597%	0.328%	6.221%
17	Time Management	Soft Skills	Work ethic	2	86,114	4.656%	18,631	6.427%	1.771%	38.033%
268	Visualization	Soft Skills	Problem-solving skills	1	31,997	1.730%	11,224	3.872%	2.142%	123.800%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,903	0.103%	741	0.256%	0.153%	148.428%
21	Written Communications	Soft Skills	Language skills	5	282,387	15.268%	43,073	14.858%	-0.410%	-2.685%
172	Account management	Business Skills	Management skills	1	30,102	1.628%	3,326	1.147%	-0.480%	-29.507%
22	Accounting	Business Skills	Business processes	4	235,077	12.710%	33,968	11.717%	-0.993%	-7.811%
1263	Accounting software	Business Skills	Business processes	8	11,756	0.636%	1,694	0.584%	-0.051%	-8.066%
174	Administration	Business Skills	Management skills	3	520,864	28.162%	74,008	25.529%	-2.633%	-9.348%
1313	Analyst	Business Skills	Project management	1	411,451	22.246%	60,978	21.034%	-1.212%	-5.447%
175	Application management	Business Skills	Management skills	5	140,916	7.619%	19,045	6.570%	-1.049%	-13.773%
150	Asset management	Business Skills	Business processes	1	41,230	2.229%	8,406	2.900%	0.670%	30.076%
151	Auditing	Business Skills	Business processes	5	177,810	9.614%	35,007	12.076%	2.462%	25.609%
1264	Auditing software	Business Skills	Business processes	1	215	0.012%	19	0.007%	-0.005%	-43.619%
152	Billing	Business Skills	Business processes	1	52,981	2.865%	8,843	3.050%	0.186%	6.488%
153	Bills of Lading	Business Skills	Business processes	1	133	0.007%	44	0.015%	0.008%	111.068%
1314	Business Analyst	Business Skills	Project management	1	127,060	6.870%	18,415	6.352%	-0.518%	-7.534%
35	Business Intelligence	Business Skills	Strategy skills	1	94,995	5.136%	13,213	4.558%	-0.578%	-11.260%
155	Business performance management (BPM)	Business Skills	Business processes	2	10,372	0.561%	900	0.310%	-0.250%	-44.639%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	78,699	4.255%	1,732	0.597%	-3.658%	-85.959%
36	Business Strategy	Business Skills	Strategy skills	3	455,982	24.654%	88,150	30.407%	5.754%	23.338%
182	Calendar and scheduling	Business Skills	Project management	3	98,210	5.310%	18,543	6.396%	1.086%	20.461%
156	Capacity planning	Business Skills	Business processes	1	35,757	1.933%	3,051	1.052%	-0.881%	-45.562%
28	Change Management	Business Skills	Management skills	1	111,942	6.052%	18,529	6.392%	0.339%	5.604%
183	Content workflow	Business Skills	Project management	1	83	0.004%	3	0.001%	-0.003%	-76.940%
24	Contracting and legal	Business Skills	Business processes	2	139,661	7.551%	25,539	8.810%	1.259%	16.667%
176	Coordination	Business Skills	Management skills	1	128,368	6.940%	24,266	8.371%	1.430%	20.604%
157	Cost accounting	Business Skills	Business processes	1	4,652	0.252%	707	0.244%	-0.008%	-3.038%
158	Cost estimation	Business Skills	Business processes	1	1,795	0.097%	216	0.075%	-0.023%	-23.227%
1312	Customer Support	Business Skills	Business processes	6	393,277	21.263%	56,302	19.421%	-1.842%	-8.663%
1339	Education	Business Skills	Industry Segment	1	29,652	1.603%	8,543	2.947%	1.344%	83.814%
1333	Energy	Business Skills	Industry Segment	1	106,362	5.751%	14,896	5.138%	-0.612%	-10.648%
1340	Entertainment	Business Skills	Industry Segment	1	40,380	2.183%	3,994	1.378%	-0.806%	-36.895%
1319	Environmental	Business Skills	Environmental	18	74,617	4.034%	16,017	5.525%	1.491%	36.951%
1320	Environmental Strategy	Business Skills	Environmental	14	24,538	1.327%	11,862	4.092%	2.765%	208.418%
161	Financial	Business Skills	Business processes	2	727,691	39.344%	260,232	89.767%	50.423%	128.158%
1275	Financial Analysis software	Business Skills	Business processes	9	5,256	0.284%	2,675	0.923%	0.639%	224.705%
1332	Health Care	Business Skills	Industry Segment	2	309,113	16.713%	43,603	15.041%	-1.672%	-10.005%
1341	Hospitality	Business Skills	Industry Segment	4	182,162	9.849%	63,702	21.974%	12.125%	123.109%
177	Human resources	Business Skills	Management skills	2	130,812	7.073%	19,646	6.777%	-0.296%	-4.182%
1336	Insurance	Business Skills	Industry Segment	1	13,229	0.715%	1,391	0.480%	-0.235%	-32.916%
1316	Managing/Supervision	Business Skills	Management skills	6	1,121,493	60.636%	160,703	55.434%	-5.202%	-8.578%
1334	Manufacturing	Business Skills	Industry Segment	2	139,746	7.556%	15,185	5.238%	-2.318%	-30.674%
26	Marketing	Business Skills	Business processes	1	183,325	9.912%	35,130	12.118%	2.206%	22.258%
185	Monitoring	Business Skills	Project management	1	268,822	14.534%	48,994	16.900%	2.366%	16.278%
179	Negotiation	Business Skills	Management skills	1	81,275	4.394%	11,959	4.125%	-0.269%	-6.123%
163	Operation and Control	Business Skills	Business processes	3	2,164	0.117%	298	0.103%	-0.014%	-12.142%
29	Outsourcing Management	Business Skills	Management skills	3	40,376	2.183%	2,516	0.868%	-1.315%	-60.243%
167	Procurement	Business Skills	Business processes	1	61,006	3.298%	9,387	3.238%	-0.060%	-1.831%
1290	Project Management software	Business Skills	Project management	3	56,260	3.042%	5,404	1.864%	-1.178%	-38.717%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	414,274	22.399%	61,316	21.151%	-1.248%	-5.571%
168	Quality	Business Skills	Business processes	1	572,420	30.949%	100,496	34.666%	3.717%	12.010%
1337	Real Estate	Business Skills	Industry Segment	2	30,407	1.644%	3,601	1.242%	-0.402%	-24.444%
1335	Retail	Business Skills	Industry Segment	2	326,630	17.660%	38,962	13.440%	-4.220%	-23.896%
34	Risk Management	Business Skills	Project management	1	111,852	6.048%	27,645	9.536%	3.489%	57.686%
169	Service Orientation	Business Skills	Business processes	1	15,992	0.865%	2,178	0.751%	-0.113%	-13.109%
27	Supply Chain Management	Business Skills	Business processes	3	79,933	4.322%	11,684	4.030%	-0.291%	-6.742%
1295	Supply Chain Management software	Business Skills	Business processes	4	6,992	0.378%	477	0.165%	-0.213%	-56.475%
178	Teaching	Business Skills	Management skills	7	95,350	5.155%	16,954	5.848%	0.693%	13.442%
190	Timekeeping	Business Skills	Project management	3	42,769	2.312%	6,694	2.309%	-0.003%	-0.143%
1296	Timekeeping software	Business Skills	Project management	1	3,524	0.191%	727	0.251%	0.060%	31.619%
171	Total quality management (TQM)	Business Skills	Business processes	2	2,189	0.118%	196	0.068%	-0.051%	-42.874%
180	Troubleshooting	Business Skills	Management skills	1	248,187	13.419%	36,920	12.736%	-0.683%	-5.092%
181	Verification	Business Skills	Management skills	1	78,046	4.220%	14,027	4.839%	0.619%	14.666%
1338	Waste Management	Business Skills	Industry Segment	1	2,824	0.153%	190	0.066%	-0.087%	-57.075%
191	Workflow	Business Skills	Project management	1	103,114	5.575%	18,749	6.467%	0.892%	16.006%
31	Working Globally	Business Skills	Management skills	3	5,297	0.286%	330	0.114%	-0.173%	-60.253%
32	Working with Virtual Teams	Business Skills	Management skills	2	3,434	0.186%	470	0.162%	-0.024%	-12.679%
51	4GL	Technical Skills	Software development	3	3,040	0.164%	190	0.066%	-0.099%	-60.125%
1510	Access Control	Technical Skills	Security	1	28,886	1.562%	4,556	1.572%	0.010%	0.628%
987	Access servers & software	Technical Skills	Network	10	65,259	3.528%	9,423	3.250%	-0.278%	-7.877%
38	Agile Development Methods	Technical Skills	Software development	13	102,011	5.515%	26,185	9.032%	3.517%	63.767%
304	Algorithmic software	Technical Skills	Business applications	1	39	0.002%	0	0.000%	-0.002%	-100.000%
1546	Alienvault	Technical Skills	Security	1	186	0.010%	47	0.016%	0.006%	61.215%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	1,427	0.077%	254	0.088%	0.010%	13.561%
1352	Android	Technical Skills	Mobile Platforms	3	15,926	0.861%	3,688	1.272%	0.411%	47.742%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	8,380	0.453%	1,208	0.417%	-0.036%	-8.030%
120	Apple operating systems	Technical Skills	Business applications	6	36,266	1.961%	6,483	2.236%	0.276%	14.051%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	1,636	0.088%	72	0.025%	-0.064%	-71.922%
1543	ArcSight	Technical Skills	Security	1	4,162	0.225%	261	0.090%	-0.135%	-59.991%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	32,992	1.784%	15,402	5.313%	3.529%	197.844%
1432	Attribute-Based Access Control	Technical Skills	Security	2	399	0.022%	130	0.045%	0.023%	107.870%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	24	0.001%	5	0.002%	0.000%	32.917%
1265	Backup & Recovery	Technical Skills	Technical applications	16	159,707	8.635%	19,294	6.655%	-1.979%	-22.924%
1386	Biometric	Technical Skills	Information mgmt	2	5,577	0.302%	379	0.131%	-0.171%	-56.643%
1353	Blackberry	Technical Skills	Mobile Platforms	2	11,638	0.629%	225	0.078%	-0.552%	-87.665%
336	Borland Delphi	Technical Skills	Business applications	1	2,032	0.110%	149	0.051%	-0.058%	-53.217%
337	Borland JBuilder	Technical Skills	Business applications	1	1,056	0.057%	1	0.000%	-0.057%	-99.396%
338	Borland Paradox	Technical Skills	Business applications	1	231	0.012%	53	0.018%	0.006%	46.381%
1436	Bring Your Own Devices	Technical Skills	Security	1	1,281	0.069%	670	0.231%	0.162%	233.693%
72	Business Continuity Planning	Technical Skills	Hardware	2	31,645	1.711%	5,265	1.816%	0.105%	6.149%
352	Cadence Opus	Technical Skills	Business applications	1	469	0.025%	31	0.011%	-0.015%	-57.829%
868	Calculators	Technical Skills	Hardware	1	3,072	0.166%	616	0.212%	0.046%	27.932%
39	CASE Tools	Technical Skills	Software development	1	122,582	6.628%	20,895	7.208%	0.580%	8.752%
367	Categorization or classification software	Technical Skills	Business applications	1	6,208	0.336%	554	0.191%	-0.145%	-43.065%
1469	CCPA	Technical Skills	Security	1	2,014	0.109%	1,394	0.481%	0.372%	341.595%
1478	Center for Internet Security	Technical Skills	Security	1	124,656	6.740%	28,281	9.756%	3.016%	44.745%
1441	Certificate management	Technical Skills	Security	1	1,428	0.077%	420	0.145%	0.068%	87.647%
112	Certification	Technical Skills	Misc	3	481,734	26.046%	88,264	30.447%	4.401%	16.895%
78	Cisco	Technical Skills	Hardware	1	106,476	5.757%	9,123	3.147%	-2.610%	-45.335%
1009	Cisco Systems IOS	Technical Skills	Network	1	22,055	1.192%	4,315	1.488%	0.296%	24.823%
40	Client-Server	Technical Skills	Software development	1	33,778	1.826%	1,390	0.479%	-1.347%	-73.746%
1437	Cloud Access Security Broker	Technical Skills	Security	1	878	0.047%	489	0.169%	0.121%	255.333%
1438	Cloud Configuration Management	Technical Skills	Security	1	2,069	0.112%	380	0.131%	0.019%	17.177%
1445	Cloud Migration	Technical Skills	Security	1	2,000	0.108%	1,103	0.380%	0.272%	251.857%
1455	cloud security	Technical Skills	Security	1	7,567	0.409%	3,690	1.273%	0.864%	211.117%
1456	Cloud Security Posture Management	Technical Skills	Security	1	242	0.013%	132	0.046%	0.032%	248.000%
1486	Cloud Services	Technical Skills	Security	1	18,525	1.002%	6,288	2.169%	1.167%	116.559%
1011	Cluster server software	Technical Skills	Network	9	20,905	1.130%	2,236	0.771%	-0.359%	-31.759%
1147	CMAKE	Technical Skills	Software development	1	141	0.008%	29	0.010%	0.002%	31.220%
1151	Compatibility testing	Technical Skills	Software development	1	306	0.017%	42	0.014%	-0.002%	-12.431%
1152	Compilers	Technical Skills	Software development	5	17,946	0.970%	3,682	1.270%	0.300%	30.899%
1255	Compliance software	Technical Skills	Technical applications	4	23,234	1.256%	4,703	1.622%	0.366%	29.143%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	14,832	0.802%	2,082	0.718%	-0.084%	-10.442%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	4	2,632	0.142%	443	0.153%	0.011%	7.384%
875	Computer diagnostics	Technical Skills	Hardware	5	83,715	4.526%	13,952	4.813%	0.286%	6.330%
1107	Computer forensics	Technical Skills	Security	1	5,978	0.323%	658	0.227%	-0.096%	-29.775%
1266	Computer Hardware	Technical Skills	Hardware	15	54,191	2.930%	8,546	2.948%	0.018%	0.614%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	1,345	0.073%	83	0.029%	-0.044%	-60.629%
1015	Computer servers	Technical Skills	Network	6	159,056	8.600%	16,575	5.718%	-2.882%	-33.515%
1267	Computer Utilities	Technical Skills	Misc	2	458	0.025%	46	0.016%	-0.009%	-35.921%
1447	Configuration Management Database	Technical Skills	Security	1	6,081	0.329%	1,238	0.427%	0.098%	29.887%
1448	Container security	Technical Skills	Security	1	290	0.016%	171	0.059%	0.043%	276.200%
1449	Containers	Technical Skills	Security	1	19,276	1.042%	5,708	1.969%	0.927%	88.924%
59	Content Manager	Technical Skills	Business applications	1	2,928	0.158%	82	0.028%	-0.130%	-82.132%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	1,997	0.108%	830	0.286%	0.178%	165.168%
1396	Continuous Improvement	Technical Skills	Software development	1	57,939	3.133%	16,504	5.693%	2.560%	81.735%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	38,268	2.069%	14,668	5.060%	2.991%	144.544%
1453	Control Plane	Technical Skills	Security	1	147	0.008%	40	0.014%	0.006%	73.606%
878	Controllers	Technical Skills	Hardware	3	13,086	0.708%	1,749	0.603%	-0.104%	-14.728%
1454	Crown Jewels	Technical Skills	Security	1	58	0.003%	12	0.004%	0.001%	32.000%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	1,670	0.090%	505	0.174%	0.084%	92.928%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	7,417	0.401%	823	0.284%	-0.117%	-29.207%
53	Customer Relationship Management	Technical Skills	Business applications	9	131,758	7.124%	14,133	4.875%	-2.249%	-31.565%
1368	Cyber Security	Technical Skills	Information mgmt	3	86,840	4.695%	26,446	9.123%	4.427%	94.295%
1479	Cybersecurity Framework	Technical Skills	Security	2	6,362	0.344%	3,039	1.048%	0.704%	204.760%
1492	Data Access Governance	Technical Skills	Security	1	419	0.023%	141	0.049%	0.026%	114.697%
953	Data acquisition systems	Technical Skills	Information mgmt	1	8,913	0.482%	1,046	0.361%	-0.121%	-25.126%
1434	Data classification	Technical Skills	Security	1	2,241	0.121%	689	0.238%	0.117%	96.155%
955	Data compression software	Technical Skills	Information mgmt	1	2,563	0.139%	281	0.097%	-0.042%	-30.051%
956	Data conversion software	Technical Skills	Information mgmt	1	10,324	0.558%	852	0.294%	-0.264%	-47.348%
958	Data dictionary	Technical Skills	Information mgmt	1	5,946	0.321%	652	0.225%	-0.097%	-30.041%
1495	Data discovery	Technical Skills	Security	1	1,867	0.101%	559	0.193%	0.092%	91.024%
959	Data entry	Technical Skills	Information mgmt	1	36,144	1.954%	3,097	1.068%	-0.886%	-45.333%
1502	Data Loss Prevention	Technical Skills	Security	1	9,394	0.508%	2,346	0.809%	0.301%	59.330%
962	Data mapping	Technical Skills	Information mgmt	1	11,689	0.632%	1,555	0.536%	-0.096%	-15.126%
67	Data Mining	Technical Skills	Information mgmt	5	30,694	1.660%	5,168	1.783%	0.123%	7.421%
963	Data modeling	Technical Skills	Information mgmt	1	60,814	3.288%	6,566	2.265%	-1.023%	-31.116%
1496	Data retention	Technical Skills	Security	1	1,892	0.102%	282	0.097%	-0.005%	-4.907%
1494	Data tagging	Technical Skills	Security	1	199	0.011%	23	0.008%	-0.003%	-26.261%
68	Data Warehousing	Technical Skills	Information mgmt	2	87,615	4.737%	9,296	3.207%	-1.530%	-32.308%
69	Database Administration	Technical Skills	Information mgmt	12	113,529	6.138%	10,871	3.750%	-2.388%	-38.908%
969	Database design software	Technical Skills	Information mgmt	16	84,443	4.566%	8,151	2.812%	-1.754%	-38.416%
1268	Database Reporting	Technical Skills	Information mgmt	3	29,961	1.620%	1,595	0.550%	-1.070%	-66.035%
1269	Database Security	Technical Skills	Information mgmt	2	146	0.008%	20	0.007%	-0.001%	-12.603%
1373	Database Security	Technical Skills	Information mgmt	1	695	0.038%	237	0.082%	0.044%	117.563%
1270	Database Servers	Technical Skills	Information mgmt	3	17,468	0.944%	541	0.187%	-0.758%	-80.241%
1271	Database Testing	Technical Skills	Information mgmt	1	1,426	0.077%	109	0.038%	-0.040%	-51.233%
1160	Debugging	Technical Skills	Software development	7	95,496	5.163%	15,436	5.325%	0.161%	3.127%
1385	Decryption	Technical Skills	Information mgmt	2	521	0.028%	129	0.044%	0.016%	57.969%
1559	Demisto	Technical Skills	Security	1	52	0.003%	26	0.009%	0.006%	219.000%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	5,231	0.283%	360	0.124%	-0.159%	-56.092%
418	Desktop publishing software	Technical Skills	Business applications	13	32,504	1.757%	8,440	2.911%	1.154%	65.663%
1272	Development Environment	Technical Skills	Software development	13	56,889	3.076%	7,520	2.594%	-0.482%	-15.664%
1498	Device Management	Technical Skills	Security	1	4,843	0.262%	1,401	0.483%	0.221%	84.563%
1273	Digital Imaging	Technical Skills	Hardware	1	1,304	0.071%	59	0.020%	-0.050%	-71.133%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,881	0.102%	188	0.065%	-0.037%	-36.234%
1446	Digital Transformation	Technical Skills	Security	1	12,445	0.673%	6,362	2.195%	1.522%	226.152%
1472	DISA	Technical Skills	Security	1	13,772	0.745%	2,131	0.735%	-0.010%	-1.279%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	4,953	0.268%	388	0.134%	-0.134%	-50.021%
1497	Distributed Denial of Service	Technical Skills	Security	1	1,509	0.082%	393	0.136%	0.054%	66.159%
1504	DMZ	Technical Skills	Network	1	3,056	0.165%	271	0.093%	-0.072%	-43.423%
1451	Docker	Technical Skills	Security	1	16,413	0.887%	7,887	2.721%	1.833%	206.581%
1307	Doctor of Philosophy	Technical Skills	Misc	3	51,438	2.781%	7,563	2.609%	-0.172%	-6.194%
973	Document management software	Technical Skills	Information mgmt	4	21,494	1.162%	2,777	0.958%	-0.204%	-17.571%
1020	Domain name system (DNS)	Technical Skills	Network	3	53,883	2.913%	6,119	2.111%	-0.803%	-27.548%
61	Dreamweaver	Technical Skills	Software development	1	5,549	0.300%	226	0.078%	-0.222%	-74.015%
54	DSS/GDSS	Technical Skills	Business applications	5	27,796	1.503%	3,486	1.202%	-0.300%	-19.986%
425	Dynamic modeling software	Technical Skills	Business applications	1	41	0.002%	1	0.000%	-0.002%	-84.439%
62	Eclipse	Technical Skills	Software development	1	23,006	1.244%	1,968	0.679%	-0.565%	-45.424%
1308	Electronic Commerce	Technical Skills	Business applications	2	45,331	2.451%	5,312	1.832%	-0.619%	-25.237%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	16,902	0.914%	1,676	0.578%	-0.336%	-36.736%
1023	Electronic mail software	Technical Skills	Network	8	30,142	1.630%	3,338	1.151%	-0.478%	-29.346%
1384	Encryption	Technical Skills	Information mgmt	1	167	0.009%	60	0.021%	0.012%	129.222%
1507	Endpoint	Technical Skills	Security	1	11,906	0.644%	4,174	1.440%	0.796%	123.670%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	115,535	6.247%	15,510	5.350%	-0.896%	-14.352%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	129,000	6.975%	15,009	5.177%	-1.797%	-25.769%
1321	Environmental Certification	Technical Skills	Environmental	1	354	0.019%	92	0.032%	0.013%	65.808%
1328	Environmental Cleanup	Technical Skills	Environmental	3	347	0.019%	198	0.068%	0.050%	264.046%
1329	Environmental Energy	Technical Skills	Environmental	25	9,638	0.521%	1,728	0.596%	0.075%	14.387%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	6,172	0.334%	1,270	0.438%	0.104%	31.280%
1327	Environmental Pollution	Technical Skills	Environmental	27	9,616	0.520%	3,156	1.089%	0.569%	109.394%
1324	Environmental Pollution Control	Technical Skills	Environmental	10	4,480	0.242%	909	0.314%	0.071%	29.451%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	10	1,843	0.100%	653	0.225%	0.126%	126.052%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	18,030	0.975%	1,462	0.504%	-0.471%	-48.266%
