Skill Frequencies: April, 2007 through 2023-09-17: DOGS-IT.org


	DOGS-IT.org Skill Frequencies: April, 2007 through 2023-09-17

All Degrees

All Degree Programs	2023-09-17	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%	2,519	0.668%	0.283%	73.283%
2	Attention to Details	Soft Skills	Problem-solving skills	2	22,150	0.372%	1,494	0.396%	0.024%	6.466%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	38,327	0.644%	3,419	0.907%	0.263%	40.808%
231	Cooperation	Soft Skills	Interpersonal skills	1	51,753	0.870%	3,661	0.971%	0.101%	11.660%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	30,188	0.507%	2,823	0.749%	0.242%	47.608%
3	Creativity	Soft Skills	Problem-solving skills	4	202,960	3.412%	15,039	3.991%	0.579%	16.961%
4	Critical thinking	Soft Skills	Problem-solving skills	3	113,113	1.901%	14,501	3.848%	1.946%	102.358%
1300	Flexibility	Soft Skills	Work ethic	1	283,643	4.768%	25,616	6.797%	2.029%	42.552%
232	Independence	Soft Skills	Interpersonal skills	1	37,492	0.630%	3,428	0.910%	0.279%	44.323%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	755,361	12.698%	50,102	13.294%	0.596%	4.697%
256	Innovation	Soft Skills	Problem-solving skills	1	557,091	9.365%	52,181	13.846%	4.481%	47.850%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	633,377	10.647%	48,989	12.999%	2.352%	22.087%
1422	Internship	Soft Skills	Work ethic	3	146,618	2.465%	6,089	1.616%	-0.849%	-34.447%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	5,170	0.087%	637	0.169%	0.082%	94.484%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	458,889	7.714%	41,698	11.064%	3.350%	43.430%
10	Leadership	Soft Skills	Interpersonal skills	1	1,310,968	22.038%	96,173	25.519%	3.481%	15.796%
258	Learning	Soft Skills	Problem-solving skills	1	627,792	10.553%	64,324	17.068%	6.515%	61.730%
1	Learning Ability	Soft Skills	Problem-solving skills	3	114,643	1.927%	8,377	2.223%	0.296%	15.339%
236	Listening	Soft Skills	Language skills	1	129,954	2.185%	8,368	2.220%	0.036%	1.640%
260	Mathematics	Soft Skills	Problem-solving skills	3	364,796	6.132%	26,611	7.061%	0.929%	15.145%
261	Memorization	Soft Skills	Problem-solving skills	2	445	0.007%	53	0.014%	0.007%	87.996%
18	Negotiation Skills	Soft Skills	Language skills	1	50,199	0.844%	2,366	0.628%	-0.216%	-25.603%
262	Optimization	Soft Skills	Problem-solving skills	1	299,463	5.034%	19,391	5.145%	0.111%	2.209%
19	Oral Communications	Soft Skills	Language skills	5	100,091	1.683%	6,550	1.738%	0.055%	3.295%
273	Persistence	Soft Skills	Work ethic	1	21,896	0.368%	1,307	0.347%	-0.021%	-5.780%
239	Persuasion	Soft Skills	Language skills	1	10,786	0.181%	1,072	0.284%	0.103%	56.880%
1301	Physical Skill	Soft Skills	Work ethic	2	13,999	0.235%	1,950	0.517%	0.282%	119.873%
240	Presentations	Soft Skills	Language skills	1	305,858	5.142%	21,682	5.753%	0.612%	11.896%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	1,068,274	17.958%	67,734	17.973%	0.015%	0.082%
20	Questioning skills	Soft Skills	Language skills	1	1,885	0.032%	123	0.033%	0.001%	2.998%
241	Reading Comprehension	Soft Skills	Language skills	1	2,197	0.037%	207	0.055%	0.018%	48.722%
6	Research skills	Soft Skills	Problem-solving skills	1	10,981	0.185%	713	0.189%	0.005%	2.490%
15	Responsibility	Soft Skills	Work ethic	2	588,909	9.900%	42,641	11.315%	1.415%	14.291%
234	Self Control	Soft Skills	Interpersonal skills	1	931	0.016%	87	0.023%	0.007%	47.504%
11	Self-esteem	Soft Skills	Interpersonal skills	1	1,307	0.022%	59	0.016%	-0.006%	-28.746%