1331	Environmental Science	Technical Skills	Environmental	2	1,242	0.067%	37	0.013%	-0.054%	-80.994%
1322	Environmental Technology	Technical Skills	Environmental	2	616	0.033%	111	0.038%	0.005%	14.964%
1470	EPRI	Technical Skills	Security	1	61	0.003%	9	0.003%	-0.000%	-5.869%
1551	Exabeam	Technical Skills	Security	1	85	0.005%	47	0.016%	0.012%	252.777%
461	Expert system software	Technical Skills	Business applications	1	926	0.050%	260	0.090%	0.040%	79.136%
1359	Facebook	Technical Skills	Social Networking	1	143,334	7.750%	3,894	1.343%	-6.406%	-82.667%
463	Facilities management software	Technical Skills	Business applications	4	10,465	0.566%	1,308	0.451%	-0.115%	-20.258%
1476	FedRAMP	Technical Skills	Security	1	4,000	0.216%	1,531	0.528%	0.312%	144.195%
1467	FINRA	Technical Skills	Security	1	1,765	0.095%	642	0.221%	0.126%	132.066%
1556	FireEye	Technical Skills	Security	1	1,322	0.071%	235	0.081%	0.010%	13.412%
1464	FISMA	Technical Skills	Security	1	12,859	0.695%	1,483	0.512%	-0.184%	-26.421%
468	Flight control software	Technical Skills	Business applications	1	202	0.011%	21	0.007%	-0.004%	-33.673%
1508	Flow analysis	Technical Skills	Security	1	4,595	0.248%	488	0.168%	-0.080%	-32.243%
469	Flowchart software	Technical Skills	Business applications	5	5,902	0.319%	860	0.297%	-0.022%	-7.035%
1367	Forensic	Technical Skills	Information mgmt	2	28,282	1.529%	4,967	1.713%	0.184%	12.048%
1552	Fortinet	Technical Skills	Security	1	1,721	0.093%	496	0.171%	0.078%	83.875%
1112	Fraud Detection	Technical Skills	Security	1	15,767	0.852%	3,885	1.340%	0.488%	57.204%
63	FrontPage	Technical Skills	Software development	1	1,504	0.081%	9	0.003%	-0.078%	-96.182%
475	Fund accounting software	Technical Skills	Business applications	1	1,603	0.087%	225	0.078%	-0.009%	-10.449%
1260	Gaming	Technical Skills	Misc	2	24,735	1.337%	4,243	1.464%	0.126%	9.442%
1468	GDPR	Technical Skills	Security	1	4,265	0.231%	2,169	0.748%	0.518%	224.460%
113	Generic databases	Technical Skills	Information mgmt	2	257,495	13.922%	32,538	11.224%	-2.698%	-19.380%
1365	Google Apps	Technical Skills	Business applications	4	5,463	0.295%	1,302	0.449%	0.154%	52.055%
1364	Google Plus	Technical Skills	Social Networking	1	85	0.005%	0	0.000%	-0.005%	-100.000%
1512	Governance	Technical Skills	Security	1	97,228	5.257%	25,967	8.957%	3.700%	70.393%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	120,461	6.513%	18,119	6.250%	-0.263%	-4.036%
484	Graphic software	Technical Skills	Business applications	16	121,683	6.579%	13,829	4.770%	-1.809%	-27.493%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	15,679	0.848%	639	0.220%	-0.627%	-73.998%
1323	Green IT	Technical Skills	Environmental	9	3,565	0.193%	378	0.130%	-0.062%	-32.352%
893	Guidance systems	Technical Skills	Hardware	1	89	0.005%	9	0.003%	-0.002%	-35.483%
1371	Hacking	Technical Skills	Information mgmt	5	11,163	0.604%	2,053	0.708%	0.105%	17.335%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	177	0.010%	52	0.018%	0.008%	87.435%
1277	Hardware Design	Technical Skills	Hardware	21	8,921	0.482%	1,307	0.451%	-0.031%	-6.528%
1278	Hardware Testing	Technical Skills	Hardware	4	2,787	0.151%	496	0.171%	0.020%	13.544%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	2,200	0.119%	767	0.265%	0.146%	122.430%
492	Helpdesk or call center	Technical Skills	Business applications	2	94,101	5.088%	11,680	4.029%	-1.059%	-20.810%
1465	HIPAA	Technical Skills	Security	1	38,330	2.072%	7,629	2.632%	0.559%	26.984%
1473	HITRUST	Technical Skills	Security	1	3,490	0.189%	1,259	0.434%	0.246%	130.156%
1377	Homeland Security	Technical Skills	Information mgmt	1	61,679	3.335%	2,864	0.988%	-2.347%	-70.375%
1487	IaaS	Technical Skills	Security	1	8,408	0.455%	3,315	1.144%	0.689%	151.543%
114	IBM databases	Technical Skills	Information mgmt	2	42,377	2.291%	2,966	1.023%	-1.268%	-55.346%
121	IBM operating systems	Technical Skills	Business applications	4	29,970	1.620%	1,473	0.508%	-1.112%	-68.643%
1513	Identity Access Management	Technical Skills	Security	2	24,853	1.344%	6,023	2.078%	0.734%	54.616%
1511	Identity Governance and Administration	Technical Skills	Security	1	463	0.025%	305	0.105%	0.080%	320.281%
898	Image capture devices	Technical Skills	Hardware	9	12,626	0.683%	2,761	0.952%	0.270%	39.515%
524	Industrial control software	Technical Skills	Business applications	3	7,677	0.415%	1,653	0.570%	0.155%	37.373%
1485	Industrial Control Systems	Technical Skills	Security	1	4,289	0.232%	875	0.302%	0.070%	30.159%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	25,172	1.361%	3,696	1.275%	-0.086%	-6.322%
1375	Information Security	Technical Skills	Information mgmt	3	132,551	7.167%	25,420	8.769%	1.602%	22.353%
899	Infrared	Technical Skills	Hardware	1	1,172	0.063%	77	0.027%	-0.037%	-58.084%
1491	Infrastructure as Code	Technical Skills	Security	1	4,970	0.269%	2,505	0.864%	0.595%	221.568%
1180	Installation	Technical Skills	Software development	1	176,161	9.525%	20,385	7.032%	-2.493%	-26.172%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	357	0.019%	16	0.006%	-0.014%	-71.406%
536	Internet browser software	Technical Skills	Business applications	4	10,303	0.557%	785	0.271%	-0.286%	-51.390%
1483	Internet of Things	Technical Skills	Security	1	7,628	0.412%	3,029	1.045%	0.632%	153.343%
1578	Internet proxy	Technical Skills	Security	1	230	0.012%	37	0.013%	0.000%	2.635%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	28,104	1.520%	3,107	1.072%	-0.448%	-29.467%
541	Inventory management software	Technical Skills	Business applications	3	17,134	0.926%	2,751	0.949%	0.023%	2.436%
1463	ISO 22301	Technical Skills	Security	1	88	0.005%	39	0.013%	0.009%	182.750%
1459	ISO 27000	Technical Skills	Security	1	2,172	0.117%	472	0.163%	0.045%	38.645%
1460	ISO 27001	Technical Skills	Security	1	11,743	0.635%	3,270	1.128%	0.493%	77.660%
1461	ISO 27002	Technical Skills	Security	1	1,435	0.078%	200	0.069%	-0.009%	-11.080%
1414	ISO 9000	Technical Skills	Software development	1	3,102	0.168%	125	0.043%	-0.125%	-74.291%
73	IT Architecture/Standards	Technical Skills	Hardware	2	18,287	0.989%	3,039	1.048%	0.060%	6.025%
1515	IT Service Management	Technical Skills	Security	1	18,365	0.993%	4,538	1.565%	0.572%	57.650%
1481	ITIL	Technical Skills	Security	1	71,712	3.877%	12,040	4.153%	0.276%	7.116%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,204	0.065%	3	0.001%	-0.064%	-98.410%
1035	Kernel	Technical Skills	Network	1	3,856	0.208%	343	0.118%	-0.090%	-43.248%
1442	Key management	Technical Skills	Security	1	4,558	0.246%	834	0.288%	0.041%	16.738%
1450	Kubernetes	Technical Skills	Security	1	12,614	0.682%	7,245	2.499%	1.817%	266.443%
1279	Laser tools	Technical Skills	Hardware	1	20	0.001%	7	0.002%	0.001%	123.300%
907	Lasers	Technical Skills	Hardware	1	269	0.015%	48	0.017%	0.002%	13.844%
1516	Least Privilege	Technical Skills	Security	1	1,133	0.061%	457	0.158%	0.096%	157.340%
1038	License management software	Technical Skills	Network	1	1,788	0.097%	307	0.106%	0.009%	9.545%
1361	LinkedIn	Technical Skills	Social Networking	1	16,701	0.903%	4,630	1.597%	0.694%	76.872%
1544	LogRhythm	Technical Skills	Security	1	800	0.043%	154	0.053%	0.010%	22.815%
908	Mainframe computers	Technical Skills	Hardware	2	45,096	2.438%	3,560	1.228%	-1.210%	-49.635%
124	Mainframe operating systems	Technical Skills	Business applications	8	20,216	1.093%	1,232	0.425%	-0.668%	-61.119%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	32,101	1.736%	2,689	0.928%	-0.808%	-46.557%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	16,466	0.890%	2,307	0.796%	-0.094%	-10.612%
1549	McAfee Enterprise Security	Technical Skills	Security	1	48	0.003%	3	0.001%	-0.002%	-60.125%
1281	Medical software	Technical Skills	Business applications	9	19,174	1.037%	2,951	1.018%	-0.019%	-1.808%
1452	Mesos	Technical Skills	Security	1	402	0.022%	74	0.026%	0.004%	17.443%
1517	Metadata analysis	Technical Skills	Security	1	159	0.009%	29	0.010%	0.001%	16.365%
1555	Micro Focus	Technical Skills	Security	1	1,530	0.083%	244	0.084%	0.001%	1.747%
1433	Micro-segmentation	Technical Skills	Security	1	304	0.016%	137	0.047%	0.031%	187.520%
115	Microsoft databases	Technical Skills	Information mgmt	5	227,760	12.314%	19,846	6.846%	-5.468%	-44.407%
119	Microsoft operating systems	Technical Skills	Business applications	4	321,852	17.402%	32,156	11.092%	-6.309%	-36.258%
1518	MITRE	Technical Skills	Security	1	3,443	0.186%	875	0.302%	0.116%	62.141%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	3,055	0.165%	504	0.174%	0.009%	5.254%
1581	Mobile security	Technical Skills	Security	2	1,252	0.068%	211	0.073%	0.005%	7.522%
1431	Multi-Factor Authentication	Technical Skills	Security	3	4,117	0.223%	1,472	0.508%	0.285%	128.112%
625	Multimedia	Technical Skills	Business applications	1	19,750	1.068%	1,151	0.397%	-0.671%	-62.818%
1362	MySpace	Technical Skills	Social Networking	1	1,965	0.106%	0	0.000%	-0.106%	-100.000%
1471	NERC	Technical Skills	Security	1	3,603	0.195%	698	0.241%	0.046%	23.598%
1548	NetWitness	Technical Skills	Security	1	525	0.028%	99	0.034%	0.006%	20.309%
1499	Network Access Control	Technical Skills	Security	2	5,440	0.294%	749	0.258%	-0.036%	-12.158%
74	Network administration	Technical Skills	Hardware	17	444,755	24.047%	258,736	89.251%	65.204%	271.157%
1282	Network Administration software	Technical Skills	Network	18	108,400	5.861%	14,589	5.032%	-0.828%	-14.135%
1519	Network discovery	Technical Skills	Security	1	429	0.023%	93	0.032%	0.009%	38.308%
1283	Network Hardware	Technical Skills	Network	11	64,584	3.492%	7,175	2.475%	-1.017%	-29.121%
1284	Network Monitoring software	Technical Skills	Network	15	46,468	2.512%	5,400	1.863%	-0.650%	-25.859%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,298	0.124%	308	0.106%	-0.018%	-14.489%
1122	Network security	Technical Skills	Security	1	68,490	3.703%	8,623	2.974%	-0.729%	-19.675%
1369	Network Security	Technical Skills	Information mgmt	1	9,276	0.502%	901	0.311%	-0.191%	-38.029%
1285	Network Security software	Technical Skills	Security	37	172,308	9.316%	28,540	9.845%	0.529%	5.674%
1503	Network Segmentation	Technical Skills	Network	1	1,177	0.064%	371	0.128%	0.064%	101.103%
1286	Network software	Technical Skills	Network	6	319,748	17.288%	258,122	89.039%	71.751%	415.037%
1287	Network Testing	Technical Skills	Network	11	23,244	1.257%	3,107	1.072%	-0.185%	-14.719%
1521	Next Generation Firewall	Technical Skills	Security	2	975	0.053%	370	0.128%	0.075%	142.113%
1458	NIST	Technical Skills	Security	1	44,578	2.410%	12,303	4.244%	1.834%	76.081%
1065	Novell network software	Technical Skills	Network	2	2,531	0.137%	68	0.023%	-0.113%	-82.859%
643	Oberon	Technical Skills	Business applications	1	173	0.009%	0	0.000%	-0.009%	-100.000%
1413	Object Oriented Design	Technical Skills	Software development	2	18,372	0.993%	807	0.278%	-0.715%	-71.975%
41	Object Oriented Programming	Technical Skills	Software development	5	108,804	5.883%	9,021	3.112%	-2.771%	-47.103%
1288	Office Applications	Technical Skills	Business applications	13	352,342	19.050%	55,451	19.128%	0.078%	0.407%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	17,328	0.937%	679	0.234%	-0.703%	-75.000%
116	Open-source databases	Technical Skills	Information mgmt	4	50,386	2.724%	7,416	2.558%	-0.166%	-6.097%
118	Open-source operating systems	Technical Skills	Business applications	8	179,090	9.683%	21,598	7.450%	-2.233%	-23.058%
56	Operating Systems	Technical Skills	Business applications	3	177,111	9.576%	21,954	7.573%	-2.003%	-20.916%
1482	Operational Technology	Technical Skills	Security	1	5,315	0.287%	1,445	0.498%	0.211%	73.455%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,570	0.085%	396	0.137%	0.052%	60.922%
117	Oracle databases	Technical Skills	Information mgmt	1	270,539	14.627%	22,277	7.684%	-6.943%	-47.465%
1529	Orchestration & Automation	Technical Skills	Security	1	296	0.016%	97	0.033%	0.017%	109.075%
1488	PaaS	Technical Skills	Security	1	9,428	0.510%	3,831	1.321%	0.812%	159.247%
1354	Palm OS	Technical Skills	Mobile Platforms	3	167	0.009%	0	0.000%	-0.009%	-100.000%
1522	Panorama	Technical Skills	Security	1	594	0.032%	166	0.057%	0.025%	78.296%
1466	Payment Card Industry	Technical Skills	Security	1	33,075	1.788%	7,035	2.427%	0.638%	35.702%
1376	Penetration Testing	Technical Skills	Information mgmt	5	92,170	4.983%	16,646	5.742%	0.759%	15.224%
1527	Personal Healthcare Information	Technical Skills	Security	1	3,196	0.173%	878	0.303%	0.130%	75.271%
1528	Personally Identifiable Information	Technical Skills	Security	1	3,502	0.189%	1,062	0.366%	0.177%	93.477%
1289	Physical Tools	Technical Skills	Hardware	1	92	0.005%	22	0.008%	0.003%	52.565%
683	Point of sale (POS)	Technical Skills	Business applications	3	13,034	0.705%	2,401	0.828%	0.124%	17.526%
1525	Policy Decision Point	Technical Skills	Security	1	616	0.033%	74	0.026%	-0.008%	-23.357%
1526	Policy Enforcement Point	Technical Skills	Security	1	643	0.035%	69	0.024%	-0.011%	-31.536%
686	Polka	Technical Skills	Business applications	1	60	0.003%	14	0.005%	0.002%	48.867%
931	Printers	Technical Skills	Hardware	4	28,210	1.525%	5,966	2.058%	0.533%	34.928%
1430	Privileged Account Management	Technical Skills	Security	2	14,021	0.758%	1,012	0.349%	-0.409%	-53.951%
43	Programming	Technical Skills	Software development	1	357,064	19.305%	43,795	15.107%	-4.198%	-21.747%
700	Provisioning	Technical Skills	Business applications	1	29,882	1.616%	5,218	1.800%	0.184%	11.408%
1545	QRadar	Technical Skills	Security	1	1,532	0.083%	311	0.107%	0.024%	29.516%
1531	Quality of Service	Technical Skills	Security	1	12,803	0.692%	2,024	0.698%	0.006%	0.860%
1405	Rapid Application Development	Technical Skills	Software development	2	7,218	0.390%	264	0.091%	-0.299%	-76.665%
1553	Rapid7	Technical Skills	Security	1	972	0.053%	338	0.117%	0.064%	121.856%
1258	Rate Control	Technical Skills	Technical applications	1	14	0.001%	0	0.000%	-0.001%	-100.000%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	15,685	0.848%	308	0.106%	-0.742%	-87.472%
1077	Remote control software	Technical Skills	Network	2	2,226	0.120%	224	0.077%	-0.043%	-35.799%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	973	0.053%	70	0.024%	-0.028%	-54.101%
1379	Risk Analysis	Technical Skills	Information mgmt	1	19,386	1.048%	3,301	1.139%	0.091%	8.637%
1262	Robotics	Technical Skills	Hardware	3	10,797	0.584%	3,782	1.305%	0.721%	123.480%
1532	Role-Based Access Control	Technical Skills	Security	3	3,873	0.209%	568	0.196%	-0.013%	-6.433%
1318	RSA	Technical Skills	Security	1	9,532	0.515%	689	0.238%	-0.278%	-53.884%
1489	SaaS	Technical Skills	Security	1	29,125	1.575%	9,384	3.237%	1.662%	105.562%
1429	SASE	Technical Skills	Security	2	475	0.026%	285	0.098%	0.073%	282.800%
1533	SCCM	Technical Skills	Security	1	11,115	0.601%	2,392	0.825%	0.224%	37.301%
44	SDLC	Technical Skills	Software development	7	218,791	11.829%	27,650	9.538%	-2.292%	-19.372%
1500	SecOps	Technical Skills	Security	2	5,677	0.307%	3,268	1.127%	0.820%	267.269%
1537	Secure SDLC	Technical Skills	Security	1	12,035	0.651%	204	0.070%	-0.580%	-89.186%
1132	Secure shell (SSH)	Technical Skills	Security	1	83	0.004%	1	0.000%	-0.004%	-92.313%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	18,762	1.014%	2,156	0.744%	-0.271%	-26.685%
1569	Secure Web Gateway	Technical Skills	Security	1	1,350	0.073%	205	0.071%	-0.002%	-3.118%
76	Security	Technical Skills	Hardware	4	1,076,755	58.217%	108,924	37.573%	-20.644%	-35.460%
1382	Security Audit	Technical Skills	Information mgmt	1	3,217	0.174%	472	0.163%	-0.011%	-6.392%
1315	Security Clearance	Technical Skills	Misc	2	195,447	10.567%	19,638	6.774%	-3.793%	-35.895%
1477	Security Frameworks	Technical Skills	Security	1	8,518	0.461%	2,798	0.965%	0.505%	109.571%
1540	Security Information and Event Management	Technical Skills	Security	1	14,575	0.788%	4,175	1.440%	0.652%	82.755%
1584	Security Information Management	Technical Skills	Security	1	3,760	0.203%	171	0.059%	-0.144%	-70.985%
1567	Security Operations Center	Technical Skills	Security	1	16,865	0.912%	5,296	1.827%	0.915%	100.347%
1381	Security Plan	Technical Skills	Information mgmt	1	4,137	0.224%	619	0.214%	-0.010%	-4.539%
1380	Security Policy	Technical Skills	Information mgmt	2	57,581	3.113%	9,688	3.342%	0.229%	7.344%
1457	Security Standards	Technical Skills	Security	1	28,001	1.514%	5,830	2.011%	0.497%	32.836%
1135	Security testing software	Technical Skills	Security	1	7,818	0.423%	1,337	0.461%	0.038%	9.108%
1550	Securonix	Technical Skills	Security	1	86	0.005%	13	0.004%	-0.000%	-3.558%
1538	Segmentation	Technical Skills	Security	1	8,360	0.452%	1,964	0.677%	0.225%	49.884%
60	Sharepoint Server	Technical Skills	Business applications	1	5,757	0.311%	134	0.046%	-0.265%	-85.150%
1084	Signal generators	Technical Skills	Network	1	250	0.014%	21	0.007%	-0.006%	-46.408%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	10,886	0.589%	610	0.210%	-0.378%	-64.249%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	43,019	2.326%	5,773	1.991%	-0.335%	-14.383%
1220	Simulation software	Technical Skills	Software development	5	24,021	1.299%	2,875	0.992%	-0.307%	-23.640%
1568	Single Sign-On	Technical Skills	Security	3	14,292	0.773%	2,652	0.915%	0.142%	18.386%
1558	SOAR	Technical Skills	Security	1	1,485	0.080%	597	0.206%	0.126%	156.489%
1475	SOC 2	Technical Skills	Security	1	4,240	0.229%	1,794	0.619%	0.390%	169.946%
1366	Social Network	Technical Skills	Social Networking	1	2,426	0.131%	201	0.069%	-0.062%	-47.140%
1358	Social Networking	Technical Skills	Social Networking	1	8,714	0.471%	183	0.063%	-0.408%	-86.602%
1534	Software Defined Network	Technical Skills	Security	2	1,458	0.079%	382	0.132%	0.053%	67.158%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	1,244	0.067%	597	0.206%	0.139%	206.179%
42	Software Development	Technical Skills	Software development	2	327,993	17.734%	40,331	13.912%	-3.822%	-21.550%
1291	Software Development software	Technical Skills	Software development	3	2,698	0.146%	94	0.032%	-0.113%	-77.772%
1309	Software Engineering	Technical Skills	Software development	1	156,281	8.450%	23,265	8.025%	-0.424%	-5.023%
1292	Software Installation	Technical Skills	Software development	4	222,737	12.043%	34,046	11.744%	-0.299%	-2.480%
1223	Software libraries	Technical Skills	Software development	1	348	0.019%	33	0.011%	-0.007%	-39.500%
1293	Software Maintenance	Technical Skills	Software development	1	8,366	0.452%	616	0.212%	-0.240%	-53.023%
1294	Software Testing	Technical Skills	Software development	14	186,414	10.079%	27,712	9.559%	-0.520%	-5.156%
1225	Source code management (SCM)	Technical Skills	Software development	5	46,653	2.522%	6,344	2.188%	-0.334%	-13.243%
1541	Splunk	Technical Skills	Security	1	13,333	0.721%	4,640	1.601%	0.880%	122.030%
1229	Static analysis software	Technical Skills	Software development	1	667	0.036%	136	0.047%	0.011%	30.087%
772	Statistical analysis software	Technical Skills	Business applications	27	158,188	8.553%	31,218	10.769%	2.216%	25.908%
774	Statistical software	Technical Skills	Business applications	1	85,595	4.628%	21,440	7.396%	2.768%	59.808%
1230	Stress testing software	Technical Skills	Software development	1	3,882	0.210%	735	0.254%	0.044%	20.796%
1547	sumo logic	Technical Skills	Security	1	472	0.026%	185	0.064%	0.038%	150.064%
122	Sun operating systems	Technical Skills	Business applications	3	59,017	3.191%	1,656	0.571%	-2.620%	-82.098%
939	Surveillance systems	Technical Skills	Hardware	5	19,387	1.048%	3,612	1.246%	0.198%	18.866%
1564	Swimlane	Technical Skills	Security	1	69	0.004%	29	0.010%	0.006%	168.145%
791	Symantec software	Technical Skills	Business applications	1	11,662	0.631%	603	0.208%	-0.423%	-67.011%
1355	Symbian	Technical Skills	Mobile Platforms	1	35	0.002%	0	0.000%	-0.002%	-100.000%
1310	System Administration	Technical Skills	Network	4	135,697	7.337%	16,108	5.556%	-1.780%	-24.266%
45	System Testing	Technical Skills	Software development	5	39,644	2.143%	4,571	1.577%	-0.567%	-26.438%
46	Systems Analysis	Technical Skills	Software development	8	199,365	10.779%	26,440	9.120%	-1.659%	-15.388%
47	Systems Design	Technical Skills	Software development	1	30,308	1.639%	3,429	1.183%	-0.456%	-27.818%
1233	Systems Evaluation	Technical Skills	Software development	1	511	0.028%	129	0.044%	0.017%	61.061%
1234	Systems integration	Technical Skills	Software development	8	157,267	8.503%	6,851	2.363%	-6.140%	-72.207%
75	TCP/IP	Technical Skills	Hardware	3	73,572	3.978%	7,600	2.622%	-1.356%	-34.094%
1235	Technology Design	Technical Skills	Software development	1	5,315	0.287%	374	0.129%	-0.158%	-55.106%
1236	Templates	Technical Skills	Software development	1	32,198	1.741%	5,144	1.774%	0.034%	1.928%
1239	Test implementation	Technical Skills	Software development	1	1,056	0.057%	322	0.111%	0.054%	94.542%
1302	Testing	Technical Skills	Software development	1	582,941	31.518%	85,375	29.450%	-2.068%	-6.561%
1435	Threat Intelligence	Technical Skills	Security	1	5,264	0.285%	1,903	0.656%	0.372%	130.645%
1561	ThreatConnect	Technical Skills	Security	1	85	0.005%	24	0.008%	0.004%	80.141%
1571	Traffic Analysis	Technical Skills	Security	1	2,279	0.123%	327	0.113%	-0.010%	-8.457%
1570	Traffic Capture	Technical Skills	Security	1	62	0.003%	7	0.002%	-0.001%	-27.968%
1297	Training software	Technical Skills	Business applications	3	2,724	0.147%	551	0.190%	0.043%	29.052%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,214	0.120%	192	0.066%	-0.053%	-44.672%
1360	Twitter	Technical Skills	Social Networking	1	23,270	1.258%	3,618	1.248%	-0.010%	-0.804%
1411	Unified Process	Technical Skills	Software development	1	3,942	0.213%	60	0.021%	-0.192%	-90.289%
123	UNIX operating systems	Technical Skills	Business applications	5	183,239	9.907%	10,752	3.709%	-6.198%	-62.564%
1298	UNIX Shells	Technical Skills	Business applications	4	43,612	2.358%	3,495	1.206%	-1.152%	-48.872%
1410	Use Case	Technical Skills	Software development	1	14,719	0.796%	1,457	0.503%	-0.293%	-36.846%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	179	0.010%	97	0.033%	0.024%	245.732%
1572	User Behavior Analytics	Technical Skills	Security	1	248	0.013%	104	0.036%	0.022%	167.549%
48	User-Interface Design	Technical Skills	Software development	2	70,057	3.788%	9,517	3.283%	-0.505%	-13.330%
836	Video creation and editing software	Technical Skills	Business applications	3	2,950	0.159%	169	0.058%	-0.101%	-63.450%
1574	Virtual Machine	Technical Skills	Security	1	10,890	0.589%	1,681	0.580%	-0.009%	-1.517%
840	Visual Color Discrimination	Technical Skills	Business applications	2	172	0.009%	56	0.019%	0.010%	107.721%
64	Visual Studio	Technical Skills	Software development	1	46,632	2.521%	3,859	1.331%	-1.190%	-47.203%
843	Voice dictation & recognition	Technical Skills	Business applications	2	1,884	0.102%	173	0.060%	-0.042%	-41.415%
77	Voice/Data Telecom	Technical Skills	Hardware	10	148,376	8.022%	13,673	4.716%	-3.306%	-41.208%
1575	Vulnerability Management	Technical Skills	Security	1	15,940	0.862%	4,274	1.474%	0.612%	71.067%
1583	Vulnerability Testing	Technical Skills	Security	1	2,751	0.149%	392	0.135%	-0.014%	-9.089%
1577	Web Application Firewall	Technical Skills	Security	1	2,304	0.125%	809	0.279%	0.154%	124.020%
1299	Web Application Server	Technical Skills	Business applications	8	66,327	3.586%	2,304	0.795%	-2.791%	-77.838%
1248	Web platform development software	Technical Skills	Software development	5	2,473	0.134%	17	0.006%	-0.128%	-95.614%
65	web programmer	Technical Skills	Software development	4	26,211	1.417%	1,739	0.600%	-0.817%	-57.671%
1579	Web proxy	Technical Skills	Security	1	961	0.052%	156	0.054%	0.002%	3.567%
58	Web servers	Technical Skills	Business applications	6	97,009	5.245%	6,579	2.269%	-2.976%	-56.732%
49	Web-based Application Development	Technical Skills	Software development	2	64,196	3.471%	4,475	1.544%	-1.927%	-55.526%
1356	Windows CE	Technical Skills	Mobile Platforms	4	2,537	0.137%	101	0.035%	-0.102%	-74.601%
1102	Wireless	Technical Skills	Network	5	65,212	3.526%	8,565	2.954%	-0.571%	-16.204%
1363	YouTube	Technical Skills	Social Networking	2	3,612	0.195%	1,219	0.420%	0.225%	115.316%
1524	Zero Trust	Technical Skills	Security	2	700	0.038%	534	0.184%	0.146%	386.703%
79	.NET	Programming Skills	Current	1	145,824	7.884%	11,309	3.901%	-3.983%	-50.522%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	10	0.001%	3	0.001%	0.000%	91.400%
209	A programming language (APL)	Programming Skills	Legacy	2	2,550	0.138%	390	0.135%	-0.003%	-2.423%
99	Ada	Programming Skills	Legacy	1	17,925	0.969%	5,432	1.874%	0.905%	93.340%
80	AJAX	Programming Skills	Current	1	49,592	2.681%	1,836	0.633%	-2.048%	-76.380%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	46	0.002%	4	0.001%	-0.001%	-44.522%
192	Apple AppleScript	Programming Skills	Current	1	116	0.006%	25	0.009%	0.002%	37.500%
81	ASP	Programming Skills	Current	2	99,471	5.378%	5,684	1.961%	-3.417%	-63.543%
108	Assembly	Programming Skills	Legacy	2	1,462	0.079%	73	0.025%	-0.054%	-68.144%
211	AWK	Programming Skills	Legacy	1	2,072	0.112%	113	0.039%	-0.073%	-65.206%
83	C#	Programming Skills	Current	2	125,363	6.778%	13,014	4.489%	-2.289%	-33.769%
82	C/C++	Programming Skills	Current	3	399,322	21.590%	235,504	81.237%	59.647%	276.267%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	83,825	4.532%	10,296	3.552%	-0.981%	-21.636%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	478	0.026%	12	0.004%	-0.022%	-83.983%
84	CGI	Programming Skills	Current	2	10,710	0.579%	442	0.152%	-0.427%	-73.670%
217	Clipper	Programming Skills	Legacy	1	255	0.014%	5	0.002%	-0.012%	-87.490%
218	CLU	Programming Skills	Legacy	1	198	0.011%	12	0.004%	-0.007%	-61.333%
100	Cobol	Programming Skills	Legacy	1	16,889	0.913%	1,457	0.503%	-0.411%	-44.960%
85	ColdFusion	Programming Skills	Current	2	9,682	0.523%	367	0.127%	-0.397%	-75.816%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	358	0.019%	13	0.004%	-0.015%	-76.832%
195	Component object model (COM)	Programming Skills	Current	1	178	0.010%	3	0.001%	-0.009%	-89.247%
125	Database programming	Programming Skills	Current	3	26,592	1.438%	1,691	0.583%	-0.854%	-59.429%
1501	DevOps	Programming Skills	Misc	1	35,381	1.913%	16,614	5.731%	3.818%	199.589%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,701	0.092%	16	0.006%	-0.086%	-93.999%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	115,769	6.259%	111,992	38.632%	32.372%	517.186%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	2,589	0.140%	484	0.167%	0.027%	19.271%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	10,743	0.581%	340	0.117%	-0.464%	-79.808%
109	Forth	Programming Skills	Legacy	1	17,869	0.966%	8,137	2.807%	1.841%	190.526%
102	Fortran	Programming Skills	Legacy	1	1,719	0.093%	58	0.020%	-0.073%	-78.474%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	229,189	12.392%	16,507	5.694%	-6.698%	-54.049%
222	J	Programming Skills	Legacy	1	7,270	0.393%	1,179	0.407%	0.014%	3.467%
87	Java/J2EE/J2P	Programming Skills	Current	4	260,260	14.072%	26,558	9.161%	-4.910%	-34.896%
97	JavaScript	Programming Skills	Current	3	148,058	8.005%	20,006	6.901%	-1.104%	-13.792%
89	JavaServer Faces	Programming Skills	Current	3	9,720	0.526%	370	0.128%	-0.398%	-75.714%
88	JavaServer Pages	Programming Skills	Current	3	37,715	2.039%	1,911	0.659%	-1.380%	-67.673%
223	Job control language (JCL)	Programming Skills	Legacy	2	8,998	0.486%	606	0.209%	-0.277%	-57.032%
126	LAMP	Programming Skills	Current	1	5,210	0.282%	255	0.088%	-0.194%	-68.773%
104	Lisp	Programming Skills	Legacy	1	271	0.015%	68	0.023%	0.009%	60.089%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	1,262	0.068%	498	0.172%	0.104%	151.763%
201	Microsoft ActiveX	Programming Skills	Current	1	1,446	0.078%	27	0.009%	-0.069%	-88.087%
107	Pascal	Programming Skills	Legacy	1	777	0.042%	18	0.006%	-0.036%	-85.220%
90	Perl	Programming Skills	Current	1	63,475	3.432%	4,416	1.523%	-1.909%	-55.614%
91	PHP	Programming Skills	Current	1	34,733	1.878%	3,604	1.243%	-0.635%	-33.799%
103	PL/1	Programming Skills	Legacy	3	387	0.021%	59	0.020%	-0.001%	-2.734%
105	Prolog	Programming Skills	Legacy	1	272	0.015%	31	0.011%	-0.004%	-27.287%
95	Python	Programming Skills	Current	1	83,536	4.517%	27,424	9.460%	4.943%	109.449%
227	R	Programming Skills	Current	1	347,167	18.770%	253,170	87.331%	68.560%	365.259%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	14,832	0.802%	23	0.008%	-0.794%	-99.011%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	20,336	1.100%	3,709	1.279%	0.180%	16.362%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	319	0.017%	20	0.007%	-0.010%	-60.000%
206	Scripting languages	Programming Skills	Current	1	25,430	1.375%	4,537	1.565%	0.190%	13.827%
101	Smalltalk	Programming Skills	Legacy	1	295	0.016%	2	0.001%	-0.015%	-95.675%
92	SQL	Programming Skills	Current	3	473,983	25.627%	54,184	18.691%	-6.936%	-27.066%
110	TCL	Programming Skills	Legacy	1	2,615	0.141%	115	0.040%	-0.102%	-71.943%
98	Unified Modeling Language	Programming Skills	Current	2	32,305	1.747%	1,047	0.361%	-1.385%	-79.323%
93	Visual Basic	Programming Skills	Current	6	109,484	5.919%	6,515	2.247%	-3.672%	-62.035%
207	Web service definition language (WSDL)	Programming Skills	Current	2	9,106	0.492%	549	0.189%	-0.303%	-61.535%
94	XML	Programming Skills	Current	2	138,473	7.487%	9,030	3.115%	-4.372%	-58.395%
1342	Computer Science	Majors	Computer Science	2	1,115,425	60.308%	145,793	50.291%	-10.017%	-16.609%
1344	Information Technology	Majors	Information Technology	3	695,141	37.584%	87,781	30.280%	-7.304%	-19.435%
1343	Management Information Systems	Majors	Management Information Systems	9	1,640,589	88.702%	254,254	87.705%	-0.997%	-1.124%

cs Degrees

Computer Science	2022-09-05	Jobs Found:	4,104,097	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Occurrences	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	16,639	0.405%	2,744	0.723%	0.317%	78.256%
2	Attention to Details	Soft Skills	Problem-solving skills	2	16,437	0.401%	1,640	0.432%	0.031%	7.847%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	23,126	0.563%	3,039	0.800%	0.237%	42.043%
231	Cooperation	Soft Skills	Interpersonal skills	1	32,556	0.793%	3,217	0.847%	0.054%	6.809%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	22,830	0.556%	3,310	0.872%	0.315%	56.715%
3	Creativity	Soft Skills	Problem-solving skills	4	149,468	3.642%	17,606	4.637%	0.995%	27.321%
4	Critical thinking	Soft Skills	Problem-solving skills	3	74,118	1.806%	13,078	3.444%	1.638%	90.724%
1300	Flexibility	Soft Skills	Work ethic	1	156,818	3.821%	25,304	6.664%	2.843%	74.414%
232	Independence	Soft Skills	Interpersonal skills	1	22,807	0.556%	2,980	0.785%	0.229%	41.233%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	519,155	12.650%	52,585	13.849%	1.200%	9.485%
256	Innovation	Soft Skills	Problem-solving skills	1	389,628	9.494%	61,278	16.139%	6.645%	69.998%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	380,711	9.276%	44,500	11.720%	2.444%	26.344%
1422	Internship	Soft Skills	Work ethic	3	84,012	2.047%	9,307	2.451%	0.404%	19.745%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	3,038	0.074%	557	0.147%	0.073%	98.178%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	301,616	7.349%	39,992	10.533%	3.184%	43.320%
10	Leadership	Soft Skills	Interpersonal skills	1	852,886	20.781%	97,469	25.671%	4.889%	23.528%
258	Learning	Soft Skills	Problem-solving skills	1	415,774	10.131%	77,910	20.519%	10.389%	102.546%
1	Learning Ability	Soft Skills	Problem-solving skills	3	84,710	2.064%	9,645	2.540%	0.476%	23.071%
236	Listening	Soft Skills	Language skills	1	67,630	1.648%	8,805	2.319%	0.671%	40.727%
260	Mathematics	Soft Skills	Problem-solving skills	3	323,036	7.871%	40,597	10.692%	2.821%	35.841%
261	Memorization	Soft Skills	Problem-solving skills	2	233	0.006%	44	0.012%	0.006%	104.120%
18	Negotiation Skills	Soft Skills	Language skills	1	29,722	0.724%	2,391	0.630%	-0.094%	-13.046%
262	Optimization	Soft Skills	Problem-solving skills	1	232,017	5.653%	24,270	6.392%	0.739%	13.068%
19	Oral Communications	Soft Skills	Language skills	5	64,718	1.577%	6,419	1.691%	0.114%	7.209%
273	Persistence	Soft Skills	Work ethic	1	18,341	0.447%	1,759	0.463%	0.016%	3.665%
239	Persuasion	Soft Skills	Language skills	1	6,281	0.153%	766	0.202%	0.049%	31.822%
1301	Physical Skill	Soft Skills	Work ethic	2	8,370	0.204%	1,929	0.508%	0.304%	149.112%
240	Presentations	Soft Skills	Language skills	1	189,661	4.621%	21,556	5.677%	1.056%	22.851%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	816,915	19.905%	76,841	20.238%	0.333%	1.673%
20	Questioning skills	Soft Skills	Language skills	1	1,414	0.034%	158	0.042%	0.007%	20.780%
241	Reading Comprehension	Soft Skills	Language skills	1	1,064	0.026%	145	0.038%	0.012%	47.304%
6	Research skills	Soft Skills	Problem-solving skills	1	7,087	0.173%	744	0.196%	0.023%	13.475%
15	Responsibility	Soft Skills	Work ethic	2	390,933	9.525%	43,784	11.532%	2.006%	21.060%
234	Self Control	Soft Skills	Interpersonal skills	1	562	0.014%	62	0.016%	0.003%	19.246%
11	Self-esteem	Soft Skills	Interpersonal skills	1	1,095	0.027%	61	0.016%	-0.011%	-39.785%
16	Self-management	Soft Skills	Work ethic	1	5,685	0.139%	630	0.166%	0.027%	19.784%
250	Stress Tolerance	Soft Skills	Physical skills	1	1,320	0.032%	287	0.076%	0.043%	135.015%
12	Teamwork	Soft Skills	Interpersonal skills	1	179,932	4.384%	18,755	4.940%	0.555%	12.667%
17	Time Management	Soft Skills	Work ethic	2	151,507	3.692%	18,728	4.932%	1.241%	33.613%
268	Visualization	Soft Skills	Problem-solving skills	1	86,536	2.109%	16,923	4.457%	2.349%	111.382%
7	Working under pressure	Soft Skills	Problem-solving skills	1	3,512	0.086%	1,042	0.274%	0.189%	220.702%
21	Written Communications	Soft Skills	Language skills	5	622,354	15.164%	54,087	14.245%	-0.919%	-6.061%
172	Account management	Business Skills	Management skills	1	36,179	0.882%	4,140	1.090%	0.209%	23.689%
22	Accounting	Business Skills	Business processes	4	221,176	5.389%	18,636	4.908%	-0.481%	-8.924%
1263	Accounting software	Business Skills	Business processes	8	27,992	0.682%	2,873	0.757%	0.075%	10.941%
174	Administration	Business Skills	Management skills	3	821,066	20.006%	68,396	18.014%	-1.992%	-9.959%
1313	Analyst	Business Skills	Project management	1	601,489	14.656%	58,447	15.393%	0.738%	5.032%
175	Application management	Business Skills	Management skills	5	296,505	7.225%	22,709	5.981%	-1.244%	-17.214%
150	Asset management	Business Skills	Business processes	1	54,684	1.332%	8,224	2.166%	0.834%	62.559%
151	Auditing	Business Skills	Business processes	5	181,862	4.431%	23,134	6.093%	1.662%	37.498%
1264	Auditing software	Business Skills	Business processes	1	117	0.003%	18	0.005%	0.002%	66.293%
152	Billing	Business Skills	Business processes	1	60,203	1.467%	5,693	1.499%	0.032%	2.214%
153	Bills of Lading	Business Skills	Business processes	1	177	0.004%	38	0.010%	0.006%	132.059%
1314	Business Analyst	Business Skills	Project management	1	194,694	4.744%	16,136	4.250%	-0.494%	-10.416%
35	Business Intelligence	Business Skills	Strategy skills	1	172,899	4.213%	15,135	3.986%	-0.227%	-5.381%
155	Business performance management (BPM)	Business Skills	Business processes	2	21,432	0.522%	813	0.214%	-0.308%	-58.997%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	34,835	0.849%	1,204	0.317%	-0.532%	-62.641%
36	Business Strategy	Business Skills	Strategy skills	3	760,072	18.520%	96,126	25.317%	6.797%	36.702%
182	Calendar and scheduling	Business Skills	Project management	3	150,677	3.671%	14,378	3.787%	0.115%	3.143%
156	Capacity planning	Business Skills	Business processes	1	80,969	1.973%	3,985	1.050%	-0.923%	-46.802%
28	Change Management	Business Skills	Management skills	1	156,051	3.802%	15,357	4.045%	0.242%	6.372%
183	Content workflow	Business Skills	Project management	1	141	0.003%	7	0.002%	-0.002%	-46.338%
24	Contracting and legal	Business Skills	Business processes	2	190,875	4.651%	27,917	7.353%	2.702%	58.091%
176	Coordination	Business Skills	Management skills	1	185,849	4.528%	21,971	5.787%	1.258%	27.784%
157	Cost accounting	Business Skills	Business processes	1	2,771	0.068%	278	0.073%	0.006%	8.442%
158	Cost estimation	Business Skills	Business processes	1	3,123	0.076%	207	0.055%	-0.022%	-28.355%
1312	Customer Support	Business Skills	Business processes	6	748,008	18.226%	66,236	17.445%	-0.781%	-4.286%
1339	Education	Business Skills	Industry Segment	1	43,443	1.059%	8,534	2.248%	1.189%	112.335%
1333	Energy	Business Skills	Industry Segment	1	202,303	4.929%	20,850	5.491%	0.562%	11.402%
1340	Entertainment	Business Skills	Industry Segment	1	84,623	2.062%	7,485	1.971%	-0.091%	-4.393%
1319	Environmental	Business Skills	Environmental	18	107,758	2.626%	19,460	5.125%	2.500%	95.201%
1320	Environmental Strategy	Business Skills	Environmental	14	67,777	1.651%	16,811	4.428%	2.776%	168.102%
161	Financial	Business Skills	Business processes	2	1,078,600	26.281%	337,628	88.922%	62.641%	238.350%
1275	Financial Analysis software	Business Skills	Business processes	9	3,141	0.077%	383	0.101%	0.024%	31.801%
1332	Health Care	Business Skills	Industry Segment	2	455,263	11.093%	48,965	12.896%	1.803%	16.255%
1341	Hospitality	Business Skills	Industry Segment	4	279,718	6.816%	84,033	22.132%	15.316%	224.727%
177	Human resources	Business Skills	Management skills	2	139,537	3.400%	16,866	4.442%	1.042%	30.651%
1336	Insurance	Business Skills	Industry Segment	1	21,556	0.525%	1,444	0.380%	-0.145%	-27.592%
1316	Managing/Supervision	Business Skills	Management skills	6	2,020,409	49.229%	176,450	46.472%	-2.757%	-5.600%
1334	Manufacturing	Business Skills	Industry Segment	2	235,086	5.728%	21,468	5.654%	-0.074%	-1.292%
26	Marketing	Business Skills	Business processes	1	345,585	8.420%	44,363	11.684%	3.264%	38.757%
185	Monitoring	Business Skills	Project management	1	495,981	12.085%	51,937	13.679%	1.594%	13.188%
179	Negotiation	Business Skills	Management skills	1	120,927	2.946%	12,474	3.285%	0.339%	11.499%
163	Operation and Control	Business Skills	Business processes	3	2,866	0.070%	195	0.051%	-0.018%	-26.456%
29	Outsourcing Management	Business Skills	Management skills	3	74,691	1.820%	2,410	0.635%	-1.185%	-65.123%
167	Procurement	Business Skills	Business processes	1	64,451	1.570%	7,659	2.017%	0.447%	28.449%
1290	Project Management software	Business Skills	Project management	3	84,124	2.050%	4,474	1.178%	-0.871%	-42.514%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	644,953	15.715%	54,681	14.401%	-1.313%	-8.358%
168	Quality	Business Skills	Business processes	1	1,231,852	30.015%	125,487	33.050%	3.035%	10.110%