16	Self-management	Soft Skills	Work ethic	1	8,289	0.139%	506	0.134%	-0.005%	-3.643%
250	Stress Tolerance	Soft Skills	Physical skills	1	2,082	0.035%	161	0.043%	0.008%	22.062%
12	Teamwork	Soft Skills	Interpersonal skills	1	264,434	4.445%	18,773	4.981%	0.536%	12.060%
17	Time Management	Soft Skills	Work ethic	2	222,275	3.737%	18,854	5.003%	1.266%	33.890%
268	Visualization	Soft Skills	Problem-solving skills	1	103,553	1.741%	13,508	3.584%	1.844%	105.903%
7	Working under pressure	Soft Skills	Problem-solving skills	1	4,624	0.078%	905	0.240%	0.162%	208.933%
21	Written Communications	Soft Skills	Language skills	5	874,933	14.708%	47,700	12.657%	-2.051%	-13.945%
172	Account management	Business Skills	Management skills	1	68,635	1.154%	3,725	0.988%	-0.165%	-14.333%
22	Accounting	Business Skills	Business processes	4	625,661	10.518%	28,402	7.536%	-2.981%	-28.345%
1263	Accounting software	Business Skills	Business processes	8	73,081	1.229%	2,519	0.668%	-0.560%	-45.593%
174	Administration	Business Skills	Management skills	3	1,362,436	22.903%	68,465	18.167%	-4.736%	-20.679%
1313	Analyst	Business Skills	Project management	1	968,182	16.275%	63,882	16.951%	0.675%	4.149%
175	Application management	Business Skills	Management skills	5	390,217	6.560%	18,005	4.778%	-1.782%	-27.168%
150	Asset management	Business Skills	Business processes	1	89,921	1.512%	8,011	2.126%	0.614%	40.624%
151	Auditing	Business Skills	Business processes	5	366,795	6.166%	29,016	7.699%	1.533%	24.867%
1264	Auditing software	Business Skills	Business processes	1	249	0.004%	17	0.005%	0.000%	7.766%
152	Billing	Business Skills	Business processes	1	149,524	2.514%	8,224	2.182%	-0.331%	-13.183%
153	Bills of Lading	Business Skills	Business processes	1	340	0.006%	48	0.013%	0.007%	122.842%
1314	Business Analyst	Business Skills	Project management	1	331,338	5.570%	17,318	4.595%	-0.975%	-17.499%
35	Business Intelligence	Business Skills	Strategy skills	1	238,877	4.016%	13,817	3.666%	-0.349%	-8.699%
155	Business performance management (BPM)	Business Skills	Business processes	2	31,620	0.532%	768	0.204%	-0.328%	-61.662%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	111,604	1.876%	1,330	0.353%	-1.523%	-81.189%
36	Business Strategy	Business Skills	Strategy skills	3	1,208,182	20.310%	95,959	25.462%	5.152%	25.368%
182	Calendar and scheduling	Business Skills	Project management	3	245,336	4.124%	16,982	4.506%	0.382%	9.260%
156	Capacity planning	Business Skills	Business processes	1	102,647	1.726%	3,049	0.809%	-0.916%	-53.114%
28	Change Management	Business Skills	Management skills	1	244,282	4.106%	16,675	4.425%	0.318%	7.748%
183	Content workflow	Business Skills	Project management	1	196	0.003%	6	0.002%	-0.002%	-51.680%
24	Contracting and legal	Business Skills	Business processes	2	420,305	7.065%	29,307	7.776%	0.711%	10.063%
176	Coordination	Business Skills	Management skills	1	309,634	5.205%	23,794	6.314%	1.109%	21.298%
157	Cost accounting	Business Skills	Business processes	1	9,217	0.155%	612	0.162%	0.007%	4.808%
158	Cost estimation	Business Skills	Business processes	1	4,529	0.076%	196	0.052%	-0.024%	-31.689%
1312	Customer Support	Business Skills	Business processes	6	1,105,181	18.578%	61,294	16.264%	-2.314%	-12.458%
1339	Education	Business Skills	Industry Segment	1	73,778	1.240%	9,502	2.521%	1.281%	103.293%
1333	Energy	Business Skills	Industry Segment	1	298,587	5.019%	18,601	4.936%	-0.084%	-1.667%
1340	Entertainment	Business Skills	Industry Segment	1	258,525	4.346%	5,718	1.517%	-2.829%	-65.088%