1337	Real Estate	Business Skills	Industry Segment	2	28,554	0.696%	3,736	0.984%	0.288%	41.426%
1335	Retail	Business Skills	Industry Segment	2	558,371	13.605%	47,108	12.407%	-1.198%	-8.807%
34	Risk Management	Business Skills	Project management	1	124,369	3.030%	18,184	4.789%	1.759%	58.040%
169	Service Orientation	Business Skills	Business processes	1	26,611	0.648%	1,995	0.525%	-0.123%	-18.965%
27	Supply Chain Management	Business Skills	Business processes	3	110,716	2.698%	12,263	3.230%	0.532%	19.722%
1295	Supply Chain Management software	Business Skills	Business processes	4	6,505	0.159%	423	0.111%	-0.047%	-29.712%
178	Teaching	Business Skills	Management skills	7	122,394	2.982%	19,359	5.099%	2.116%	70.967%
190	Timekeeping	Business Skills	Project management	3	44,340	1.080%	5,023	1.323%	0.243%	22.449%
1296	Timekeeping software	Business Skills	Project management	1	4,603	0.112%	531	0.140%	0.028%	24.693%
171	Total quality management (TQM)	Business Skills	Business processes	2	4,041	0.098%	204	0.054%	-0.045%	-45.433%
180	Troubleshooting	Business Skills	Management skills	1	563,345	13.726%	48,341	12.732%	-0.995%	-7.247%
181	Verification	Business Skills	Management skills	1	292,329	7.123%	25,717	6.773%	-0.350%	-4.910%
1338	Waste Management	Business Skills	Industry Segment	1	2,942	0.072%	165	0.043%	-0.028%	-39.378%
191	Workflow	Business Skills	Project management	1	179,656	4.377%	17,758	4.677%	0.299%	6.842%
31	Working Globally	Business Skills	Management skills	3	19,916	0.485%	494	0.130%	-0.355%	-73.189%
32	Working with Virtual Teams	Business Skills	Management skills	2	7,723	0.188%	663	0.175%	-0.014%	-7.207%
51	4GL	Technical Skills	Software development	3	5,624	0.137%	199	0.052%	-0.085%	-61.753%
1510	Access Control	Technical Skills	Security	1	42,828	1.044%	4,871	1.283%	0.239%	22.936%
987	Access servers & software	Technical Skills	Network	10	122,922	2.995%	9,840	2.592%	-0.404%	-13.473%
38	Agile Development Methods	Technical Skills	Software development	13	346,244	8.437%	40,355	10.628%	2.192%	25.981%
304	Algorithmic software	Technical Skills	Business applications	1	136	0.003%	7	0.002%	-0.001%	-44.365%
1546	Alienvault	Technical Skills	Security	1	339	0.008%	51	0.013%	0.005%	62.614%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	5,334	0.130%	435	0.115%	-0.015%	-11.850%
1352	Android	Technical Skills	Mobile Platforms	3	95,224	2.320%	8,224	2.166%	-0.154%	-6.648%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	60,569	1.476%	3,789	0.998%	-0.478%	-32.382%
120	Apple operating systems	Technical Skills	Business applications	6	126,231	3.076%	13,314	3.507%	0.431%	14.007%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	8,239	0.201%	940	0.248%	0.047%	23.322%
1543	ArcSight	Technical Skills	Security	1	5,776	0.141%	331	0.087%	-0.054%	-38.057%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	163,752	3.990%	39,565	10.420%	6.430%	161.164%
1432	Attribute-Based Access Control	Technical Skills	Security	2	574	0.014%	88	0.023%	0.009%	65.714%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	280	0.007%	73	0.019%	0.012%	181.808%
1265	Backup & Recovery	Technical Skills	Technical applications	16	299,785	7.305%	20,950	5.518%	-1.787%	-24.463%
1386	Biometric	Technical Skills	Information mgmt	2	10,399	0.253%	635	0.167%	-0.086%	-33.996%
1353	Blackberry	Technical Skills	Mobile Platforms	2	25,648	0.625%	257	0.068%	-0.557%	-89.169%
336	Borland Delphi	Technical Skills	Business applications	1	5,971	0.145%	185	0.049%	-0.097%	-66.510%
337	Borland JBuilder	Technical Skills	Business applications	1	3,865	0.094%	11	0.003%	-0.091%	-96.924%
338	Borland Paradox	Technical Skills	Business applications	1	332	0.008%	21	0.006%	-0.003%	-31.629%
1436	Bring Your Own Devices	Technical Skills	Security	1	1,873	0.046%	690	0.182%	0.136%	298.199%
72	Business Continuity Planning	Technical Skills	Hardware	2	46,927	1.143%	5,195	1.368%	0.225%	19.661%
352	Cadence Opus	Technical Skills	Business applications	1	1,480	0.036%	41	0.011%	-0.025%	-70.056%
868	Calculators	Technical Skills	Hardware	1	3,026	0.074%	408	0.107%	0.034%	45.740%
39	CASE Tools	Technical Skills	Software development	1	175,963	4.287%	21,276	5.604%	1.316%	30.694%
367	Categorization or classification software	Technical Skills	Business applications	1	18,158	0.442%	917	0.242%	-0.201%	-45.413%
1469	CCPA	Technical Skills	Security	1	2,423	0.059%	1,479	0.390%	0.330%	559.786%
1478	Center for Internet Security	Technical Skills	Security	1	56,896	1.386%	12,641	3.329%	1.943%	140.153%
1441	Certificate management	Technical Skills	Security	1	2,776	0.068%	531	0.140%	0.072%	106.759%
112	Certification	Technical Skills	Misc	3	720,824	17.564%	84,416	22.233%	4.669%	26.586%
78	Cisco	Technical Skills	Hardware	1	185,923	4.530%	10,886	2.867%	-1.663%	-36.712%
1009	Cisco Systems IOS	Technical Skills	Network	1	96,741	2.357%	9,189	2.420%	0.063%	2.671%
40	Client-Server	Technical Skills	Software development	1	70,142	1.709%	1,855	0.489%	-1.221%	-71.414%
1437	Cloud Access Security Broker	Technical Skills	Security	1	1,140	0.028%	530	0.140%	0.112%	402.527%
1438	Cloud Configuration Management	Technical Skills	Security	1	3,643	0.089%	407	0.107%	0.018%	20.760%
1445	Cloud Migration	Technical Skills	Security	1	3,719	0.091%	1,286	0.339%	0.248%	273.769%
1455	cloud security	Technical Skills	Security	1	11,142	0.271%	4,058	1.069%	0.797%	293.675%
1456	Cloud Security Posture Management	Technical Skills	Security	1	254	0.006%	119	0.031%	0.025%	406.409%
1486	Cloud Services	Technical Skills	Security	1	52,474	1.279%	10,299	2.712%	1.434%	112.148%
1011	Cluster server software	Technical Skills	Network	9	67,846	1.653%	3,884	1.023%	-0.630%	-38.121%
1147	CMAKE	Technical Skills	Software development	1	1,969	0.048%	296	0.078%	0.030%	62.493%
1151	Compatibility testing	Technical Skills	Software development	1	2,142	0.052%	100	0.026%	-0.026%	-49.537%
1152	Compilers	Technical Skills	Software development	5	44,170	1.076%	4,022	1.059%	-0.017%	-1.576%
1255	Compliance software	Technical Skills	Technical applications	4	20,347	0.496%	2,806	0.739%	0.243%	49.065%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	37,762	0.920%	4,362	1.149%	0.229%	24.859%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	4	5,847	0.142%	382	0.101%	-0.042%	-29.381%
875	Computer diagnostics	Technical Skills	Hardware	5	189,461	4.616%	19,586	5.158%	0.542%	11.741%
1107	Computer forensics	Technical Skills	Security	1	8,805	0.215%	510	0.134%	-0.080%	-37.392%
1266	Computer Hardware	Technical Skills	Hardware	15	95,116	2.318%	10,025	2.640%	0.323%	13.925%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	2,825	0.069%	160	0.042%	-0.027%	-38.780%
1015	Computer servers	Technical Skills	Network	6	373,116	9.091%	20,219	5.325%	-3.766%	-41.426%
1267	Computer Utilities	Technical Skills	Misc	2	3,465	0.084%	281	0.074%	-0.010%	-12.342%
1447	Configuration Management Database	Technical Skills	Security	1	7,606	0.185%	942	0.248%	0.063%	33.870%
1448	Container security	Technical Skills	Security	1	411	0.010%	180	0.047%	0.037%	373.390%
1449	Containers	Technical Skills	Security	1	48,669	1.186%	10,233	2.695%	1.509%	127.268%
59	Content Manager	Technical Skills	Business applications	1	2,952	0.072%	239	0.063%	-0.009%	-12.488%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	3,197	0.078%	886	0.233%	0.155%	199.557%
1396	Continuous Improvement	Technical Skills	Software development	1	100,446	2.447%	18,102	4.768%	2.320%	94.797%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	143,668	3.501%	29,785	7.845%	4.344%	124.092%
1453	Control Plane	Technical Skills	Security	1	1,811	0.044%	354	0.093%	0.049%	111.287%
878	Controllers	Technical Skills	Hardware	3	28,962	0.706%	2,859	0.753%	0.047%	6.702%
1454	Crown Jewels	Technical Skills	Security	1	243	0.006%	27	0.007%	0.001%	20.101%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	4,679	0.114%	714	0.188%	0.074%	64.943%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	14,190	0.346%	799	0.210%	-0.135%	-39.137%
53	Customer Relationship Management	Technical Skills	Business applications	9	187,730	4.574%	14,536	3.828%	-0.746%	-16.305%
1368	Cyber Security	Technical Skills	Information mgmt	3	127,177	3.099%	28,163	7.417%	4.319%	139.364%
1479	Cybersecurity Framework	Technical Skills	Security	2	5,100	0.124%	2,043	0.538%	0.414%	332.999%
1492	Data Access Governance	Technical Skills	Security	1	827	0.020%	120	0.032%	0.011%	56.843%
953	Data acquisition systems	Technical Skills	Information mgmt	1	23,246	0.566%	1,951	0.514%	-0.053%	-9.281%
1434	Data classification	Technical Skills	Security	1	2,794	0.068%	620	0.163%	0.095%	139.858%
955	Data compression software	Technical Skills	Information mgmt	1	13,953	0.340%	760	0.200%	-0.140%	-41.125%
956	Data conversion software	Technical Skills	Information mgmt	1	15,771	0.384%	787	0.207%	-0.177%	-46.061%
958	Data dictionary	Technical Skills	Information mgmt	1	10,654	0.260%	669	0.176%	-0.083%	-32.126%
1495	Data discovery	Technical Skills	Security	1	4,348	0.106%	702	0.185%	0.079%	74.516%
959	Data entry	Technical Skills	Information mgmt	1	18,238	0.444%	2,487	0.655%	0.211%	47.396%
1502	Data Loss Prevention	Technical Skills	Security	1	12,784	0.311%	2,297	0.605%	0.293%	94.215%
962	Data mapping	Technical Skills	Information mgmt	1	19,856	0.484%	1,371	0.361%	-0.123%	-25.366%
67	Data Mining	Technical Skills	Information mgmt	5	84,435	2.057%	7,980	2.102%	0.044%	2.157%
963	Data modeling	Technical Skills	Information mgmt	1	135,071	3.291%	9,074	2.390%	-0.901%	-27.385%
1496	Data retention	Technical Skills	Security	1	3,174	0.077%	307	0.081%	0.004%	4.549%
1494	Data tagging	Technical Skills	Security	1	380	0.009%	57	0.015%	0.006%	62.136%
68	Data Warehousing	Technical Skills	Information mgmt	2	194,057	4.728%	12,280	3.234%	-1.494%	-31.600%
69	Database Administration	Technical Skills	Information mgmt	12	243,180	5.925%	12,214	3.217%	-2.708%	-45.710%
969	Database design software	Technical Skills	Information mgmt	16	207,098	5.046%	10,555	2.780%	-2.266%	-44.910%
1268	Database Reporting	Technical Skills	Information mgmt	3	52,656	1.283%	1,415	0.373%	-0.910%	-70.953%
1269	Database Security	Technical Skills	Information mgmt	2	763	0.019%	60	0.016%	-0.003%	-15.001%
1373	Database Security	Technical Skills	Information mgmt	1	1,063	0.026%	244	0.064%	0.038%	148.110%
1270	Database Servers	Technical Skills	Information mgmt	3	44,114	1.075%	738	0.194%	-0.881%	-81.917%
1271	Database Testing	Technical Skills	Information mgmt	1	3,715	0.091%	221	0.058%	-0.032%	-35.698%
1160	Debugging	Technical Skills	Software development	7	319,698	7.790%	26,356	6.941%	-0.848%	-10.890%
1385	Decryption	Technical Skills	Information mgmt	2	1,503	0.037%	187	0.049%	0.013%	34.484%
1559	Demisto	Technical Skills	Security	1	90	0.002%	30	0.008%	0.006%	260.302%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	15,874	0.387%	627	0.165%	-0.222%	-57.306%
418	Desktop publishing software	Technical Skills	Business applications	13	67,414	1.643%	9,496	2.501%	0.858%	52.258%
1272	Development Environment	Technical Skills	Software development	13	214,516	5.227%	14,552	3.833%	-1.394%	-26.675%
1498	Device Management	Technical Skills	Security	1	9,809	0.239%	1,633	0.430%	0.191%	79.949%
1273	Digital Imaging	Technical Skills	Hardware	1	1,025	0.025%	82	0.022%	-0.003%	-13.527%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	13,685	0.333%	1,065	0.280%	-0.053%	-15.881%
1446	Digital Transformation	Technical Skills	Security	1	27,178	0.662%	10,175	2.680%	2.018%	304.674%
1472	DISA	Technical Skills	Security	1	12,313	0.300%	1,566	0.412%	0.112%	37.473%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	10,391	0.253%	464	0.122%	-0.131%	-51.733%
1497	Distributed Denial of Service	Technical Skills	Security	1	3,595	0.088%	394	0.104%	0.016%	18.464%
1504	DMZ	Technical Skills	Network	1	6,736	0.164%	313	0.082%	-0.082%	-49.774%
1451	Docker	Technical Skills	Security	1	58,136	1.417%	17,247	4.542%	3.126%	220.669%
1307	Doctor of Philosophy	Technical Skills	Misc	3	189,686	4.622%	23,316	6.141%	1.519%	32.864%
973	Document management software	Technical Skills	Information mgmt	4	30,250	0.737%	2,073	0.546%	-0.191%	-25.927%
1020	Domain name system (DNS)	Technical Skills	Network	3	130,242	3.173%	7,803	2.055%	-1.118%	-35.241%
61	Dreamweaver	Technical Skills	Software development	1	15,551	0.379%	285	0.075%	-0.304%	-80.190%
54	DSS/GDSS	Technical Skills	Business applications	5	41,890	1.021%	2,782	0.733%	-0.288%	-28.215%
425	Dynamic modeling software	Technical Skills	Business applications	1	181	0.004%	32	0.008%	0.004%	91.100%
62	Eclipse	Technical Skills	Software development	1	80,737	1.967%	2,876	0.757%	-1.210%	-61.496%
1308	Electronic Commerce	Technical Skills	Business applications	2	172,805	4.211%	9,476	2.496%	-1.715%	-40.727%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	31,681	0.772%	1,774	0.467%	-0.305%	-39.474%
1023	Electronic mail software	Technical Skills	Network	8	56,717	1.382%	3,351	0.883%	-0.499%	-36.137%
1384	Encryption	Technical Skills	Information mgmt	1	484	0.012%	87	0.023%	0.011%	94.295%
1507	Endpoint	Technical Skills	Security	1	20,078	0.489%	4,521	1.191%	0.701%	143.390%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	171,268	4.173%	13,010	3.426%	-0.747%	-17.891%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	173,648	4.231%	13,037	3.434%	-0.797%	-18.849%
1321	Environmental Certification	Technical Skills	Environmental	1	427	0.010%	90	0.024%	0.013%	127.826%
1328	Environmental Cleanup	Technical Skills	Environmental	3	712	0.017%	75	0.020%	0.002%	13.860%
1329	Environmental Energy	Technical Skills	Environmental	25	17,081	0.416%	2,350	0.619%	0.203%	48.711%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	15,645	0.381%	2,482	0.654%	0.272%	71.480%
1327	Environmental Pollution	Technical Skills	Environmental	27	17,280	0.421%	6,090	1.604%	1.183%	280.945%
1324	Environmental Pollution Control	Technical Skills	Environmental	10	7,903	0.193%	1,453	0.383%	0.190%	98.729%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	10	3,087	0.075%	619	0.163%	0.088%	116.742%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	10,053	0.245%	1,678	0.442%	0.197%	80.420%
1331	Environmental Science	Technical Skills	Environmental	2	570	0.014%	41	0.011%	-0.003%	-22.251%
1322	Environmental Technology	Technical Skills	Environmental	2	1,102	0.027%	216	0.057%	0.030%	111.866%
1470	EPRI	Technical Skills	Security	1	145	0.004%	13	0.003%	-0.000%	-3.091%
1551	Exabeam	Technical Skills	Security	1	291	0.007%	60	0.016%	0.009%	122.867%
461	Expert system software	Technical Skills	Business applications	1	1,873	0.046%	298	0.078%	0.033%	71.976%
1359	Facebook	Technical Skills	Social Networking	1	455,743	11.105%	7,335	1.932%	-9.173%	-82.603%
463	Facilities management software	Technical Skills	Business applications	4	7,849	0.191%	898	0.237%	0.045%	23.666%
1476	FedRAMP	Technical Skills	Security	1	3,997	0.097%	1,263	0.333%	0.235%	241.553%
1467	FINRA	Technical Skills	Security	1	2,503	0.061%	577	0.152%	0.091%	149.174%
1556	FireEye	Technical Skills	Security	1	2,998	0.073%	222	0.058%	-0.015%	-19.959%
1464	FISMA	Technical Skills	Security	1	13,092	0.319%	1,150	0.303%	-0.016%	-5.053%
468	Flight control software	Technical Skills	Business applications	1	1,575	0.038%	131	0.035%	-0.004%	-10.096%
1508	Flow analysis	Technical Skills	Security	1	4,580	0.112%	370	0.097%	-0.014%	-12.678%
469	Flowchart software	Technical Skills	Business applications	5	11,612	0.283%	1,023	0.269%	-0.014%	-4.774%
1367	Forensic	Technical Skills	Information mgmt	2	37,597	0.916%	4,741	1.249%	0.333%	36.303%
1552	Fortinet	Technical Skills	Security	1	4,544	0.111%	631	0.166%	0.055%	50.100%
1112	Fraud Detection	Technical Skills	Security	1	25,836	0.630%	4,114	1.084%	0.454%	72.118%
63	FrontPage	Technical Skills	Software development	1	2,544	0.062%	17	0.004%	-0.058%	-92.777%
475	Fund accounting software	Technical Skills	Business applications	1	853	0.021%	45	0.012%	-0.009%	-42.977%
1260	Gaming	Technical Skills	Misc	2	98,276	2.395%	9,889	2.604%	0.210%	8.766%
1468	GDPR	Technical Skills	Security	1	5,055	0.123%	2,032	0.535%	0.412%	334.501%
113	Generic databases	Technical Skills	Information mgmt	2	641,788	15.638%	45,620	12.015%	-3.623%	-23.166%
1365	Google Apps	Technical Skills	Business applications	4	14,650	0.357%	1,137	0.299%	-0.058%	-16.110%
1364	Google Plus	Technical Skills	Social Networking	1	1,562	0.038%	2	0.001%	-0.038%	-98.616%
1512	Governance	Technical Skills	Security	1	126,361	3.079%	22,036	5.804%	2.725%	88.499%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	201,292	4.905%	18,374	4.839%	-0.065%	-1.334%
484	Graphic software	Technical Skills	Business applications	16	286,133	6.972%	19,813	5.218%	-1.754%	-25.154%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	71,488	1.742%	1,705	0.449%	-1.293%	-74.220%
1323	Green IT	Technical Skills	Environmental	9	11,612	0.283%	1,578	0.416%	0.133%	46.889%
893	Guidance systems	Technical Skills	Hardware	1	238	0.006%	20	0.005%	-0.001%	-9.167%
1371	Hacking	Technical Skills	Information mgmt	5	23,485	0.572%	2,435	0.641%	0.069%	12.072%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	1,764	0.043%	346	0.091%	0.048%	112.015%
1277	Hardware Design	Technical Skills	Hardware	21	37,898	0.923%	4,396	1.158%	0.234%	25.380%
1278	Hardware Testing	Technical Skills	Hardware	4	11,416	0.278%	885	0.233%	-0.045%	-16.205%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,779	0.043%	407	0.107%	0.064%	147.290%
492	Helpdesk or call center	Technical Skills	Business applications	2	140,207	3.416%	13,065	3.441%	0.025%	0.723%
1465	HIPAA	Technical Skills	Security	1	44,622	1.087%	6,575	1.732%	0.644%	59.270%
1473	HITRUST	Technical Skills	Security	1	3,173	0.077%	989	0.260%	0.183%	236.911%
1377	Homeland Security	Technical Skills	Information mgmt	1	67,364	1.641%	3,232	0.851%	-0.790%	-48.140%
1487	IaaS	Technical Skills	Security	1	18,426	0.449%	3,956	1.042%	0.593%	132.067%
114	IBM databases	Technical Skills	Information mgmt	2	93,293	2.273%	3,299	0.869%	-1.404%	-61.777%
121	IBM operating systems	Technical Skills	Business applications	4	64,257	1.566%	1,521	0.401%	-1.165%	-74.414%
1513	Identity Access Management	Technical Skills	Security	2	33,577	0.818%	6,234	1.642%	0.824%	100.684%
1511	Identity Governance and Administration	Technical Skills	Security	1	554	0.013%	315	0.083%	0.069%	514.595%
898	Image capture devices	Technical Skills	Hardware	9	21,605	0.526%	2,682	0.706%	0.180%	34.182%
524	Industrial control software	Technical Skills	Business applications	3	19,418	0.473%	2,445	0.644%	0.171%	36.101%
1485	Industrial Control Systems	Technical Skills	Security	1	7,966	0.194%	1,349	0.355%	0.161%	83.046%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	62,669	1.527%	5,198	1.369%	-0.158%	-10.346%
1375	Information Security	Technical Skills	Information mgmt	3	180,582	4.400%	24,547	6.465%	2.065%	46.931%
899	Infrared	Technical Skills	Hardware	1	3,430	0.084%	298	0.078%	-0.005%	-6.090%
1491	Infrastructure as Code	Technical Skills	Security	1	11,512	0.281%	3,925	1.034%	0.753%	268.534%
1180	Installation	Technical Skills	Software development	1	324,329	7.903%	22,313	5.877%	-2.026%	-25.636%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,477	0.036%	58	0.015%	-0.021%	-57.554%
536	Internet browser software	Technical Skills	Business applications	4	20,797	0.507%	888	0.234%	-0.273%	-53.847%
1483	Internet of Things	Technical Skills	Security	1	30,562	0.745%	6,912	1.820%	1.076%	144.461%
1578	Internet proxy	Technical Skills	Security	1	544	0.013%	34	0.009%	-0.004%	-32.443%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	43,265	1.054%	3,167	0.834%	-0.220%	-20.878%
541	Inventory management software	Technical Skills	Business applications	3	19,103	0.465%	2,086	0.549%	0.084%	18.032%
1463	ISO 22301	Technical Skills	Security	1	91	0.002%	25	0.007%	0.004%	196.953%
1459	ISO 27000	Technical Skills	Security	1	2,599	0.063%	344	0.091%	0.027%	43.067%
1460	ISO 27001	Technical Skills	Security	1	12,419	0.303%	2,534	0.667%	0.365%	120.551%
1461	ISO 27002	Technical Skills	Security	1	1,555	0.038%	161	0.042%	0.005%	11.914%
1414	ISO 9000	Technical Skills	Software development	1	5,312	0.129%	105	0.028%	-0.102%	-78.634%
73	IT Architecture/Standards	Technical Skills	Hardware	2	27,785	0.677%	2,725	0.718%	0.041%	6.009%
1515	IT Service Management	Technical Skills	Security	1	27,347	0.666%	4,020	1.059%	0.392%	58.893%
1481	ITIL	Technical Skills	Security	1	107,798	2.627%	10,889	2.868%	0.241%	9.186%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,156	0.028%	3	0.001%	-0.027%	-97.195%
1035	Kernel	Technical Skills	Network	1	42,238	1.029%	1,513	0.398%	-0.631%	-61.281%
1442	Key management	Technical Skills	Security	1	8,456	0.206%	800	0.211%	0.005%	2.262%
1450	Kubernetes	Technical Skills	Security	1	39,618	0.965%	15,830	4.169%	3.204%	331.894%
1279	Laser tools	Technical Skills	Hardware	1	73	0.002%	26	0.007%	0.005%	284.981%
907	Lasers	Technical Skills	Hardware	1	1,289	0.031%	138	0.036%	0.005%	15.722%
1516	Least Privilege	Technical Skills	Security	1	1,200	0.029%	382	0.101%	0.071%	244.089%
1038	License management software	Technical Skills	Network	1	2,886	0.070%	357	0.094%	0.024%	33.709%
1361	LinkedIn	Technical Skills	Social Networking	1	43,664	1.064%	5,734	1.510%	0.446%	41.946%
1544	LogRhythm	Technical Skills	Security	1	934	0.023%	130	0.034%	0.011%	50.447%
908	Mainframe computers	Technical Skills	Hardware	2	76,797	1.871%	3,802	1.001%	-0.870%	-46.487%
124	Mainframe operating systems	Technical Skills	Business applications	8	47,283	1.152%	2,056	0.541%	-0.611%	-52.999%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	80,621	1.964%	3,352	0.883%	-1.082%	-55.059%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	15,586	0.380%	1,235	0.325%	-0.055%	-14.351%
1549	McAfee Enterprise Security	Technical Skills	Security	1	73	0.002%	3	0.001%	-0.001%	-55.579%
1281	Medical software	Technical Skills	Business applications	9	29,046	0.708%	3,673	0.967%	0.260%	36.686%
1452	Mesos	Technical Skills	Security	1	3,101	0.076%	245	0.065%	-0.011%	-14.601%
1517	Metadata analysis	Technical Skills	Security	1	266	0.006%	38	0.010%	0.004%	54.415%
1555	Micro Focus	Technical Skills	Security	1	2,774	0.068%	274	0.072%	0.005%	6.766%
1433	Micro-segmentation	Technical Skills	Security	1	479	0.012%	152	0.040%	0.028%	243.002%
115	Microsoft databases	Technical Skills	Information mgmt	5	553,154	13.478%	23,941	6.305%	-7.173%	-53.217%
119	Microsoft operating systems	Technical Skills	Business applications	4	781,408	19.040%	40,071	10.554%	-8.486%	-44.571%
1518	MITRE	Technical Skills	Security	1	7,258	0.177%	875	0.230%	0.054%	30.311%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	24,059	0.586%	1,126	0.297%	-0.290%	-49.412%
1581	Mobile security	Technical Skills	Security	2	3,468	0.085%	339	0.089%	0.005%	5.660%
1431	Multi-Factor Authentication	Technical Skills	Security	3	6,293	0.153%	1,725	0.454%	0.301%	196.292%
625	Multimedia	Technical Skills	Business applications	1	32,250	0.786%	1,697	0.447%	-0.339%	-43.122%
1362	MySpace	Technical Skills	Social Networking	1	3,924	0.096%	3	0.001%	-0.095%	-99.174%
1471	NERC	Technical Skills	Security	1	4,621	0.113%	606	0.160%	0.047%	41.751%
1548	NetWitness	Technical Skills	Security	1	674	0.016%	109	0.029%	0.012%	74.805%
1499	Network Access Control	Technical Skills	Security	2	8,919	0.217%	790	0.208%	-0.009%	-4.259%
74	Network administration	Technical Skills	Hardware	17	781,858	19.051%	335,922	88.473%	69.422%	364.407%
1282	Network Administration software	Technical Skills	Network	18	205,386	5.004%	16,193	4.265%	-0.740%	-14.779%
1519	Network discovery	Technical Skills	Security	1	596	0.015%	92	0.024%	0.010%	66.851%
1283	Network Hardware	Technical Skills	Network	11	146,131	3.561%	8,737	2.301%	-1.260%	-35.374%
1284	Network Monitoring software	Technical Skills	Network	15	107,790	2.626%	6,686	1.761%	-0.865%	-32.953%
1059	Network operation system software (NOS)	Technical Skills	Network	2	4,301	0.105%	197	0.052%	-0.053%	-50.491%
1122	Network security	Technical Skills	Security	1	124,684	3.038%	9,201	2.423%	-0.615%	-20.235%
1369	Network Security	Technical Skills	Information mgmt	1	24,678	0.601%	1,262	0.332%	-0.269%	-44.724%
1285	Network Security software	Technical Skills	Security	37	302,582	7.373%	29,437	7.753%	0.380%	5.157%
1503	Network Segmentation	Technical Skills	Network	1	1,677	0.041%	336	0.088%	0.048%	116.568%
1286	Network software	Technical Skills	Network	6	473,262	11.531%	335,271	88.301%	76.770%	665.743%
1287	Network Testing	Technical Skills	Network	11	62,447	1.522%	4,388	1.156%	-0.366%	-24.047%
1521	Next Generation Firewall	Technical Skills	Security	2	1,605	0.039%	358	0.094%	0.055%	141.100%
1458	NIST	Technical Skills	Security	1	41,375	1.008%	9,264	2.440%	1.432%	142.019%
1065	Novell network software	Technical Skills	Network	2	4,433	0.108%	76	0.020%	-0.088%	-81.469%
643	Oberon	Technical Skills	Business applications	1	438	0.011%	0	0.000%	-0.011%	-100.000%
1413	Object Oriented Design	Technical Skills	Software development	2	106,739	2.601%	2,198	0.579%	-2.022%	-77.742%
41	Object Oriented Programming	Technical Skills	Software development	5	520,798	12.690%	22,689	5.976%	-6.714%	-52.909%
1288	Office Applications	Technical Skills	Business applications	13	514,551	12.537%	45,172	11.897%	-0.640%	-5.108%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	41,002	0.999%	928	0.244%	-0.755%	-75.536%
116	Open-source databases	Technical Skills	Information mgmt	4	250,914	6.114%	16,022	4.220%	-1.894%	-30.979%
118	Open-source operating systems	Technical Skills	Business applications	8	694,581	16.924%	38,607	10.168%	-6.756%	-39.920%
56	Operating Systems	Technical Skills	Business applications	3	383,448	9.343%	27,787	7.318%	-2.025%	-21.671%
1482	Operational Technology	Technical Skills	Security	1	7,962	0.194%	1,651	0.435%	0.241%	124.137%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	2,859	0.070%	383	0.101%	0.031%	44.802%
117	Oracle databases	Technical Skills	Information mgmt	1	623,081	15.182%	25,167	6.628%	-8.554%	-56.341%
1529	Orchestration & Automation	Technical Skills	Security	1	703	0.017%	155	0.041%	0.024%	138.322%
1488	PaaS	Technical Skills	Security	1	22,511	0.549%	4,692	1.236%	0.687%	125.295%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,219	0.078%	1	0.000%	-0.078%	-99.664%
1522	Panorama	Technical Skills	Security	1	961	0.023%	176	0.046%	0.023%	97.960%
1466	Payment Card Industry	Technical Skills	Security	1	45,783	1.116%	6,261	1.649%	0.533%	47.818%
1376	Penetration Testing	Technical Skills	Information mgmt	5	126,160	3.074%	16,992	4.475%	1.401%	45.583%
1527	Personal Healthcare Information	Technical Skills	Security	1	4,110	0.100%	817	0.215%	0.115%	114.866%
1528	Personally Identifiable Information	Technical Skills	Security	1	5,187	0.126%	1,125	0.296%	0.170%	134.436%
1289	Physical Tools	Technical Skills	Hardware	1	353	0.009%	61	0.016%	0.007%	86.786%
683	Point of sale (POS)	Technical Skills	Business applications	3	24,433	0.595%	2,578	0.679%	0.084%	14.050%
1525	Policy Decision Point	Technical Skills	Security	1	1,087	0.026%	97	0.026%	-0.001%	-3.544%
1526	Policy Enforcement Point	Technical Skills	Security	1	1,078	0.026%	95	0.025%	-0.001%	-4.744%
686	Polka	Technical Skills	Business applications	1	1,434	0.035%	314	0.083%	0.048%	136.684%
931	Printers	Technical Skills	Hardware	4	43,654	1.064%	6,250	1.646%	0.582%	54.755%
1430	Privileged Account Management	Technical Skills	Security	2	5,211	0.127%	1,156	0.304%	0.177%	139.787%
43	Programming	Technical Skills	Software development	1	1,141,753	27.820%	80,005	21.071%	-6.749%	-24.259%
700	Provisioning	Technical Skills	Business applications	1	63,009	1.535%	6,397	1.685%	0.150%	9.739%
1545	QRadar	Technical Skills	Security	1	2,026	0.049%	304	0.080%	0.031%	62.189%
1531	Quality of Service	Technical Skills	Security	1	36,592	0.892%	2,587	0.681%	-0.210%	-23.581%
1405	Rapid Application Development	Technical Skills	Software development	2	19,735	0.481%	392	0.103%	-0.378%	-78.530%
1553	Rapid7	Technical Skills	Security	1	1,284	0.031%	296	0.078%	0.047%	149.181%
1258	Rate Control	Technical Skills	Technical applications	1	202	0.005%	6	0.002%	-0.003%	-67.894%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	40,720	0.992%	267	0.070%	-0.922%	-92.913%
1077	Remote control software	Technical Skills	Network	2	4,194	0.102%	495	0.130%	0.028%	27.575%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,358	0.057%	108	0.028%	-0.029%	-50.493%
1379	Risk Analysis	Technical Skills	Information mgmt	1	26,802	0.653%	3,110	0.819%	0.166%	25.424%
1262	Robotics	Technical Skills	Hardware	3	33,808	0.824%	6,538	1.722%	0.898%	109.033%
1532	Role-Based Access Control	Technical Skills	Security	3	5,365	0.131%	670	0.176%	0.046%	34.987%
1318	RSA	Technical Skills	Security	1	16,334	0.398%	648	0.171%	-0.227%	-57.118%
1489	SaaS	Technical Skills	Security	1	108,545	2.645%	17,076	4.497%	1.853%	70.045%
1429	SASE	Technical Skills	Security	2	892	0.022%	400	0.105%	0.084%	384.712%
1533	SCCM	Technical Skills	Security	1	19,536	0.476%	2,357	0.621%	0.145%	30.410%
44	SDLC	Technical Skills	Software development	7	524,284	12.775%	37,240	9.808%	-2.967%	-23.223%
1500	SecOps	Technical Skills	Security	2	9,111	0.222%	4,302	1.133%	0.911%	410.379%
1537	Secure SDLC	Technical Skills	Security	1	24,825	0.605%	237	0.062%	-0.542%	-89.681%
1132	Secure shell (SSH)	Technical Skills	Security	1	361	0.009%	8	0.002%	-0.007%	-76.046%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	52,869	1.288%	2,933	0.772%	-0.516%	-40.035%
1569	Secure Web Gateway	Technical Skills	Security	1	7,156	0.174%	305	0.080%	-0.094%	-53.930%
76	Security	Technical Skills	Hardware	4	2,500,919	60.937%	129,355	34.069%	-26.869%	-44.092%
1382	Security Audit	Technical Skills	Information mgmt	1	4,046	0.099%	344	0.091%	-0.008%	-8.099%
1315	Security Clearance	Technical Skills	Misc	2	324,366	7.903%	27,402	7.217%	-0.687%	-8.686%
1477	Security Frameworks	Technical Skills	Security	1	9,615	0.234%	2,310	0.608%	0.374%	159.688%
1540	Security Information and Event Management	Technical Skills	Security	1	20,125	0.490%	4,123	1.086%	0.596%	121.445%
1584	Security Information Management	Technical Skills	Security	1	6,419	0.156%	310	0.082%	-0.075%	-47.799%
1567	Security Operations Center	Technical Skills	Security	1	28,421	0.693%	6,551	1.725%	1.033%	149.148%
1381	Security Plan	Technical Skills	Information mgmt	1	3,809	0.093%	506	0.133%	0.040%	43.591%
1380	Security Policy	Technical Skills	Information mgmt	2	70,244	1.712%	8,913	2.347%	0.636%	37.152%
1457	Security Standards	Technical Skills	Security	1	38,620	0.941%	5,859	1.543%	0.602%	63.983%
1135	Security testing software	Technical Skills	Security	1	13,870	0.338%	1,553	0.409%	0.071%	21.027%
1550	Securonix	Technical Skills	Security	1	160	0.004%	22	0.006%	0.002%	48.625%
1538	Segmentation	Technical Skills	Security	1	17,349	0.423%	2,782	0.733%	0.310%	73.329%
60	Sharepoint Server	Technical Skills	Business applications	1	12,158	0.296%	148	0.039%	-0.257%	-86.842%
1084	Signal generators	Technical Skills	Network	1	1,474	0.036%	275	0.072%	0.037%	101.662%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	34,012	0.829%	898	0.237%	-0.592%	-71.461%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	160,727	3.916%	8,187	2.156%	-1.760%	-44.941%
1220	Simulation software	Technical Skills	Software development	5	78,593	1.915%	8,336	2.195%	0.280%	14.647%
1568	Single Sign-On	Technical Skills	Security	3	29,310	0.714%	3,170	0.835%	0.121%	16.905%
1558	SOAR	Technical Skills	Security	1	2,209	0.054%	675	0.178%	0.124%	230.291%
1475	SOC 2	Technical Skills	Security	1	4,246	0.103%	1,513	0.398%	0.295%	285.166%
1366	Social Network	Technical Skills	Social Networking	1	12,796	0.312%	410	0.108%	-0.204%	-65.366%
1358	Social Networking	Technical Skills	Social Networking	1	20,257	0.494%	938	0.247%	-0.247%	-49.949%
1534	Software Defined Network	Technical Skills	Security	2	6,825	0.166%	914	0.241%	0.074%	44.754%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	2,673	0.065%	937	0.247%	0.182%	278.904%
42	Software Development	Technical Skills	Software development	2	1,053,280	25.664%	73,042	19.237%	-6.427%	-25.042%
1291	Software Development software	Technical Skills	Software development	3	6,474	0.158%	147	0.039%	-0.119%	-75.457%
1309	Software Engineering	Technical Skills	Software development	1	663,823	16.175%	64,413	16.965%	0.790%	4.884%
1292	Software Installation	Technical Skills	Software development	4	513,138	12.503%	49,031	12.913%	0.410%	3.282%
1223	Software libraries	Technical Skills	Software development	1	1,847	0.045%	171	0.045%	0.000%	0.073%
1293	Software Maintenance	Technical Skills	Software development	1	30,467	0.742%	1,177	0.310%	-0.432%	-58.242%
1294	Software Testing	Technical Skills	Software development	14	499,253	12.165%	43,389	11.427%	-0.737%	-6.061%
1225	Source code management (SCM)	Technical Skills	Software development	5	171,215	4.172%	11,974	3.154%	-1.018%	-24.406%
1541	Splunk	Technical Skills	Security	1	30,334	0.739%	6,959	1.833%	1.094%	147.974%
1229	Static analysis software	Technical Skills	Software development	1	4,483	0.109%	358	0.094%	-0.015%	-13.682%
772	Statistical analysis software	Technical Skills	Business applications	27	355,435	8.660%	42,518	11.198%	2.538%	29.301%
774	Statistical software	Technical Skills	Business applications	1	188,628	4.596%	30,141	7.938%	3.342%	72.719%
1230	Stress testing software	Technical Skills	Software development	1	10,365	0.253%	510	0.134%	-0.118%	-46.815%
1547	sumo logic	Technical Skills	Security	1	1,312	0.032%	287	0.076%	0.044%	136.448%
122	Sun operating systems	Technical Skills	Business applications	3	143,325	3.492%	2,206	0.581%	-2.911%	-83.363%
939	Surveillance systems	Technical Skills	Hardware	5	42,878	1.045%	5,229	1.377%	0.332%	31.817%
1564	Swimlane	Technical Skills	Security	1	117	0.003%	24	0.006%	0.003%	121.725%
791	Symantec software	Technical Skills	Business applications	1	26,091	0.636%	614	0.162%	-0.474%	-74.563%
1355	Symbian	Technical Skills	Mobile Platforms	1	121	0.003%	1	0.000%	-0.003%	-91.067%
1310	System Administration	Technical Skills	Network	4	260,419	6.345%	17,347	4.569%	-1.777%	-27.999%
45	System Testing	Technical Skills	Software development	5	92,338	2.250%	6,984	1.839%	-0.411%	-18.245%
46	Systems Analysis	Technical Skills	Software development	8	338,463	8.247%	26,065	6.865%	-1.382%	-16.759%
47	Systems Design	Technical Skills	Software development	1	58,294	1.420%	4,178	1.100%	-0.320%	-22.530%
1233	Systems Evaluation	Technical Skills	Software development	1	565	0.014%	88	0.023%	0.009%	68.354%
1234	Systems integration	Technical Skills	Software development	8	172,573	4.205%	7,522	1.981%	-2.224%	-52.886%
75	TCP/IP	Technical Skills	Hardware	3	223,858	5.455%	10,979	2.892%	-2.563%	-46.987%
1235	Technology Design	Technical Skills	Software development	1	3,921	0.096%	355	0.093%	-0.002%	-2.137%
1236	Templates	Technical Skills	Software development	1	64,139	1.563%	5,888	1.551%	-0.012%	-0.772%
1239	Test implementation	Technical Skills	Software development	1	2,319	0.057%	342	0.090%	0.034%	59.409%
1302	Testing	Technical Skills	Software development	1	1,348,579	32.859%	116,027	30.558%	-2.301%	-7.003%
1435	Threat Intelligence	Technical Skills	Security	1	8,494	0.207%	2,165	0.570%	0.363%	175.508%
1561	ThreatConnect	Technical Skills	Security	1	284	0.007%	29	0.008%	0.001%	10.374%
1571	Traffic Analysis	Technical Skills	Security	1	4,768	0.116%	430	0.113%	-0.003%	-2.519%
1570	Traffic Capture	Technical Skills	Security	1	158	0.004%	8	0.002%	-0.002%	-45.271%
1297	Training software	Technical Skills	Business applications	3	3,135	0.076%	180	0.047%	-0.029%	-37.938%
57	Transaction Processing Systems	Technical Skills	Business applications	4	5,164	0.126%	226	0.060%	-0.066%	-52.695%
1360	Twitter	Technical Skills	Social Networking	1	54,903	1.338%	4,584	1.207%	-0.130%	-9.752%
1411	Unified Process	Technical Skills	Software development	1	8,960	0.218%	39	0.010%	-0.208%	-95.295%
123	UNIX operating systems	Technical Skills	Business applications	5	574,375	13.995%	16,947	4.463%	-9.532%	-68.108%
1298	UNIX Shells	Technical Skills	Business applications	4	138,827	3.383%	6,174	1.626%	-1.757%	-51.929%
1410	Use Case	Technical Skills	Software development	1	29,000	0.707%	2,006	0.528%	-0.178%	-25.231%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	304	0.007%	117	0.031%	0.023%	316.007%
1572	User Behavior Analytics	Technical Skills	Security	1	379	0.009%	109	0.029%	0.019%	210.868%
48	User-Interface Design	Technical Skills	Software development	2	274,785	6.695%	19,650	5.175%	-1.520%	-22.704%
836	Video creation and editing software	Technical Skills	Business applications	3	17,149	0.418%	945	0.249%	-0.169%	-40.436%
1574	Virtual Machine	Technical Skills	Security	1	24,428	0.595%	2,247	0.592%	-0.003%	-0.573%
840	Visual Color Discrimination	Technical Skills	Business applications	2	316	0.008%	59	0.016%	0.008%	101.815%
64	Visual Studio	Technical Skills	Software development	1	140,482	3.423%	5,797	1.527%	-1.896%	-55.396%
843	Voice dictation & recognition	Technical Skills	Business applications	2	6,084	0.148%	619	0.163%	0.015%	9.974%
77	Voice/Data Telecom	Technical Skills	Hardware	10	275,554	6.714%	18,591	4.896%	-1.818%	-27.074%
1575	Vulnerability Management	Technical Skills	Security	1	18,299	0.446%	3,680	0.969%	0.523%	117.375%
1583	Vulnerability Testing	Technical Skills	Security	1	4,488	0.109%	393	0.104%	-0.006%	-5.348%
1577	Web Application Firewall	Technical Skills	Security	1	3,805	0.093%	840	0.221%	0.129%	138.623%
1299	Web Application Server	Technical Skills	Business applications	8	163,818	3.992%	2,877	0.758%	-3.234%	-81.017%
1248	Web platform development software	Technical Skills	Software development	5	9,954	0.243%	49	0.013%	-0.230%	-94.679%
65	web programmer	Technical Skills	Software development	4	43,936	1.071%	2,425	0.639%	-0.432%	-40.340%
1579	Web proxy	Technical Skills	Security	1	1,774	0.043%	192	0.051%	0.007%	16.987%
58	Web servers	Technical Skills	Business applications	6	290,244	7.072%	10,153	2.674%	-4.398%	-62.189%
49	Web-based Application Development	Technical Skills	Software development	2	205,754	5.013%	7,906	2.082%	-2.931%	-58.467%
1356	Windows CE	Technical Skills	Mobile Platforms	4	21,734	0.530%	125	0.033%	-0.497%	-93.783%
1102	Wireless	Technical Skills	Network	5	170,902	4.164%	12,875	3.391%	-0.773%	-18.569%
1363	YouTube	Technical Skills	Social Networking	2	14,125	0.344%	2,279	0.600%	0.256%	74.399%
1524	Zero Trust	Technical Skills	Security	2	1,259	0.031%	799	0.210%	0.180%	585.977%