1319	Environmental	Business Skills	Environmental	18	255,686	4.298%	19,895	5.279%	0.981%	22.821%
1320	Environmental Strategy	Business Skills	Environmental	14	84,454	1.420%	14,395	3.820%	2.400%	169.045%
161	Financial	Business Skills	Business processes	2	1,885,892	31.703%	315,410	83.692%	51.990%	163.993%
1275	Financial Analysis software	Business Skills	Business processes	9	9,366	0.157%	2,352	0.624%	0.467%	296.385%
1332	Health Care	Business Skills	Industry Segment	2	922,838	15.513%	49,962	13.257%	-2.256%	-14.543%
1341	Hospitality	Business Skills	Industry Segment	4	587,526	9.877%	83,243	22.088%	12.212%	123.643%
177	Human resources	Business Skills	Management skills	2	431,031	7.246%	19,560	5.190%	-2.056%	-28.370%
1336	Insurance	Business Skills	Industry Segment	1	31,797	0.535%	1,467	0.389%	-0.145%	-27.175%
1316	Managing/Supervision	Business Skills	Management skills	6	3,285,088	55.223%	177,406	47.074%	-8.150%	-14.758%
1334	Manufacturing	Business Skills	Industry Segment	2	473,852	7.966%	20,182	5.355%	-2.610%	-32.771%
26	Marketing	Business Skills	Business processes	1	704,260	11.839%	53,669	14.241%	2.402%	20.289%
185	Monitoring	Business Skills	Project management	1	696,578	11.710%	49,673	13.180%	1.471%	12.560%
179	Negotiation	Business Skills	Management skills	1	204,247	3.433%	12,885	3.419%	-0.014%	-0.422%
163	Operation and Control	Business Skills	Business processes	3	4,343	0.073%	254	0.067%	-0.006%	-7.684%
29	Outsourcing Management	Business Skills	Management skills	3	167,136	2.810%	2,971	0.788%	-2.021%	-71.941%
167	Procurement	Business Skills	Business processes	1	170,130	2.860%	9,707	2.576%	-0.284%	-9.939%
1290	Project Management software	Business Skills	Project management	3	137,024	2.303%	5,002	1.327%	-0.976%	-42.379%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	1,006,921	16.927%	58,379	15.491%	-1.436%	-8.484%
168	Quality	Business Skills	Business processes	1	1,769,793	29.751%	115,080	30.536%	0.785%	2.639%
1337	Real Estate	Business Skills	Industry Segment	2	207,266	3.484%	4,304	1.142%	-2.342%	-67.222%
1335	Retail	Business Skills	Industry Segment	2	1,057,625	17.779%	43,508	11.545%	-6.234%	-35.066%
34	Risk Management	Business Skills	Project management	1	219,108	3.683%	22,212	5.894%	2.211%	60.016%
169	Service Orientation	Business Skills	Business processes	1	40,786	0.686%	2,056	0.546%	-0.140%	-20.431%
27	Supply Chain Management	Business Skills	Business processes	3	221,354	3.721%	12,978	3.444%	-0.277%	-7.455%
1295	Supply Chain Management software	Business Skills	Business processes	4	13,366	0.225%	482	0.128%	-0.097%	-43.078%
178	Teaching	Business Skills	Management skills	7	374,358	6.293%	20,339	5.397%	-0.896%	-14.242%
190	Timekeeping	Business Skills	Project management	3	147,773	2.484%	6,857	1.819%	-0.665%	-26.756%
1296	Timekeeping software	Business Skills	Project management	1	7,455	0.125%	629	0.167%	0.042%	33.179%
171	Total quality management (TQM)	Business Skills	Business processes	2	5,715	0.096%	195	0.052%	-0.044%	-46.142%
180	Troubleshooting	Business Skills	Management skills	1	735,176	12.359%	39,763	10.551%	-1.808%	-14.627%
181	Verification	Business Skills	Management skills	1	354,235	5.955%	21,512	5.708%	-0.247%	-4.143%
1338	Waste Management	Business Skills	Industry Segment	1	5,343	0.090%	174	0.046%	-0.044%	-48.596%
191	Workflow	Business Skills	Project management	1	258,065	4.338%	17,693	4.695%	0.357%	8.220%
31	Working Globally	Business Skills	Management skills	3	25,690	0.432%	452	0.120%	-0.312%	-72.228%