79	.NET	Programming Skills	Current	1	440,697	10.738%	17,493	4.607%	-6.131%	-57.095%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	165	0.004%	24	0.006%	0.002%	57.223%
209	A programming language (APL)	Programming Skills	Legacy	2	7,112	0.173%	734	0.193%	0.020%	11.556%
99	Ada	Programming Skills	Legacy	1	25,448	0.620%	5,906	1.555%	0.935%	150.858%
80	AJAX	Programming Skills	Current	1	222,248	5.415%	2,802	0.738%	-4.677%	-86.372%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	106	0.003%	3	0.001%	-0.002%	-69.408%
192	Apple AppleScript	Programming Skills	Current	1	630	0.015%	28	0.007%	-0.008%	-51.960%
81	ASP	Programming Skills	Current	2	288,924	7.040%	7,695	2.027%	-5.013%	-71.212%
108	Assembly	Programming Skills	Legacy	2	10,764	0.262%	328	0.086%	-0.176%	-67.063%
211	AWK	Programming Skills	Legacy	1	8,185	0.199%	185	0.049%	-0.151%	-75.569%
83	C#	Programming Skills	Current	2	470,850	11.473%	26,245	6.912%	-4.560%	-39.751%
82	C/C++	Programming Skills	Current	3	1,027,612	25.039%	301,865	79.503%	54.464%	217.521%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	363,418	8.855%	20,419	5.378%	-3.477%	-39.268%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	978	0.024%	15	0.004%	-0.020%	-83.422%
84	CGI	Programming Skills	Current	2	27,679	0.674%	513	0.135%	-0.539%	-79.967%
217	Clipper	Programming Skills	Legacy	1	648	0.016%	14	0.004%	-0.012%	-76.647%
218	CLU	Programming Skills	Legacy	1	229	0.006%	12	0.003%	-0.002%	-43.359%
100	Cobol	Programming Skills	Legacy	1	28,753	0.701%	1,469	0.387%	-0.314%	-44.776%
85	ColdFusion	Programming Skills	Current	2	22,757	0.554%	362	0.095%	-0.459%	-82.806%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	493	0.012%	22	0.006%	-0.006%	-51.765%
195	Component object model (COM)	Programming Skills	Current	1	555	0.014%	6	0.002%	-0.012%	-88.315%
125	Database programming	Programming Skills	Current	3	93,876	2.287%	2,257	0.594%	-1.693%	-74.012%
1501	DevOps	Programming Skills	Misc	1	91,186	2.222%	27,229	7.171%	4.950%	222.769%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,482	0.134%	25	0.007%	-0.127%	-95.071%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	163,063	3.973%	140,166	36.916%	32.943%	829.128%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	7,011	0.171%	495	0.130%	-0.040%	-23.684%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	38,897	0.948%	490	0.129%	-0.819%	-86.383%
109	Forth	Programming Skills	Legacy	1	17,778	0.433%	3,520	0.927%	0.494%	114.017%
102	Fortran	Programming Skills	Legacy	1	7,080	0.173%	320	0.084%	-0.088%	-51.145%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	705,600	17.193%	29,468	7.761%	-9.432%	-54.858%
222	J	Programming Skills	Legacy	1	16,416	0.400%	1,319	0.347%	-0.053%	-13.151%
87	Java/J2EE/J2P	Programming Skills	Current	4	1,003,362	24.448%	58,023	15.282%	-9.166%	-37.493%
97	JavaScript	Programming Skills	Current	3	605,124	14.744%	41,013	10.802%	-3.943%	-26.740%
89	JavaServer Faces	Programming Skills	Current	3	33,428	0.815%	519	0.137%	-0.678%	-83.218%
88	JavaServer Pages	Programming Skills	Current	3	141,069	3.437%	2,385	0.628%	-2.809%	-81.726%
223	Job control language (JCL)	Programming Skills	Legacy	2	16,675	0.406%	724	0.191%	-0.216%	-53.069%
126	LAMP	Programming Skills	Current	1	40,009	0.975%	790	0.208%	-0.767%	-78.657%
104	Lisp	Programming Skills	Legacy	1	2,709	0.066%	121	0.032%	-0.034%	-51.720%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	4,224	0.103%	808	0.213%	0.110%	106.764%
201	Microsoft ActiveX	Programming Skills	Current	1	5,203	0.127%	25	0.007%	-0.120%	-94.806%
107	Pascal	Programming Skills	Legacy	1	1,716	0.042%	28	0.007%	-0.034%	-82.363%
90	Perl	Programming Skills	Current	1	294,122	7.167%	9,250	2.436%	-4.730%	-66.006%
91	PHP	Programming Skills	Current	1	176,364	4.297%	7,290	1.920%	-2.377%	-55.321%
103	PL/1	Programming Skills	Legacy	3	770	0.019%	70	0.018%	-0.000%	-1.736%
105	Prolog	Programming Skills	Legacy	1	1,568	0.038%	17	0.004%	-0.034%	-88.281%
95	Python	Programming Skills	Current	1	418,876	10.206%	66,808	17.595%	7.389%	72.398%
227	R	Programming Skills	Current	1	576,921	14.057%	327,126	86.156%	72.099%	512.897%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	46,899	1.143%	1,171	0.308%	-0.834%	-73.011%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	128,731	3.137%	8,664	2.282%	-0.855%	-27.252%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	2,092	0.051%	116	0.031%	-0.020%	-40.064%
206	Scripting languages	Programming Skills	Current	1	106,340	2.591%	9,304	2.450%	-0.141%	-5.428%
101	Smalltalk	Programming Skills	Legacy	1	1,034	0.025%	18	0.005%	-0.020%	-81.183%
92	SQL	Programming Skills	Current	3	1,275,519	31.079%	77,006	20.281%	-10.798%	-34.743%
110	TCL	Programming Skills	Legacy	1	19,606	0.478%	1,085	0.286%	-0.192%	-40.182%
98	Unified Modeling Language	Programming Skills	Current	2	107,859	2.628%	1,998	0.526%	-2.102%	-79.977%
93	Visual Basic	Programming Skills	Current	6	248,733	6.061%	7,415	1.953%	-4.108%	-67.777%
207	Web service definition language (WSDL)	Programming Skills	Current	2	29,913	0.729%	778	0.205%	-0.524%	-71.887%
94	XML	Programming Skills	Current	2	475,841	11.594%	12,812	3.374%	-8.220%	-70.897%
1342	Computer Science	Majors	Computer Science	2	3,944,571	96.113%	328,973	86.643%	-9.470%	-9.853%
1344	Information Technology	Majors	Information Technology	3	1,048,884	25.557%	88,694	23.360%	-2.197%	-8.598%
1343	Management Information Systems	Majors	Management Information Systems	9	1,111,467	27.082%	146,852	38.677%	11.595%	42.814%

IT Degrees

Information Technology	2022-09-05	Jobs Found:	2,065,389	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Occurrences	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	8,260	0.400%	1,065	0.766%	0.366%	91.621%
2	Attention to Details	Soft Skills	Problem-solving skills	2	6,405	0.310%	539	0.388%	0.078%	25.067%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	15,886	0.769%	1,323	0.952%	0.183%	23.771%
231	Cooperation	Soft Skills	Interpersonal skills	1	22,186	1.074%	2,196	1.580%	0.506%	47.105%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	9,262	0.448%	975	0.702%	0.253%	56.450%
3	Creativity	Soft Skills	Problem-solving skills	4	66,334	3.212%	6,500	4.677%	1.466%	45.630%
4	Critical thinking	Soft Skills	Problem-solving skills	3	41,634	2.016%	5,765	4.148%	2.133%	105.791%
1300	Flexibility	Soft Skills	Work ethic	1	135,346	6.553%	10,205	7.343%	0.790%	12.058%
232	Independence	Soft Skills	Interpersonal skills	1	14,136	0.684%	1,336	0.961%	0.277%	40.461%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	281,915	13.649%	21,667	15.591%	1.941%	14.223%
256	Innovation	Soft Skills	Problem-solving skills	1	190,462	9.222%	19,935	14.345%	5.123%	55.554%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	281,141	13.612%	21,754	15.654%	2.042%	14.998%
1422	Internship	Soft Skills	Work ethic	3	64,950	3.145%	2,230	1.605%	-1.540%	-48.973%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	2,111	0.102%	294	0.212%	0.109%	106.983%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	176,355	8.539%	17,599	12.664%	4.125%	48.311%
10	Leadership	Soft Skills	Interpersonal skills	1	496,838	24.055%	41,963	30.195%	6.140%	25.524%
258	Learning	Soft Skills	Problem-solving skills	1	234,771	11.367%	20,946	15.072%	3.705%	32.596%
1	Learning Ability	Soft Skills	Problem-solving skills	3	37,297	1.806%	3,370	2.425%	0.619%	34.286%
236	Listening	Soft Skills	Language skills	1	67,211	3.254%	3,455	2.486%	-0.768%	-23.602%
260	Mathematics	Soft Skills	Problem-solving skills	3	74,904	3.627%	7,182	5.168%	1.541%	42.500%
261	Memorization	Soft Skills	Problem-solving skills	2	210	0.010%	18	0.013%	0.003%	27.388%
18	Negotiation Skills	Soft Skills	Language skills	1	21,725	1.052%	1,252	0.901%	-0.151%	-14.352%
262	Optimization	Soft Skills	Problem-solving skills	1	86,834	4.204%	6,124	4.407%	0.202%	4.814%
19	Oral Communications	Soft Skills	Language skills	5	39,402	1.908%	3,027	2.178%	0.270%	14.174%
273	Persistence	Soft Skills	Work ethic	1	5,256	0.254%	393	0.283%	0.028%	11.125%
239	Persuasion	Soft Skills	Language skills	1	4,545	0.220%	416	0.299%	0.079%	36.030%
1301	Physical Skill	Soft Skills	Work ethic	2	5,624	0.272%	848	0.610%	0.338%	124.091%
240	Presentations	Soft Skills	Language skills	1	123,530	5.981%	10,106	7.272%	1.291%	21.585%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	328,210	15.891%	26,326	18.943%	3.052%	19.209%
20	Questioning skills	Soft Skills	Language skills	1	737	0.036%	75	0.054%	0.018%	51.241%
241	Reading Comprehension	Soft Skills	Language skills	1	1,115	0.054%	93	0.067%	0.013%	23.960%
6	Research skills	Soft Skills	Problem-solving skills	1	4,401	0.213%	317	0.228%	0.015%	7.049%
15	Responsibility	Soft Skills	Work ethic	2	224,434	10.866%	18,935	13.625%	2.759%	25.387%
234	Self Control	Soft Skills	Interpersonal skills	1	363	0.018%	39	0.028%	0.010%	59.673%
11	Self-esteem	Soft Skills	Interpersonal skills	1	109	0.005%	6	0.004%	-0.001%	-18.191%
16	Self-management	Soft Skills	Work ethic	1	2,663	0.129%	275	0.198%	0.069%	53.474%
250	Stress Tolerance	Soft Skills	Physical skills	1	918	0.044%	139	0.100%	0.056%	125.033%
12	Teamwork	Soft Skills	Interpersonal skills	1	104,462	5.058%	8,485	6.106%	1.048%	20.717%
17	Time Management	Soft Skills	Work ethic	2	78,046	3.779%	6,962	5.010%	1.231%	32.574%
268	Visualization	Soft Skills	Problem-solving skills	1	23,729	1.149%	3,426	2.465%	1.316%	114.577%
7	Working under pressure	Soft Skills	Problem-solving skills	1	2,062	0.100%	477	0.343%	0.243%	243.799%
21	Written Communications	Soft Skills	Language skills	5	312,718	15.141%	20,753	14.933%	-0.208%	-1.371%
172	Account management	Business Skills	Management skills	1	22,007	1.066%	1,536	1.105%	0.040%	3.730%
22	Accounting	Business Skills	Business processes	4	360,974	17.477%	9,765	7.027%	-10.451%	-59.796%
1263	Accounting software	Business Skills	Business processes	8	44,618	2.160%	663	0.477%	-1.683%	-77.916%
174	Administration	Business Skills	Management skills	3	641,838	31.076%	34,012	24.474%	-6.602%	-21.244%
1313	Analyst	Business Skills	Project management	1	407,242	19.717%	27,371	19.695%	-0.022%	-0.112%
175	Application management	Business Skills	Management skills	5	141,301	6.841%	8,979	6.461%	-0.380%	-5.560%
150	Asset management	Business Skills	Business processes	1	35,600	1.724%	3,591	2.584%	0.860%	49.913%
151	Auditing	Business Skills	Business processes	5	179,040	8.669%	13,289	9.562%	0.894%	10.310%
1264	Auditing software	Business Skills	Business processes	1	151	0.007%	1	0.001%	-0.007%	-90.158%
152	Billing	Business Skills	Business processes	1	74,977	3.630%	2,782	2.002%	-1.628%	-44.855%
153	Bills of Lading	Business Skills	Business processes	1	64	0.003%	10	0.007%	0.004%	132.217%
1314	Business Analyst	Business Skills	Project management	1	152,275	7.373%	6,962	5.010%	-2.363%	-32.051%
35	Business Intelligence	Business Skills	Strategy skills	1	82,680	4.003%	4,751	3.419%	-0.584%	-14.600%
155	Business performance management (BPM)	Business Skills	Business processes	2	11,823	0.572%	373	0.268%	-0.304%	-53.113%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	29,841	1.445%	643	0.463%	-0.982%	-67.976%
36	Business Strategy	Business Skills	Strategy skills	3	497,355	24.080%	44,300	31.877%	7.796%	32.377%
182	Calendar and scheduling	Business Skills	Project management	3	96,671	4.681%	7,213	5.190%	0.510%	10.890%
156	Capacity planning	Business Skills	Business processes	1	33,966	1.645%	1,428	1.028%	-0.617%	-37.518%
28	Change Management	Business Skills	Management skills	1	102,837	4.979%	8,620	6.203%	1.224%	24.575%
183	Content workflow	Business Skills	Project management	1	66	0.003%	3	0.002%	-0.001%	-32.446%
24	Contracting and legal	Business Skills	Business processes	2	232,243	11.245%	13,627	9.806%	-1.439%	-12.797%
176	Coordination	Business Skills	Management skills	1	136,436	6.606%	12,516	9.006%	2.400%	36.336%
157	Cost accounting	Business Skills	Business processes	1	4,472	0.217%	324	0.233%	0.017%	7.676%
158	Cost estimation	Business Skills	Business processes	1	2,004	0.097%	96	0.069%	-0.028%	-28.805%
1312	Customer Support	Business Skills	Business processes	6	454,919	22.026%	30,899	22.234%	0.208%	0.945%
1339	Education	Business Skills	Industry Segment	1	33,915	1.642%	4,727	3.401%	1.759%	107.142%
1333	Energy	Business Skills	Industry Segment	1	103,742	5.023%	7,474	5.378%	0.355%	7.071%
1340	Entertainment	Business Skills	Industry Segment	1	173,522	8.401%	1,748	1.258%	-7.144%	-85.029%
1319	Environmental	Business Skills	Environmental	18	150,838	7.303%	7,769	5.590%	-1.713%	-23.453%
1320	Environmental Strategy	Business Skills	Environmental	14	19,557	0.947%	4,354	3.133%	2.186%	230.873%
161	Financial	Business Skills	Business processes	2	777,004	37.620%	120,834	86.948%	49.328%	131.122%
1275	Financial Analysis software	Business Skills	Business processes	9	3,467	0.168%	455	0.327%	0.160%	95.044%
1332	Health Care	Business Skills	Industry Segment	2	492,866	23.863%	22,453	16.156%	-7.707%	-32.295%
1341	Hospitality	Business Skills	Industry Segment	4	312,897	15.150%	28,502	20.509%	5.360%	35.378%
177	Human resources	Business Skills	Management skills	2	292,079	14.142%	11,222	8.075%	-6.067%	-42.899%
1336	Insurance	Business Skills	Industry Segment	1	11,902	0.576%	449	0.323%	-0.253%	-43.934%
1316	Managing/Supervision	Business Skills	Management skills	6	1,355,495	65.629%	76,617	55.131%	-10.498%	-15.996%
1334	Manufacturing	Business Skills	Industry Segment	2	237,629	11.505%	8,069	5.806%	-5.699%	-49.534%
26	Marketing	Business Skills	Business processes	1	343,081	16.611%	13,808	9.936%	-6.675%	-40.185%
185	Monitoring	Business Skills	Project management	1	263,576	12.762%	23,242	16.724%	3.963%	31.052%
179	Negotiation	Business Skills	Management skills	1	89,674	4.342%	6,674	4.802%	0.461%	10.610%
163	Operation and Control	Business Skills	Business processes	3	1,821	0.088%	135	0.097%	0.009%	10.179%
29	Outsourcing Management	Business Skills	Management skills	3	105,684	5.117%	1,842	1.325%	-3.791%	-74.097%
167	Procurement	Business Skills	Business processes	1	99,824	4.833%	5,853	4.212%	-0.622%	-12.860%
1290	Project Management software	Business Skills	Project management	3	62,743	3.038%	2,390	1.720%	-1.318%	-43.388%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	413,599	20.025%	26,810	19.292%	-0.734%	-3.663%
168	Quality	Business Skills	Business processes	1	632,185	30.609%	44,879	32.294%	1.685%	5.505%
1337	Real Estate	Business Skills	Industry Segment	2	174,053	8.427%	1,624	1.169%	-7.259%	-86.133%
1335	Retail	Business Skills	Industry Segment	2	486,418	23.551%	14,767	10.626%	-12.925%	-54.881%
34	Risk Management	Business Skills	Project management	1	95,088	4.604%	10,065	7.242%	2.639%	57.312%
169	Service Orientation	Business Skills	Business processes	1	17,632	0.854%	1,228	0.884%	0.030%	3.507%
27	Supply Chain Management	Business Skills	Business processes	3	97,860	4.738%	5,184	3.730%	-1.008%	-21.271%
1295	Supply Chain Management software	Business Skills	Business processes	4	4,155	0.201%	204	0.147%	-0.054%	-27.032%
178	Teaching	Business Skills	Management skills	7	252,849	12.242%	9,426	6.783%	-5.460%	-44.596%
190	Timekeeping	Business Skills	Project management	3	93,364	4.520%	2,704	1.946%	-2.575%	-56.957%
1296	Timekeeping software	Business Skills	Project management	1	2,943	0.142%	266	0.191%	0.049%	34.328%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,854	0.090%	66	0.047%	-0.042%	-47.094%
180	Troubleshooting	Business Skills	Management skills	1	258,131	12.498%	20,247	14.569%	2.071%	16.572%
181	Verification	Business Skills	Management skills	1	80,698	3.907%	7,119	5.123%	1.215%	31.108%
1338	Waste Management	Business Skills	Industry Segment	1	1,725	0.084%	80	0.058%	-0.026%	-31.075%
191	Workflow	Business Skills	Project management	1	93,643	4.534%	7,492	5.391%	0.857%	18.904%
31	Working Globally	Business Skills	Management skills	3	9,799	0.474%	97	0.070%	-0.405%	-85.288%
32	Working with Virtual Teams	Business Skills	Management skills	2	3,967	0.192%	281	0.202%	0.010%	5.273%
51	4GL	Technical Skills	Software development	3	1,937	0.094%	87	0.063%	-0.031%	-33.248%
1510	Access Control	Technical Skills	Security	1	25,532	1.236%	2,379	1.712%	0.476%	38.479%
987	Access servers & software	Technical Skills	Network	10	67,574	3.272%	4,216	3.034%	-0.238%	-7.275%
38	Agile Development Methods	Technical Skills	Software development	13	98,076	4.749%	10,623	7.644%	2.895%	60.975%
304	Algorithmic software	Technical Skills	Business applications	1	11	0.001%	0	0.000%	-0.001%	-100.000%
1546	Alienvault	Technical Skills	Security	1	179	0.009%	22	0.016%	0.007%	82.660%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	1,701	0.082%	164	0.118%	0.036%	43.289%
1352	Android	Technical Skills	Mobile Platforms	3	16,561	0.802%	1,563	1.125%	0.323%	40.264%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	12,200	0.591%	660	0.475%	-0.116%	-19.600%
120	Apple operating systems	Technical Skills	Business applications	6	44,552	2.157%	4,127	2.970%	0.813%	37.671%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	37,163	1.799%	21	0.015%	-1.784%	-99.160%
1543	ArcSight	Technical Skills	Security	1	4,374	0.212%	96	0.069%	-0.143%	-67.381%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	37,939	1.837%	5,930	4.267%	2.430%	132.297%
1432	Attribute-Based Access Control	Technical Skills	Security	2	287	0.014%	39	0.028%	0.014%	101.956%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	22	0.001%	0	0.000%	-0.001%	-100.000%
1265	Backup & Recovery	Technical Skills	Technical applications	16	170,273	8.244%	11,717	8.431%	0.187%	2.269%
1386	Biometric	Technical Skills	Information mgmt	2	4,803	0.233%	254	0.183%	-0.050%	-21.405%
1353	Blackberry	Technical Skills	Mobile Platforms	2	12,372	0.599%	181	0.130%	-0.469%	-78.257%
336	Borland Delphi	Technical Skills	Business applications	1	1,723	0.083%	50	0.036%	-0.047%	-56.872%
337	Borland JBuilder	Technical Skills	Business applications	1	893	0.043%	2	0.001%	-0.042%	-96.671%
338	Borland Paradox	Technical Skills	Business applications	1	166	0.008%	7	0.005%	-0.003%	-37.329%
1436	Bring Your Own Devices	Technical Skills	Security	1	940	0.046%	234	0.168%	0.123%	269.967%
72	Business Continuity Planning	Technical Skills	Hardware	2	55,455	2.685%	3,381	2.433%	-0.252%	-9.389%
352	Cadence Opus	Technical Skills	Business applications	1	1,197	0.058%	12	0.009%	-0.049%	-85.101%
868	Calculators	Technical Skills	Hardware	1	1,182	0.057%	78	0.056%	-0.001%	-1.926%
39	CASE Tools	Technical Skills	Software development	1	137,908	6.677%	7,704	5.544%	-1.134%	-16.976%
367	Categorization or classification software	Technical Skills	Business applications	1	5,692	0.276%	338	0.243%	-0.032%	-11.748%
1469	CCPA	Technical Skills	Security	1	1,096	0.053%	505	0.363%	0.310%	584.787%
1478	Center for Internet Security	Technical Skills	Security	1	16,543	0.801%	1,378	0.992%	0.191%	23.797%
1441	Certificate management	Technical Skills	Security	1	1,345	0.065%	147	0.106%	0.041%	62.431%
112	Certification	Technical Skills	Misc	3	526,766	25.504%	42,646	30.687%	5.182%	20.319%
78	Cisco	Technical Skills	Hardware	1	232,263	11.245%	4,880	3.511%	-7.734%	-68.774%
1009	Cisco Systems IOS	Technical Skills	Network	1	23,727	1.149%	2,105	1.515%	0.366%	31.851%
40	Client-Server	Technical Skills	Software development	1	39,667	1.921%	611	0.440%	-1.481%	-77.108%