32	Working with Virtual Teams	Business Skills	Management skills	2	10,686	0.180%	573	0.152%	-0.028%	-15.360%
51	4GL	Technical Skills	Software development	3	6,898	0.116%	196	0.052%	-0.064%	-55.150%
1510	Access Control	Technical Skills	Security	1	59,370	0.998%	3,995	1.060%	0.062%	6.214%
987	Access servers & software	Technical Skills	Network	10	168,067	2.825%	8,031	2.131%	-0.694%	-24.574%
38	Agile Development Methods	Technical Skills	Software development	13	401,572	6.751%	30,060	7.976%	1.226%	18.157%
304	Algorithmic software	Technical Skills	Business applications	1	138	0.002%	5	0.001%	-0.001%	-42.809%
1546	Alienvault	Technical Skills	Security	1	417	0.007%	29	0.008%	0.001%	9.773%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	6,383	0.107%	350	0.093%	-0.014%	-13.448%
1352	Android	Technical Skills	Mobile Platforms	3	103,188	1.735%	5,560	1.475%	-0.259%	-14.949%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	67,177	1.129%	2,793	0.741%	-0.388%	-34.373%
120	Apple operating systems	Technical Skills	Business applications	6	155,974	2.622%	10,874	2.885%	0.263%	10.045%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	45,875	0.771%	543	0.144%	-0.627%	-81.317%
1543	ArcSight	Technical Skills	Security	1	8,697	0.146%	229	0.061%	-0.085%	-58.438%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	185,439	3.117%	28,063	7.446%	4.329%	138.873%
1432	Attribute-Based Access Control	Technical Skills	Security	2	795	0.013%	120	0.032%	0.018%	138.258%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	302	0.005%	54	0.014%	0.009%	182.241%
1265	Backup & Recovery	Technical Skills	Technical applications	16	411,997	6.926%	18,065	4.793%	-2.132%	-30.789%
1386	Biometric	Technical Skills	Information mgmt	2	14,685	0.247%	495	0.131%	-0.116%	-46.793%
1353	Blackberry	Technical Skills	Mobile Platforms	2	37,065	0.623%	247	0.066%	-0.558%	-89.481%
336	Borland Delphi	Technical Skills	Business applications	1	7,056	0.119%	146	0.039%	-0.080%	-67.339%
337	Borland JBuilder	Technical Skills	Business applications	1	4,197	0.071%	2	0.001%	-0.070%	-99.248%
338	Borland Paradox	Technical Skills	Business applications	1	505	0.008%	38	0.010%	0.002%	18.775%
1436	Bring Your Own Devices	Technical Skills	Security	1	2,244	0.038%	305	0.081%	0.043%	114.541%
72	Business Continuity Planning	Technical Skills	Hardware	2	90,631	1.524%	4,807	1.276%	-0.248%	-16.280%
352	Cadence Opus	Technical Skills	Business applications	1	2,266	0.038%	37	0.010%	-0.028%	-74.226%
868	Calculators	Technical Skills	Hardware	1	5,468	0.092%	375	0.100%	0.008%	8.252%
39	CASE Tools	Technical Skills	Software development	1	331,595	5.574%	21,451	5.692%	0.118%	2.111%
367	Categorization or classification software	Technical Skills	Business applications	1	21,475	0.361%	735	0.195%	-0.166%	-45.976%
1469	CCPA	Technical Skills	Security	1	3,476	0.058%	1,266	0.336%	0.277%	474.894%
1478	Center for Internet Security	Technical Skills	Security	1	124,725	2.097%	18,865	5.006%	2.909%	138.747%
1441	Certificate management	Technical Skills	Security	1	3,434	0.058%	380	0.101%	0.043%	74.670%
112	Certification	Technical Skills	Misc	3	1,169,484	19.659%	87,675	23.264%	3.605%	18.336%
78	Cisco	Technical Skills	Hardware	1	385,099	6.474%	8,203	2.177%	-4.297%	-66.377%
1009	Cisco Systems IOS	Technical Skills	Network	1	109,406	1.839%	6,623	1.757%	-0.082%	-4.446%
40	Client-Server	Technical Skills	Software development	1	99,448	1.672%	1,251	0.332%	-1.340%	-80.144%
1437	Cloud Access Security Broker	Technical Skills	Security	1	1,584	0.027%	449	0.119%	0.093%	347.430%