1437	Cloud Access Security Broker	Technical Skills	Security	1	595	0.029%	160	0.115%	0.086%	299.648%
1438	Cloud Configuration Management	Technical Skills	Security	1	1,519	0.074%	150	0.108%	0.034%	46.760%
1445	Cloud Migration	Technical Skills	Security	1	1,962	0.095%	480	0.345%	0.250%	263.594%
1455	cloud security	Technical Skills	Security	1	4,566	0.221%	1,151	0.828%	0.607%	274.640%
1456	Cloud Security Posture Management	Technical Skills	Security	1	101	0.005%	22	0.016%	0.011%	223.725%
1486	Cloud Services	Technical Skills	Security	1	15,206	0.736%	2,750	1.979%	1.243%	168.777%
1011	Cluster server software	Technical Skills	Network	9	25,833	1.251%	975	0.702%	-0.549%	-43.908%
1147	CMAKE	Technical Skills	Software development	1	158	0.008%	19	0.014%	0.006%	78.719%
1151	Compatibility testing	Technical Skills	Software development	1	533	0.026%	26	0.019%	-0.007%	-27.503%
1152	Compilers	Technical Skills	Software development	5	18,563	0.899%	1,813	1.305%	0.406%	45.152%
1255	Compliance software	Technical Skills	Technical applications	4	16,276	0.788%	1,250	0.899%	0.111%	14.140%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	56,205	2.721%	1,090	0.784%	-1.937%	-71.178%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	4	3,425	0.166%	151	0.109%	-0.057%	-34.477%
875	Computer diagnostics	Technical Skills	Hardware	5	89,304	4.324%	8,401	6.045%	1.721%	39.809%
1107	Computer forensics	Technical Skills	Security	1	5,544	0.268%	248	0.178%	-0.090%	-33.518%
1266	Computer Hardware	Technical Skills	Hardware	15	62,626	3.032%	6,265	4.508%	1.476%	48.676%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	35,226	1.706%	84	0.060%	-1.645%	-96.456%
1015	Computer servers	Technical Skills	Network	6	169,160	8.190%	10,096	7.265%	-0.925%	-11.299%
1267	Computer Utilities	Technical Skills	Misc	2	427	0.021%	23	0.017%	-0.004%	-19.948%
1447	Configuration Management Database	Technical Skills	Security	1	5,523	0.267%	447	0.322%	0.054%	20.284%
1448	Container security	Technical Skills	Security	1	128	0.006%	45	0.032%	0.026%	422.489%
1449	Containers	Technical Skills	Security	1	12,065	0.584%	1,825	1.313%	0.729%	124.807%
59	Content Manager	Technical Skills	Business applications	1	1,902	0.092%	61	0.044%	-0.048%	-52.336%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	2,321	0.112%	654	0.471%	0.358%	318.772%
1396	Continuous Improvement	Technical Skills	Software development	1	61,676	2.986%	7,466	5.372%	2.386%	79.906%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	30,146	1.460%	5,344	3.845%	2.386%	163.458%
1453	Control Plane	Technical Skills	Security	1	143	0.007%	41	0.030%	0.023%	326.111%
878	Controllers	Technical Skills	Hardware	3	11,752	0.569%	785	0.565%	-0.004%	-0.727%
1454	Crown Jewels	Technical Skills	Security	1	52	0.003%	5	0.004%	0.001%	42.903%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	2,487	0.120%	168	0.121%	0.000%	0.394%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	6,886	0.333%	166	0.119%	-0.214%	-64.173%
53	Customer Relationship Management	Technical Skills	Business applications	9	131,621	6.373%	4,859	3.496%	-2.876%	-45.135%
1368	Cyber Security	Technical Skills	Information mgmt	3	81,626	3.952%	15,659	11.268%	7.316%	185.108%
1479	Cybersecurity Framework	Technical Skills	Security	2	3,181	0.154%	792	0.570%	0.416%	270.029%
1492	Data Access Governance	Technical Skills	Security	1	383	0.019%	37	0.027%	0.008%	43.575%
953	Data acquisition systems	Technical Skills	Information mgmt	1	7,919	0.383%	630	0.453%	0.070%	18.235%
1434	Data classification	Technical Skills	Security	1	1,823	0.088%	235	0.169%	0.081%	91.582%
955	Data compression software	Technical Skills	Information mgmt	1	2,758	0.134%	144	0.104%	-0.030%	-22.403%
956	Data conversion software	Technical Skills	Information mgmt	1	8,422	0.408%	280	0.201%	-0.206%	-50.590%
958	Data dictionary	Technical Skills	Information mgmt	1	4,531	0.219%	223	0.160%	-0.059%	-26.855%
1495	Data discovery	Technical Skills	Security	1	1,617	0.078%	174	0.125%	0.047%	59.924%
959	Data entry	Technical Skills	Information mgmt	1	185,240	8.969%	1,645	1.184%	-7.785%	-86.802%
1502	Data Loss Prevention	Technical Skills	Security	1	7,664	0.371%	904	0.650%	0.279%	75.302%
962	Data mapping	Technical Skills	Information mgmt	1	9,328	0.452%	514	0.370%	-0.082%	-18.107%
67	Data Mining	Technical Skills	Information mgmt	5	58,846	2.849%	1,624	1.169%	-1.681%	-58.985%
963	Data modeling	Technical Skills	Information mgmt	1	44,773	2.168%	1,881	1.354%	-0.814%	-37.562%
1496	Data retention	Technical Skills	Security	1	1,485	0.072%	135	0.097%	0.025%	35.108%
1494	Data tagging	Technical Skills	Security	1	135	0.007%	7	0.005%	-0.001%	-22.938%
68	Data Warehousing	Technical Skills	Information mgmt	2	74,973	3.630%	3,193	2.298%	-1.332%	-36.705%
69	Database Administration	Technical Skills	Information mgmt	12	103,868	5.029%	4,759	3.424%	-1.605%	-31.906%
969	Database design software	Technical Skills	Information mgmt	16	67,996	3.292%	3,037	2.185%	-1.107%	-33.620%
1268	Database Reporting	Technical Skills	Information mgmt	3	21,488	1.040%	494	0.355%	-0.685%	-65.833%
1269	Database Security	Technical Skills	Information mgmt	2	165	0.008%	11	0.008%	-0.000%	-0.921%
1373	Database Security	Technical Skills	Information mgmt	1	580	0.028%	28	0.020%	-0.008%	-28.253%
1270	Database Servers	Technical Skills	Information mgmt	3	15,229	0.737%	203	0.146%	-0.591%	-80.189%
1271	Database Testing	Technical Skills	Information mgmt	1	1,077	0.052%	44	0.032%	-0.020%	-39.283%
1160	Debugging	Technical Skills	Software development	7	89,728	4.344%	5,395	3.882%	-0.462%	-10.641%
1385	Decryption	Technical Skills	Information mgmt	2	806	0.039%	52	0.037%	-0.002%	-4.117%
1559	Demisto	Technical Skills	Security	1	51	0.002%	18	0.013%	0.010%	424.538%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	5,722	0.277%	110	0.079%	-0.198%	-71.429%
418	Desktop publishing software	Technical Skills	Business applications	13	38,626	1.870%	4,169	3.000%	1.130%	60.408%
1272	Development Environment	Technical Skills	Software development	13	60,476	2.928%	2,284	1.643%	-1.285%	-43.871%
1498	Device Management	Technical Skills	Security	1	5,406	0.262%	789	0.568%	0.306%	116.908%
1273	Digital Imaging	Technical Skills	Hardware	1	448	0.022%	31	0.022%	0.001%	2.839%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,942	0.094%	74	0.053%	-0.041%	-43.369%
1446	Digital Transformation	Technical Skills	Security	1	11,227	0.544%	2,900	2.087%	1.543%	283.892%
1472	DISA	Technical Skills	Security	1	11,865	0.574%	1,158	0.833%	0.259%	45.049%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	4,750	0.230%	242	0.174%	-0.056%	-24.282%
1497	Distributed Denial of Service	Technical Skills	Security	1	1,231	0.060%	130	0.094%	0.034%	56.949%
1504	DMZ	Technical Skills	Network	1	3,178	0.154%	92	0.066%	-0.088%	-56.976%
1451	Docker	Technical Skills	Security	1	10,328	0.500%	2,705	1.946%	1.446%	289.247%
1307	Doctor of Philosophy	Technical Skills	Misc	3	86,730	4.199%	5,695	4.098%	-0.101%	-2.411%
973	Document management software	Technical Skills	Information mgmt	4	22,228	1.076%	1,953	1.405%	0.329%	30.580%
1020	Domain name system (DNS)	Technical Skills	Network	3	57,650	2.791%	3,164	2.277%	-0.515%	-18.434%
61	Dreamweaver	Technical Skills	Software development	1	8,058	0.390%	111	0.080%	-0.310%	-79.528%
54	DSS/GDSS	Technical Skills	Business applications	5	25,416	1.231%	1,173	0.844%	-0.387%	-31.409%
425	Dynamic modeling software	Technical Skills	Business applications	1	60	0.003%	4	0.003%	-0.000%	-0.921%
62	Eclipse	Technical Skills	Software development	1	20,772	1.006%	525	0.378%	-0.628%	-62.437%
1308	Electronic Commerce	Technical Skills	Business applications	2	58,991	2.856%	1,906	1.371%	-1.485%	-51.981%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	15,253	0.739%	714	0.514%	-0.225%	-30.431%
1023	Electronic mail software	Technical Skills	Network	8	33,608	1.627%	1,924	1.384%	-0.243%	-14.918%
1384	Encryption	Technical Skills	Information mgmt	1	145	0.007%	31	0.022%	0.015%	217.737%
1507	Endpoint	Technical Skills	Security	1	10,821	0.524%	1,961	1.411%	0.887%	169.330%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	102,533	4.964%	5,559	4.000%	-0.964%	-19.424%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	126,176	6.109%	4,978	3.582%	-2.527%	-41.366%
1321	Environmental Certification	Technical Skills	Environmental	1	501	0.024%	75	0.054%	0.030%	122.484%
1328	Environmental Cleanup	Technical Skills	Environmental	3	1,459	0.071%	30	0.022%	-0.049%	-69.441%
1329	Environmental Energy	Technical Skills	Environmental	25	8,646	0.419%	962	0.692%	0.274%	65.361%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	7,769	0.376%	703	0.506%	0.130%	34.482%
1327	Environmental Pollution	Technical Skills	Environmental	27	42,013	2.034%	2,505	1.803%	-0.232%	-11.387%
1324	Environmental Pollution Control	Technical Skills	Environmental	10	4,823	0.234%	472	0.340%	0.106%	45.445%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	10	1,587	0.077%	230	0.166%	0.089%	115.390%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	49,483	2.396%	792	0.570%	-1.826%	-76.213%
1331	Environmental Science	Technical Skills	Environmental	2	240	0.012%	6	0.004%	-0.007%	-62.845%
1322	Environmental Technology	Technical Skills	Environmental	2	440	0.021%	39	0.028%	0.007%	31.731%
1470	EPRI	Technical Skills	Security	1	89	0.004%	7	0.005%	0.001%	16.891%
1551	Exabeam	Technical Skills	Security	1	61	0.003%	22	0.016%	0.013%	436.003%
461	Expert system software	Technical Skills	Business applications	1	729	0.035%	36	0.026%	-0.009%	-26.608%
1359	Facebook	Technical Skills	Social Networking	1	156,002	7.553%	1,426	1.026%	-6.527%	-86.415%
463	Facilities management software	Technical Skills	Business applications	4	13,362	0.647%	1,661	1.195%	0.548%	84.745%
1476	FedRAMP	Technical Skills	Security	1	2,665	0.129%	473	0.340%	0.211%	163.778%
1467	FINRA	Technical Skills	Security	1	1,504	0.073%	210	0.151%	0.078%	107.513%
1556	FireEye	Technical Skills	Security	1	1,513	0.073%	88	0.063%	-0.010%	-13.559%
1464	FISMA	Technical Skills	Security	1	11,313	0.548%	836	0.602%	0.054%	9.825%
468	Flight control software	Technical Skills	Business applications	1	259	0.013%	16	0.012%	-0.001%	-8.189%
1508	Flow analysis	Technical Skills	Security	1	2,917	0.141%	155	0.112%	-0.030%	-21.029%
469	Flowchart software	Technical Skills	Business applications	5	5,617	0.272%	297	0.214%	-0.058%	-21.417%
1367	Forensic	Technical Skills	Information mgmt	2	57,518	2.785%	1,997	1.437%	-1.348%	-48.400%
1552	Fortinet	Technical Skills	Security	1	2,046	0.099%	246	0.177%	0.078%	78.692%
1112	Fraud Detection	Technical Skills	Security	1	11,423	0.553%	1,101	0.792%	0.239%	43.246%
63	FrontPage	Technical Skills	Software development	1	915	0.044%	4	0.003%	-0.041%	-93.503%
475	Fund accounting software	Technical Skills	Business applications	1	836	0.040%	70	0.050%	0.010%	24.442%
1260	Gaming	Technical Skills	Misc	2	35,855	1.736%	2,281	1.641%	-0.095%	-5.452%
1468	GDPR	Technical Skills	Security	1	2,586	0.125%	741	0.533%	0.408%	325.857%
113	Generic databases	Technical Skills	Information mgmt	2	218,722	10.590%	13,703	9.860%	-0.730%	-6.890%
1365	Google Apps	Technical Skills	Business applications	4	4,476	0.217%	534	0.384%	0.168%	77.307%
1364	Google Plus	Technical Skills	Social Networking	1	39	0.002%	1	0.001%	-0.001%	-61.893%
1512	Governance	Technical Skills	Security	1	89,070	4.313%	10,646	7.661%	3.348%	77.635%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	139,540	6.756%	6,788	4.884%	-1.872%	-27.703%
484	Graphic software	Technical Skills	Business applications	16	166,147	8.044%	6,694	4.817%	-3.228%	-40.122%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	16,487	0.798%	278	0.200%	-0.598%	-74.940%
1323	Green IT	Technical Skills	Environmental	9	4,328	0.210%	125	0.090%	-0.120%	-57.076%
893	Guidance systems	Technical Skills	Hardware	1	100	0.005%	3	0.002%	-0.003%	-55.414%
1371	Hacking	Technical Skills	Information mgmt	5	11,138	0.539%	778	0.560%	0.021%	3.812%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	250	0.012%	40	0.029%	0.017%	137.791%
1277	Hardware Design	Technical Skills	Hardware	21	9,624	0.466%	572	0.412%	-0.054%	-11.669%
1278	Hardware Testing	Technical Skills	Hardware	4	2,691	0.130%	211	0.152%	0.022%	16.531%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,512	0.073%	184	0.132%	0.059%	80.859%
492	Helpdesk or call center	Technical Skills	Business applications	2	179,541	8.693%	8,756	6.301%	-2.392%	-27.520%
1465	HIPAA	Technical Skills	Security	1	33,256	1.610%	3,087	2.221%	0.611%	37.956%
1473	HITRUST	Technical Skills	Security	1	2,003	0.097%	355	0.255%	0.158%	163.404%
1377	Homeland Security	Technical Skills	Information mgmt	1	86,475	4.187%	2,467	1.775%	-2.412%	-57.601%
1487	IaaS	Technical Skills	Security	1	7,630	0.369%	1,392	1.002%	0.632%	171.137%
114	IBM databases	Technical Skills	Information mgmt	2	35,728	1.730%	834	0.600%	-1.130%	-65.308%
121	IBM operating systems	Technical Skills	Business applications	4	33,229	1.609%	550	0.396%	-1.213%	-75.401%
1513	Identity Access Management	Technical Skills	Security	2	21,719	1.052%	2,921	2.102%	1.050%	99.879%
1511	Identity Governance and Administration	Technical Skills	Security	1	304	0.015%	103	0.074%	0.059%	403.545%
898	Image capture devices	Technical Skills	Hardware	9	12,700	0.615%	1,359	0.978%	0.363%	59.034%
524	Industrial control software	Technical Skills	Business applications	3	8,747	0.424%	1,342	0.966%	0.542%	128.017%
1485	Industrial Control Systems	Technical Skills	Security	1	5,232	0.253%	717	0.516%	0.263%	103.669%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	21,780	1.055%	1,528	1.100%	0.045%	4.265%
1375	Information Security	Technical Skills	Information mgmt	3	123,349	5.972%	12,967	9.331%	3.358%	56.235%
899	Infrared	Technical Skills	Hardware	1	3,543	0.172%	63	0.045%	-0.126%	-73.573%
1491	Infrastructure as Code	Technical Skills	Security	1	3,335	0.161%	971	0.699%	0.537%	332.711%
1180	Installation	Technical Skills	Software development	1	179,389	8.685%	11,573	8.328%	-0.358%	-4.121%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	344	0.017%	23	0.017%	-0.000%	-0.633%
536	Internet browser software	Technical Skills	Business applications	4	9,833	0.476%	521	0.375%	-0.101%	-21.254%
1483	Internet of Things	Technical Skills	Security	1	6,013	0.291%	1,330	0.957%	0.666%	228.727%
1578	Internet proxy	Technical Skills	Security	1	275	0.013%	7	0.005%	-0.008%	-62.170%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	25,878	1.253%	1,501	1.080%	-0.173%	-13.797%
541	Inventory management software	Technical Skills	Business applications	3	12,848	0.622%	1,184	0.852%	0.230%	36.959%
1463	ISO 22301	Technical Skills	Security	1	76	0.004%	17	0.012%	0.009%	232.437%
1459	ISO 27000	Technical Skills	Security	1	1,620	0.078%	142	0.102%	0.024%	30.271%
1460	ISO 27001	Technical Skills	Security	1	8,607	0.417%	1,134	0.816%	0.399%	95.810%
1461	ISO 27002	Technical Skills	Security	1	1,086	0.053%	51	0.037%	-0.016%	-30.207%
1414	ISO 9000	Technical Skills	Software development	1	1,924	0.093%	36	0.026%	-0.067%	-72.192%
73	IT Architecture/Standards	Technical Skills	Hardware	2	23,735	1.149%	1,579	1.136%	-0.013%	-1.129%
1515	IT Service Management	Technical Skills	Security	1	22,912	1.109%	2,499	1.798%	0.689%	62.098%
1481	ITIL	Technical Skills	Security	1	85,558	4.142%	6,296	4.530%	0.388%	9.365%
1357	Java ME	Technical Skills	Mobile Platforms	2	406	0.020%	0	0.000%	-0.020%	-100.000%
1035	Kernel	Technical Skills	Network	1	5,449	0.264%	98	0.071%	-0.193%	-73.271%
1442	Key management	Technical Skills	Security	1	4,651	0.225%	321	0.231%	0.006%	2.573%
1450	Kubernetes	Technical Skills	Security	1	6,800	0.329%	2,398	1.726%	1.396%	424.101%
1279	Laser tools	Technical Skills	Hardware	1	27	0.001%	4	0.003%	0.002%	120.176%
907	Lasers	Technical Skills	Hardware	1	584	0.028%	43	0.031%	0.003%	9.428%
1516	Least Privilege	Technical Skills	Security	1	683	0.033%	153	0.110%	0.077%	232.924%
1038	License management software	Technical Skills	Network	1	1,855	0.090%	173	0.124%	0.035%	38.604%
1361	LinkedIn	Technical Skills	Social Networking	1	21,634	1.047%	1,843	1.326%	0.279%	26.609%
1544	LogRhythm	Technical Skills	Security	1	538	0.026%	57	0.041%	0.015%	57.459%
908	Mainframe computers	Technical Skills	Hardware	2	74,837	3.623%	1,346	0.969%	-2.655%	-73.270%
124	Mainframe operating systems	Technical Skills	Business applications	8	27,769	1.344%	954	0.686%	-0.658%	-48.942%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	38,108	1.845%	1,457	1.048%	-0.797%	-43.178%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	10,659	0.516%	671	0.483%	-0.033%	-6.442%
1549	McAfee Enterprise Security	Technical Skills	Security	1	113	0.005%	2	0.001%	-0.004%	-73.696%
1281	Medical software	Technical Skills	Business applications	9	18,943	0.917%	1,395	1.004%	0.087%	9.446%
1452	Mesos	Technical Skills	Security	1	369	0.018%	22	0.016%	-0.002%	-11.392%
1517	Metadata analysis	Technical Skills	Security	1	250	0.012%	18	0.013%	0.001%	7.006%
1555	Micro Focus	Technical Skills	Security	1	1,104	0.053%	82	0.059%	0.006%	10.387%
1433	Micro-segmentation	Technical Skills	Security	1	143	0.007%	40	0.029%	0.022%	315.718%
115	Microsoft databases	Technical Skills	Information mgmt	5	192,519	9.321%	6,782	4.880%	-4.441%	-47.645%
119	Microsoft operating systems	Technical Skills	Business applications	4	326,439	15.805%	17,469	12.570%	-3.235%	-20.468%
1518	MITRE	Technical Skills	Security	1	4,150	0.201%	248	0.178%	-0.022%	-11.187%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	4,465	0.216%	203	0.146%	-0.070%	-32.431%
1581	Mobile security	Technical Skills	Security	2	1,214	0.059%	106	0.076%	0.017%	29.766%
1431	Multi-Factor Authentication	Technical Skills	Security	3	3,307	0.160%	685	0.493%	0.333%	207.844%
625	Multimedia	Technical Skills	Business applications	1	128,814	6.237%	964	0.694%	-5.543%	-88.878%
1362	MySpace	Technical Skills	Social Networking	1	695	0.034%	0	0.000%	-0.034%	-100.000%
1471	NERC	Technical Skills	Security	1	3,261	0.158%	349	0.251%	0.093%	59.056%
1548	NetWitness	Technical Skills	Security	1	458	0.022%	37	0.027%	0.004%	20.063%
1499	Network Access Control	Technical Skills	Security	2	5,864	0.284%	346	0.249%	-0.035%	-12.309%
74	Network administration	Technical Skills	Hardware	17	377,256	18.266%	120,433	86.660%	68.394%	374.443%
1282	Network Administration software	Technical Skills	Network	18	119,263	5.774%	8,298	5.971%	0.197%	3.405%
1519	Network discovery	Technical Skills	Security	1	369	0.018%	48	0.035%	0.017%	93.326%
1283	Network Hardware	Technical Skills	Network	11	76,415	3.700%	4,195	3.019%	-0.681%	-18.412%
1284	Network Monitoring software	Technical Skills	Network	15	47,698	2.309%	2,931	2.109%	-0.200%	-8.675%
1059	Network operation system software (NOS)	Technical Skills	Network	2	3,443	0.167%	90	0.065%	-0.102%	-61.151%
1122	Network security	Technical Skills	Security	1	62,369	3.020%	3,939	2.834%	-0.185%	-6.138%
1369	Network Security	Technical Skills	Information mgmt	1	9,677	0.469%	441	0.317%	-0.151%	-32.271%
1285	Network Security software	Technical Skills	Security	37	169,025	8.184%	13,534	9.739%	1.555%	19.001%
1503	Network Segmentation	Technical Skills	Network	1	842	0.041%	128	0.092%	0.051%	125.929%
1286	Network software	Technical Skills	Network	6	191,045	9.250%	119,884	86.265%	77.015%	832.610%