1438	Cloud Configuration Management	Technical Skills	Security	1	5,292	0.089%	402	0.107%	0.018%	19.906%
1445	Cloud Migration	Technical Skills	Security	1	5,047	0.085%	1,085	0.288%	0.203%	239.336%
1455	cloud security	Technical Skills	Security	1	14,272	0.240%	3,347	0.888%	0.648%	270.173%
1456	Cloud Security Posture Management	Technical Skills	Security	1	399	0.007%	114	0.030%	0.024%	350.989%
1486	Cloud Services	Technical Skills	Security	1	61,314	1.031%	7,408	1.966%	0.935%	90.711%
1011	Cluster server software	Technical Skills	Network	9	80,676	1.356%	2,676	0.710%	-0.646%	-47.643%
1147	CMAKE	Technical Skills	Software development	1	2,016	0.034%	167	0.044%	0.010%	30.755%
1151	Compatibility testing	Technical Skills	Software development	1	2,380	0.040%	64	0.017%	-0.023%	-57.554%
1152	Compilers	Technical Skills	Software development	5	61,426	1.033%	4,383	1.163%	0.130%	12.630%
1255	Compliance software	Technical Skills	Technical applications	4	35,937	0.604%	3,496	0.928%	0.324%	53.555%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	95,408	1.604%	3,983	1.057%	-0.547%	-34.104%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	4	9,235	0.155%	450	0.119%	-0.036%	-23.085%
875	Computer diagnostics	Technical Skills	Hardware	5	252,092	4.238%	16,911	4.487%	0.249%	5.887%
1107	Computer forensics	Technical Skills	Security	1	12,009	0.202%	428	0.114%	-0.088%	-43.744%
1266	Computer Hardware	Technical Skills	Hardware	15	143,407	2.411%	9,204	2.442%	0.032%	1.307%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	38,314	0.644%	149	0.040%	-0.605%	-93.861%
1015	Computer servers	Technical Skills	Network	6	471,458	7.925%	16,629	4.412%	-3.513%	-44.325%
1267	Computer Utilities	Technical Skills	Misc	2	3,776	0.063%	180	0.048%	-0.016%	-24.756%
1447	Configuration Management Database	Technical Skills	Security	1	12,254	0.206%	1,128	0.299%	0.093%	45.300%
1448	Container security	Technical Skills	Security	1	526	0.009%	148	0.039%	0.030%	344.130%
1449	Containers	Technical Skills	Security	1	59,773	1.005%	7,365	1.954%	0.949%	94.492%
59	Content Manager	Technical Skills	Business applications	1	5,790	0.097%	205	0.054%	-0.043%	-44.113%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	4,794	0.081%	704	0.187%	0.106%	131.797%
1396	Continuous Improvement	Technical Skills	Software development	1	155,741	2.618%	17,246	4.576%	1.958%	74.791%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	156,846	2.637%	20,680	5.487%	2.851%	108.119%
1453	Control Plane	Technical Skills	Security	1	1,870	0.031%	260	0.069%	0.038%	119.465%
878	Controllers	Technical Skills	Hardware	3	41,171	0.692%	2,416	0.641%	-0.051%	-7.373%
1454	Crown Jewels	Technical Skills	Security	1	271	0.005%	23	0.006%	0.002%	33.965%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	7,269	0.122%	644	0.171%	0.049%	39.844%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	18,404	0.309%	621	0.165%	-0.145%	-46.739%
53	Customer Relationship Management	Technical Skills	Business applications	9	327,387	5.503%	13,706	3.637%	-1.867%	-33.918%
1368	Cyber Security	Technical Skills	Information mgmt	3	181,780	3.056%	25,387	6.736%	3.681%	120.444%
1479	Cybersecurity Framework	Technical Skills	Security	2	8,419	0.142%	2,187	0.580%	0.439%	310.036%
1492	Data Access Governance	Technical Skills	Security	1	1,190	0.020%	137	0.036%	0.016%	81.722%
953	Data acquisition systems	Technical Skills	Information mgmt	1	29,835	0.502%	1,504	0.399%	-0.102%	-20.429%
1434	Data classification	Technical Skills	Security	1	4,035	0.068%	558	0.148%	0.080%	118.285%
955	Data compression software	Technical Skills	Information mgmt	1	15,916	0.268%	582	0.154%	-0.113%	-42.280%
956	Data conversion software	Technical Skills	Information mgmt	1	22,888	0.385%	700	0.186%	-0.199%	-51.725%
958	Data dictionary	Technical Skills	Information mgmt	1	13,272	0.223%	534	0.142%	-0.081%	-36.490%
1495	Data discovery	Technical Skills	Security	1	5,451	0.092%	552	0.146%	0.055%	59.844%
959	Data entry	Technical Skills	Information mgmt	1	207,169	3.483%	3,527	0.936%	-2.547%	-73.127%
1502	Data Loss Prevention	Technical Skills	Security	1	17,432	0.293%	1,867	0.495%	0.202%	69.056%
962	Data mapping	Technical Skills	Information mgmt	1	27,528	0.463%	1,351	0.358%	-0.104%	-22.533%
67	Data Mining	Technical Skills	Information mgmt	5	141,411	2.377%	6,392	1.696%	-0.681%	-28.651%
963	Data modeling	Technical Skills	Information mgmt	1	162,794	2.737%	6,589	1.748%	-0.988%	-36.113%
1496	Data retention	Technical Skills	Security	1	4,056	0.068%	271	0.072%	0.004%	5.464%
1494	Data tagging	Technical Skills	Security	1	448	0.008%	32	0.008%	0.001%	12.747%
68	Data Warehousing	Technical Skills	Information mgmt	2	244,166	4.105%	10,128	2.687%	-1.417%	-34.525%
69	Database Administration	Technical Skills	Information mgmt	12	310,411	5.218%	10,153	2.694%	-2.524%	-48.371%
969	Database design software	Technical Skills	Information mgmt	16	245,523	4.127%	7,972	2.115%	-2.012%	-48.748%
1268	Database Reporting	Technical Skills	Information mgmt	3	68,145	1.146%	1,227	0.326%	-0.820%	-71.579%
1373	Database Security	Technical Skills	Information mgmt	1	1,465	0.025%	126	0.033%	0.009%	35.758%
1269	Database Security	Technical Skills	Information mgmt	2	948	0.016%	44	0.012%	-0.004%	-26.738%
1270	Database Servers	Technical Skills	Information mgmt	3	54,520	0.917%	464	0.123%	-0.793%	-86.566%
1271	Database Testing	Technical Skills	Information mgmt	1	4,336	0.073%	144	0.038%	-0.035%	-47.579%
1160	Debugging	Technical Skills	Software development	7	371,841	6.251%	19,650	5.214%	-1.037%	-16.586%
1385	Decryption	Technical Skills	Information mgmt	2	1,964	0.033%	115	0.031%	-0.003%	-7.575%
1559	Demisto	Technical Skills	Security	1	119	0.002%	14	0.004%	0.002%	85.701%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	18,867	0.317%	408	0.108%	-0.209%	-65.866%
418	Desktop publishing software	Technical Skills	Business applications	13	102,389	1.721%	9,132	2.423%	0.702%	40.782%
1272	Development Environment	Technical Skills	Software development	13	248,336	4.175%	9,180	2.436%	-1.739%	-41.651%
1498	Device Management	Technical Skills	Security	1	13,135	0.221%	1,441	0.382%	0.162%	73.168%
1273	Digital Imaging	Technical Skills	Hardware	1	2,371	0.040%	65	0.017%	-0.023%	-56.727%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	15,594	0.262%	594	0.158%	-0.105%	-39.874%
1446	Digital Transformation	Technical Skills	Security	1	35,686	0.600%	7,734	2.052%	1.452%	242.090%
1472	DISA	Technical Skills	Security	1	21,263	0.357%	1,443	0.383%	0.025%	7.121%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	14,144	0.238%	470	0.125%	-0.113%	-47.548%
1497	Distributed Denial of Service	Technical Skills	Security	1	4,395	0.074%	399	0.106%	0.032%	43.301%
1504	DMZ	Technical Skills	Network	1	8,578	0.144%	193	0.051%	-0.093%	-64.486%
1451	Docker	Technical Skills	Security	1	63,206	1.063%	11,841	3.142%	2.079%	195.709%
1307	Doctor of Philosophy	Technical Skills	Misc	3	267,257	4.493%	16,175	4.292%	-0.201%	-4.468%