1287	Network Testing	Technical Skills	Network	11	35,101	1.699%	1,444	1.039%	-0.660%	-38.860%
1521	Next Generation Firewall	Technical Skills	Security	2	953	0.046%	149	0.107%	0.061%	132.364%
1458	NIST	Technical Skills	Security	1	31,858	1.542%	4,049	2.914%	1.371%	88.888%
1065	Novell network software	Technical Skills	Network	2	2,002	0.097%	31	0.022%	-0.075%	-76.987%
643	Oberon	Technical Skills	Business applications	1	195	0.009%	0	0.000%	-0.009%	-100.000%
1413	Object Oriented Design	Technical Skills	Software development	2	20,241	0.980%	192	0.138%	-0.842%	-85.902%
41	Object Oriented Programming	Technical Skills	Software development	5	102,434	4.960%	2,682	1.930%	-3.030%	-61.087%
1288	Office Applications	Technical Skills	Business applications	13	379,958	18.396%	25,982	18.696%	0.299%	1.628%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	12,382	0.599%	214	0.154%	-0.446%	-74.314%
116	Open-source databases	Technical Skills	Information mgmt	4	54,446	2.636%	2,683	1.931%	-0.706%	-26.763%
118	Open-source operating systems	Technical Skills	Business applications	8	190,865	9.241%	9,775	7.034%	-2.207%	-23.886%
56	Operating Systems	Technical Skills	Business applications	3	164,926	7.985%	12,518	9.008%	1.022%	12.803%
1482	Operational Technology	Technical Skills	Security	1	5,645	0.273%	774	0.557%	0.284%	103.775%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,502	0.073%	147	0.106%	0.033%	45.453%
117	Oracle databases	Technical Skills	Information mgmt	1	276,224	13.374%	7,637	5.495%	-7.879%	-58.910%
1529	Orchestration & Automation	Technical Skills	Security	1	298	0.014%	53	0.038%	0.024%	164.323%
1488	PaaS	Technical Skills	Security	1	7,891	0.382%	1,463	1.053%	0.671%	175.541%
1354	Palm OS	Technical Skills	Mobile Platforms	3	289	0.014%	0	0.000%	-0.014%	-100.000%
1522	Panorama	Technical Skills	Security	1	467	0.023%	77	0.055%	0.033%	145.046%
1466	Payment Card Industry	Technical Skills	Security	1	24,145	1.169%	2,110	1.518%	0.349%	29.876%
1376	Penetration Testing	Technical Skills	Information mgmt	5	82,302	3.985%	7,873	5.665%	1.680%	42.169%
1527	Personal Healthcare Information	Technical Skills	Security	1	3,190	0.154%	449	0.323%	0.169%	109.185%
1528	Personally Identifiable Information	Technical Skills	Security	1	3,499	0.169%	530	0.381%	0.212%	125.116%
1289	Physical Tools	Technical Skills	Hardware	1	172	0.008%	22	0.016%	0.008%	90.094%
683	Point of sale (POS)	Technical Skills	Business applications	3	11,349	0.549%	973	0.700%	0.151%	27.418%
1525	Policy Decision Point	Technical Skills	Security	1	642	0.031%	31	0.022%	-0.009%	-28.237%
1526	Policy Enforcement Point	Technical Skills	Security	1	530	0.026%	29	0.021%	-0.005%	-18.680%
686	Polka	Technical Skills	Business applications	1	137	0.007%	15	0.011%	0.004%	62.722%
931	Printers	Technical Skills	Hardware	4	34,319	1.662%	4,187	3.013%	1.351%	81.319%
1430	Privileged Account Management	Technical Skills	Security	2	44,361	2.148%	394	0.284%	-1.864%	-86.800%
43	Programming	Technical Skills	Software development	1	316,045	15.302%	17,565	12.639%	-2.663%	-17.401%
700	Provisioning	Technical Skills	Business applications	1	29,731	1.439%	2,480	1.785%	0.345%	23.970%
1545	QRadar	Technical Skills	Security	1	1,238	0.060%	85	0.061%	0.001%	2.041%
1531	Quality of Service	Technical Skills	Security	1	15,981	0.774%	976	0.702%	-0.071%	-9.235%
1405	Rapid Application Development	Technical Skills	Software development	2	7,344	0.356%	104	0.075%	-0.281%	-78.954%
1553	Rapid7	Technical Skills	Security	1	504	0.024%	76	0.055%	0.030%	124.108%
1258	Rate Control	Technical Skills	Technical applications	1	24	0.001%	1	0.001%	-0.000%	-38.075%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	14,240	0.689%	99	0.071%	-0.618%	-89.668%
1077	Remote control software	Technical Skills	Network	2	3,284	0.159%	297	0.214%	0.055%	34.409%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	1,110	0.054%	30	0.022%	-0.032%	-59.833%
1379	Risk Analysis	Technical Skills	Information mgmt	1	15,308	0.741%	1,212	0.872%	0.131%	17.668%
1262	Robotics	Technical Skills	Hardware	3	8,117	0.393%	1,180	0.849%	0.456%	116.053%
1532	Role-Based Access Control	Technical Skills	Security	3	2,868	0.139%	306	0.220%	0.081%	58.568%
1318	RSA	Technical Skills	Security	1	6,775	0.328%	277	0.199%	-0.129%	-39.236%
1489	SaaS	Technical Skills	Security	1	23,889	1.157%	2,986	2.149%	0.992%	85.766%
1429	SASE	Technical Skills	Security	2	352	0.017%	140	0.101%	0.084%	491.099%
1533	SCCM	Technical Skills	Security	1	13,924	0.674%	1,520	1.094%	0.420%	62.239%
44	SDLC	Technical Skills	Software development	7	196,745	9.526%	10,628	7.648%	-1.878%	-19.717%
1500	SecOps	Technical Skills	Security	2	4,491	0.217%	1,617	1.164%	0.946%	435.108%
1537	Secure SDLC	Technical Skills	Security	1	6,146	0.298%	56	0.040%	-0.257%	-86.458%
1132	Secure shell (SSH)	Technical Skills	Security	1	136	0.007%	0	0.000%	-0.007%	-100.000%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	21,204	1.027%	864	0.622%	-0.405%	-39.442%
1569	Secure Web Gateway	Technical Skills	Security	1	2,860	0.138%	12	0.009%	-0.130%	-93.764%
76	Security	Technical Skills	Hardware	4	1,359,871	65.841%	58,350	41.987%	-23.854%	-36.230%
1382	Security Audit	Technical Skills	Information mgmt	1	2,553	0.124%	181	0.130%	0.007%	5.366%
1315	Security Clearance	Technical Skills	Misc	2	210,674	10.200%	14,495	10.430%	0.230%	2.254%
1477	Security Frameworks	Technical Skills	Security	1	5,525	0.268%	785	0.565%	0.297%	111.160%
1540	Security Information and Event Management	Technical Skills	Security	1	12,314	0.596%	1,647	1.185%	0.589%	98.778%
1584	Security Information Management	Technical Skills	Security	1	3,025	0.146%	103	0.074%	-0.072%	-49.396%
1567	Security Operations Center	Technical Skills	Security	1	14,368	0.696%	1,968	1.416%	0.720%	103.565%
1381	Security Plan	Technical Skills	Information mgmt	1	3,829	0.185%	412	0.296%	0.111%	59.914%
1380	Security Policy	Technical Skills	Information mgmt	2	49,945	2.418%	4,733	3.406%	0.988%	40.838%
1457	Security Standards	Technical Skills	Security	1	23,641	1.145%	2,533	1.823%	0.678%	59.237%
1135	Security testing software	Technical Skills	Security	1	6,462	0.313%	550	0.396%	0.083%	26.494%
1550	Securonix	Technical Skills	Security	1	42	0.002%	3	0.002%	0.000%	6.156%
1538	Segmentation	Technical Skills	Security	1	5,541	0.268%	631	0.454%	0.186%	69.245%
60	Sharepoint Server	Technical Skills	Business applications	1	5,648	0.273%	62	0.045%	-0.229%	-83.686%
1084	Signal generators	Technical Skills	Network	1	430	0.021%	26	0.019%	-0.002%	-10.137%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	12,374	0.599%	290	0.209%	-0.390%	-65.169%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	40,052	1.939%	1,810	1.302%	-0.637%	-32.837%
1220	Simulation software	Technical Skills	Software development	5	25,447	1.232%	1,874	1.348%	0.116%	9.448%
1568	Single Sign-On	Technical Skills	Security	3	12,107	0.586%	1,124	0.809%	0.223%	37.976%
1558	SOAR	Technical Skills	Security	1	1,262	0.061%	383	0.276%	0.214%	351.039%
1475	SOC 2	Technical Skills	Security	1	2,411	0.117%	463	0.333%	0.216%	185.403%
1366	Social Network	Technical Skills	Social Networking	1	3,419	0.166%	82	0.059%	-0.107%	-64.356%
1358	Social Networking	Technical Skills	Social Networking	1	11,689	0.566%	147	0.106%	-0.460%	-81.310%
1534	Software Defined Network	Technical Skills	Security	2	1,738	0.084%	205	0.148%	0.063%	75.299%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	1,377	0.067%	475	0.342%	0.275%	412.666%
42	Software Development	Technical Skills	Software development	2	435,021	21.062%	16,581	11.931%	-9.131%	-43.353%
1291	Software Development software	Technical Skills	Software development	3	2,593	0.126%	43	0.031%	-0.095%	-75.354%
1309	Software Engineering	Technical Skills	Software development	1	245,974	11.909%	9,435	6.789%	-5.120%	-42.993%
1292	Software Installation	Technical Skills	Software development	4	211,618	10.246%	15,473	11.134%	0.888%	8.667%
1223	Software libraries	Technical Skills	Software development	1	301	0.015%	27	0.019%	0.005%	33.313%
1293	Software Maintenance	Technical Skills	Software development	1	7,913	0.383%	298	0.214%	-0.169%	-44.031%
1294	Software Testing	Technical Skills	Software development	14	175,194	8.482%	12,539	9.023%	0.540%	6.370%
1225	Source code management (SCM)	Technical Skills	Software development	5	44,253	2.143%	2,914	2.097%	-0.046%	-2.136%
1541	Splunk	Technical Skills	Security	1	12,274	0.594%	1,843	1.326%	0.732%	123.159%
1229	Static analysis software	Technical Skills	Software development	1	835	0.040%	30	0.022%	-0.019%	-46.604%
772	Statistical analysis software	Technical Skills	Business applications	27	169,403	8.202%	11,526	8.294%	0.092%	1.119%
774	Statistical software	Technical Skills	Business applications	1	62,918	3.046%	6,496	4.674%	1.628%	53.442%
1230	Stress testing software	Technical Skills	Software development	1	3,026	0.147%	166	0.119%	-0.027%	-18.471%
1547	sumo logic	Technical Skills	Security	1	227	0.011%	58	0.042%	0.031%	279.732%
122	Sun operating systems	Technical Skills	Business applications	3	51,655	2.501%	950	0.684%	-1.817%	-72.667%
939	Surveillance systems	Technical Skills	Hardware	5	23,757	1.150%	1,745	1.256%	0.105%	9.164%
1564	Swimlane	Technical Skills	Security	1	101	0.005%	5	0.004%	-0.001%	-26.426%
791	Symantec software	Technical Skills	Business applications	1	13,213	0.640%	308	0.222%	-0.418%	-65.356%
1355	Symbian	Technical Skills	Mobile Platforms	1	21	0.001%	0	0.000%	-0.001%	-100.000%
1310	System Administration	Technical Skills	Network	4	133,619	6.469%	9,237	6.647%	0.177%	2.739%
45	System Testing	Technical Skills	Software development	5	32,658	1.581%	2,058	1.481%	-0.100%	-6.345%
46	Systems Analysis	Technical Skills	Software development	8	160,678	7.780%	9,328	6.712%	-1.067%	-13.721%
47	Systems Design	Technical Skills	Software development	1	25,290	1.224%	1,581	1.138%	-0.087%	-7.091%
1233	Systems Evaluation	Technical Skills	Software development	1	685	0.033%	46	0.033%	-0.000%	-0.197%
1234	Systems integration	Technical Skills	Software development	8	108,864	5.271%	2,376	1.710%	-3.561%	-67.563%
75	TCP/IP	Technical Skills	Hardware	3	79,104	3.830%	3,815	2.745%	-1.085%	-28.325%
1235	Technology Design	Technical Skills	Software development	1	2,554	0.124%	204	0.147%	0.023%	18.709%
1236	Templates	Technical Skills	Software development	1	34,258	1.659%	2,545	1.831%	0.173%	10.408%
1239	Test implementation	Technical Skills	Software development	1	812	0.039%	97	0.070%	0.030%	77.538%
1302	Testing	Technical Skills	Software development	1	526,399	25.487%	36,299	26.120%	0.633%	2.484%
1435	Threat Intelligence	Technical Skills	Security	1	4,537	0.220%	694	0.499%	0.280%	127.334%
1561	ThreatConnect	Technical Skills	Security	1	87	0.004%	16	0.012%	0.007%	173.322%
1571	Traffic Analysis	Technical Skills	Security	1	2,766	0.134%	160	0.115%	-0.019%	-14.031%
1570	Traffic Capture	Technical Skills	Security	1	95	0.005%	3	0.002%	-0.002%	-53.068%
1297	Training software	Technical Skills	Business applications	3	3,334	0.161%	237	0.171%	0.009%	5.647%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,596	0.126%	71	0.051%	-0.075%	-59.353%
1360	Twitter	Technical Skills	Social Networking	1	31,271	1.514%	1,168	0.840%	-0.674%	-44.489%
1411	Unified Process	Technical Skills	Software development	1	3,448	0.167%	18	0.013%	-0.154%	-92.241%
123	UNIX operating systems	Technical Skills	Business applications	5	210,568	10.195%	4,206	3.027%	-7.169%	-70.314%
1298	UNIX Shells	Technical Skills	Business applications	4	37,862	1.833%	1,439	1.035%	-0.798%	-43.515%
1410	Use Case	Technical Skills	Software development	1	12,655	0.613%	542	0.390%	-0.223%	-36.348%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	97	0.005%	25	0.018%	0.013%	283.039%
1572	User Behavior Analytics	Technical Skills	Security	1	209	0.010%	35	0.025%	0.015%	148.884%
48	User-Interface Design	Technical Skills	Software development	2	106,397	5.151%	3,427	2.466%	-2.685%	-52.130%
836	Video creation and editing software	Technical Skills	Business applications	3	2,571	0.124%	160	0.115%	-0.009%	-7.510%
1574	Virtual Machine	Technical Skills	Security	1	10,834	0.525%	855	0.615%	0.091%	17.288%
840	Visual Color Discrimination	Technical Skills	Business applications	2	190	0.009%	45	0.032%	0.023%	251.993%
64	Visual Studio	Technical Skills	Software development	1	39,855	1.930%	1,237	0.890%	-1.040%	-53.872%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,894	0.140%	65	0.047%	-0.093%	-66.620%
77	Voice/Data Telecom	Technical Skills	Hardware	10	205,091	9.930%	9,471	6.815%	-3.115%	-31.368%
1575	Vulnerability Management	Technical Skills	Security	1	12,538	0.607%	1,458	1.049%	0.442%	72.824%
1583	Vulnerability Testing	Technical Skills	Security	1	2,304	0.112%	189	0.136%	0.024%	21.914%
1577	Web Application Firewall	Technical Skills	Security	1	1,880	0.091%	214	0.154%	0.063%	69.173%
1299	Web Application Server	Technical Skills	Business applications	8	60,302	2.920%	815	0.586%	-2.333%	-79.914%
1248	Web platform development software	Technical Skills	Software development	5	3,100	0.150%	18	0.013%	-0.137%	-91.371%
65	web programmer	Technical Skills	Software development	4	63,009	3.051%	1,083	0.779%	-2.271%	-74.455%
1579	Web proxy	Technical Skills	Security	1	958	0.046%	53	0.038%	-0.008%	-17.779%
58	Web servers	Technical Skills	Business applications	6	97,486	4.720%	2,609	1.877%	-2.843%	-60.225%
49	Web-based Application Development	Technical Skills	Software development	2	62,285	3.016%	1,914	1.377%	-1.638%	-54.330%
1356	Windows CE	Technical Skills	Mobile Platforms	4	4,411	0.214%	27	0.019%	-0.194%	-90.903%
1102	Wireless	Technical Skills	Network	5	68,858	3.334%	5,115	3.681%	0.347%	10.399%
1363	YouTube	Technical Skills	Social Networking	2	4,069	0.197%	641	0.461%	0.264%	134.123%
1524	Zero Trust	Technical Skills	Security	2	518	0.025%	271	0.195%	0.170%	677.525%
79	.NET	Programming Skills	Current	1	163,788	7.930%	3,878	2.790%	-5.140%	-64.812%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	47	0.002%	1	0.001%	-0.002%	-68.379%
209	A programming language (APL)	Programming Skills	Legacy	2	2,442	0.118%	143	0.103%	-0.015%	-12.971%
99	Ada	Programming Skills	Legacy	1	14,352	0.695%	2,504	1.802%	1.107%	159.296%
80	AJAX	Programming Skills	Current	1	51,574	2.497%	547	0.394%	-2.103%	-84.237%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	68	0.003%	2	0.001%	-0.002%	-56.289%
192	Apple AppleScript	Programming Skills	Current	1	189	0.009%	7	0.005%	-0.004%	-44.956%
81	ASP	Programming Skills	Current	2	88,630	4.291%	1,996	1.436%	-2.855%	-66.530%
108	Assembly	Programming Skills	Legacy	2	1,801	0.087%	10	0.007%	-0.080%	-91.748%
211	AWK	Programming Skills	Legacy	1	1,741	0.084%	21	0.015%	-0.069%	-82.074%
83	C#	Programming Skills	Current	2	144,170	6.980%	4,062	2.923%	-4.057%	-58.126%
82	C/C++	Programming Skills	Current	3	323,166	15.647%	111,275	80.070%	64.423%	411.737%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	86,510	4.189%	3,722	2.678%	-1.510%	-36.058%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	520	0.025%	9	0.006%	-0.019%	-74.277%
84	CGI	Programming Skills	Current	2	15,299	0.741%	102	0.073%	-0.667%	-90.091%
217	Clipper	Programming Skills	Legacy	1	161	0.008%	7	0.005%	-0.003%	-35.383%
218	CLU	Programming Skills	Legacy	1	190	0.009%	3	0.002%	-0.007%	-76.534%
100	Cobol	Programming Skills	Legacy	1	11,949	0.579%	326	0.235%	-0.344%	-59.453%
85	ColdFusion	Programming Skills	Current	2	8,344	0.404%	146	0.105%	-0.299%	-73.995%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	201	0.010%	20	0.014%	0.005%	47.880%
195	Component object model (COM)	Programming Skills	Current	1	58	0.003%	1	0.001%	-0.002%	-74.376%
125	Database programming	Programming Skills	Current	3	24,292	1.176%	537	0.386%	-0.790%	-67.146%
1501	DevOps	Programming Skills	Misc	1	26,271	1.272%	6,312	4.542%	3.270%	257.080%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,037	0.050%	21	0.015%	-0.035%	-69.904%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	52,407	2.537%	47,586	34.241%	31.704%	1,249.474%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	2,663	0.129%	175	0.126%	-0.003%	-2.334%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	9,678	0.469%	140	0.101%	-0.368%	-78.501%
109	Forth	Programming Skills	Legacy	1	12,979	0.628%	2,415	1.738%	1.109%	176.535%
102	Fortran	Programming Skills	Legacy	1	1,464	0.071%	85	0.061%	-0.010%	-13.712%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	237,593	11.504%	7,101	5.110%	-6.394%	-55.582%
222	J	Programming Skills	Legacy	1	8,329	0.403%	587	0.422%	0.019%	4.742%
87	Java/J2EE/J2P	Programming Skills	Current	4	271,012	13.122%	8,993	6.471%	-6.651%	-50.684%
97	JavaScript	Programming Skills	Current	3	131,564	6.370%	6,471	4.656%	-1.714%	-26.901%
89	JavaServer Faces	Programming Skills	Current	3	10,019	0.485%	190	0.137%	-0.348%	-71.816%
88	JavaServer Pages	Programming Skills	Current	3	37,655	1.823%	368	0.265%	-1.558%	-85.476%
223	Job control language (JCL)	Programming Skills	Legacy	2	9,583	0.464%	211	0.152%	-0.312%	-67.277%
126	LAMP	Programming Skills	Current	1	10,625	0.514%	115	0.083%	-0.432%	-83.914%
104	Lisp	Programming Skills	Legacy	1	608	0.029%	40	0.029%	-0.001%	-2.224%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	1,045	0.051%	135	0.097%	0.047%	91.996%
201	Microsoft ActiveX	Programming Skills	Current	1	1,024	0.050%	11	0.008%	-0.042%	-84.035%
107	Pascal	Programming Skills	Legacy	1	464	0.022%	8	0.006%	-0.017%	-74.376%
90	Perl	Programming Skills	Current	1	64,049	3.101%	1,906	1.371%	-1.730%	-55.773%
91	PHP	Programming Skills	Current	1	43,966	2.129%	1,638	1.179%	-0.950%	-44.630%
103	PL/1	Programming Skills	Legacy	3	354	0.017%	15	0.011%	-0.006%	-37.026%
105	Prolog	Programming Skills	Legacy	1	793	0.038%	26	0.019%	-0.020%	-51.272%
95	Python	Programming Skills	Current	1	68,105	3.297%	9,577	6.891%	3.594%	108.990%
227	R	Programming Skills	Current	1	244,290	11.828%	117,633	84.645%	72.817%	615.646%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	15,338	0.743%	34	0.024%	-0.718%	-96.706%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	22,576	1.093%	1,208	0.869%	-0.224%	-20.477%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	313	0.015%	12	0.009%	-0.007%	-43.021%
206	Scripting languages	Programming Skills	Current	1	23,639	1.145%	2,008	1.445%	0.300%	26.244%
101	Smalltalk	Programming Skills	Legacy	1	190	0.009%	1	0.001%	-0.008%	-92.178%
92	SQL	Programming Skills	Current	3	430,906	20.863%	17,633	12.688%	-8.175%	-39.184%
110	TCL	Programming Skills	Legacy	1	2,403	0.116%	61	0.044%	-0.072%	-62.273%
98	Unified Modeling Language	Programming Skills	Current	2	30,659	1.484%	432	0.311%	-1.174%	-79.059%
93	Visual Basic	Programming Skills	Current	6	82,175	3.979%	2,078	1.495%	-2.483%	-62.418%
207	Web service definition language (WSDL)	Programming Skills	Current	2	8,541	0.414%	182	0.131%	-0.283%	-68.331%
94	XML	Programming Skills	Current	2	128,263	6.210%	3,010	2.166%	-4.044%	-65.123%
1342	Computer Science	Majors	Computer Science	2	688,913	33.355%	50,024	35.996%	2.641%	7.917%
1344	Information Technology	Majors	Information Technology	3	1,900,695	92.026%	109,089	78.497%	-13.529%	-14.701%
1343	Management Information Systems	Majors	Management Information Systems	9	438,622	21.237%	37,644	27.087%	5.851%	27.550%

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