973	Document management software	Technical Skills	Information mgmt	4	51,439	0.865%	2,798	0.742%	-0.122%	-14.140%
1020	Domain name system (DNS)	Technical Skills	Network	3	161,559	2.716%	5,911	1.568%	-1.147%	-42.248%
61	Dreamweaver	Technical Skills	Software development	1	21,578	0.363%	264	0.070%	-0.293%	-80.688%
54	DSS/GDSS	Technical Skills	Business applications	5	61,859	1.040%	2,681	0.711%	-0.328%	-31.589%
425	Dynamic modeling software	Technical Skills	Business applications	1	231	0.004%	23	0.006%	0.002%	57.163%
62	Eclipse	Technical Skills	Software development	1	91,570	1.539%	1,746	0.463%	-1.076%	-69.903%
1308	Electronic Commerce	Technical Skills	Business applications	2	212,201	3.567%	7,187	1.907%	-1.660%	-46.539%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	43,114	0.725%	1,575	0.418%	-0.307%	-42.337%
1023	Electronic mail software	Technical Skills	Network	8	81,787	1.375%	3,656	0.970%	-0.405%	-29.440%
1384	Encryption	Technical Skills	Information mgmt	1	560	0.009%	70	0.019%	0.009%	97.308%
1507	Endpoint	Technical Skills	Security	1	26,869	0.452%	3,994	1.060%	0.608%	134.634%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	257,874	4.335%	13,825	3.668%	-0.667%	-15.376%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	304,964	5.127%	13,683	3.631%	-1.496%	-29.178%
1321	Environmental Certification	Technical Skills	Environmental	1	1,058	0.018%	135	0.036%	0.018%	101.410%
1328	Environmental Cleanup	Technical Skills	Environmental	3	1,981	0.033%	203	0.054%	0.021%	61.750%
1329	Environmental Energy	Technical Skills	Environmental	25	26,442	0.444%	2,424	0.643%	0.199%	44.701%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	23,006	0.387%	2,123	0.563%	0.177%	45.661%
1327	Environmental Pollution	Technical Skills	Environmental	27	59,602	1.002%	6,535	1.734%	0.732%	73.069%
1324	Environmental Pollution Control	Technical Skills	Environmental	10	12,443	0.209%	1,406	0.373%	0.164%	78.359%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	10	4,937	0.083%	755	0.200%	0.117%	141.389%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	60,090	1.010%	1,921	0.510%	-0.500%	-49.539%
1331	Environmental Science	Technical Skills	Environmental	2	1,771	0.030%	37	0.010%	-0.020%	-67.023%
1322	Environmental Technology	Technical Skills	Environmental	2	1,737	0.029%	180	0.048%	0.019%	63.571%
1470	EPRI	Technical Skills	Security	1	206	0.003%	13	0.003%	-0.000%	-0.388%
1551	Exabeam	Technical Skills	Security	1	347	0.006%	45	0.012%	0.006%	104.700%
461	Expert system software	Technical Skills	Business applications	1	2,301	0.039%	176	0.047%	0.008%	20.734%
1359	Facebook	Technical Skills	Social Networking	1	549,042	9.230%	5,204	1.381%	-7.849%	-85.039%
463	Facilities management software	Technical Skills	Business applications	4	20,995	0.353%	1,766	0.469%	0.116%	32.773%
1476	FedRAMP	Technical Skills	Security	1	6,202	0.104%	1,034	0.274%	0.170%	163.162%
1467	FINRA	Technical Skills	Security	1	4,260	0.072%	694	0.184%	0.113%	157.148%
1556	FireEye	Technical Skills	Security	1	3,851	0.065%	178	0.047%	-0.018%	-27.041%
1464	FISMA	Technical Skills	Security	1	20,724	0.348%	1,112	0.295%	-0.053%	-15.304%
468	Flight control software	Technical Skills	Business applications	1	1,801	0.030%	67	0.018%	-0.012%	-41.279%
1508	Flow analysis	Technical Skills	Security	1	7,817	0.131%	410	0.109%	-0.023%	-17.210%
469	Flowchart software	Technical Skills	Business applications	5	15,448	0.260%	620	0.165%	-0.095%	-36.649%
1367	Forensic	Technical Skills	Information mgmt	2	88,917	1.495%	4,119	1.093%	-0.402%	-26.879%
1552	Fortinet	Technical Skills	Security	1	5,723	0.096%	547	0.145%	0.049%	50.868%
1112	Fraud Detection	Technical Skills	Security	1	38,162	0.642%	3,839	1.019%	0.377%	58.789%
63	FrontPage	Technical Skills	Software development	1	3,493	0.059%	10	0.003%	-0.056%	-95.481%
475	Fund accounting software	Technical Skills	Business applications	1	2,657	0.045%	167	0.044%	-0.000%	-0.789%
1260	Gaming	Technical Skills	Misc	2	123,212	2.071%	7,140	1.895%	-0.177%	-8.530%
1468	GDPR	Technical Skills	Security	1	7,198	0.121%	1,927	0.511%	0.390%	322.575%
113	Generic databases	Technical Skills	Information mgmt	2	782,152	13.148%	35,039	9.297%	-3.851%	-29.288%
1365	Google Apps	Technical Skills	Business applications	4	18,464	0.310%	1,387	0.368%	0.058%	18.573%
1364	Google Plus	Technical Skills	Social Networking	1	1,591	0.027%	2	0.001%	-0.026%	-98.016%
1512	Governance	Technical Skills	Security	1	197,312	3.317%	23,016	6.107%	2.790%	84.124%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	334,233	5.619%	17,010	4.514%	-1.105%	-19.668%
484	Graphic software	Technical Skills	Business applications	16	427,519	7.187%	17,138	4.547%	-2.639%	-36.724%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	79,879	1.343%	1,112	0.295%	-1.048%	-78.026%
1323	Green IT	Technical Skills	Environmental	9	16,556	0.278%	1,148	0.305%	0.026%	9.451%
893	Guidance systems	Technical Skills	Hardware	1	279	0.005%	9	0.002%	-0.002%	-49.082%
1371	Hacking	Technical Skills	Information mgmt	5	29,688	0.499%	1,721	0.457%	-0.042%	-8.497%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	2,011	0.034%	173	0.046%	0.012%	35.790%
1277	Hardware Design	Technical Skills	Hardware	21	46,273	0.778%	3,002	0.797%	0.019%	2.404%
1278	Hardware Testing	Technical Skills	Hardware	4	14,493	0.244%	786	0.209%	-0.035%	-14.395%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	4,502	0.076%	651	0.173%	0.097%	128.249%
492	Helpdesk or call center	Technical Skills	Business applications	2	302,058	5.078%	13,500	3.582%	-1.496%	-29.453%
1465	HIPAA	Technical Skills	Security	1	72,607	1.221%	6,676	1.771%	0.551%	45.135%
1473	HITRUST	Technical Skills	Security	1	4,894	0.082%	928	0.246%	0.164%	199.308%
1377	Homeland Security	Technical Skills	Information mgmt	1	139,107	2.338%	2,682	0.712%	-1.627%	-69.567%
1487	IaaS	Technical Skills	Security	1	23,010	0.387%	3,161	0.839%	0.452%	116.841%
114	IBM databases	Technical Skills	Information mgmt	2	116,422	1.957%	2,522	0.669%	-1.288%	-65.806%
121	IBM operating systems	Technical Skills	Business applications	4	88,388	1.486%	1,193	0.317%	-1.169%	-78.695%
1513	Identity Access Management	Technical Skills	Security	2	46,875	0.788%	5,276	1.400%	0.612%	77.663%
1511	Identity Governance and Administration	Technical Skills	Security	1	750	0.013%	265	0.070%	0.058%	457.723%
898	Image capture devices	Technical Skills	Hardware	9	31,341	0.527%	2,451	0.650%	0.124%	23.442%
524	Industrial control software	Technical Skills	Business applications	3	26,722	0.449%	2,399	0.637%	0.187%	41.708%
1485	Industrial Control Systems	Technical Skills	Security	1	12,182	0.205%	1,283	0.340%	0.136%	66.242%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	76,762	1.290%	4,141	1.099%	-0.192%	-14.848%
1375	Information Security	Technical Skills	Information mgmt	3	257,745	4.333%	22,121	5.870%	1.537%	35.472%
899	Infrared	Technical Skills	Hardware	1	6,827	0.115%	146	0.039%	-0.076%	-66.244%
1491	Infrastructure as Code	Technical Skills	Security	1	13,446	0.226%	2,913	0.773%	0.547%	241.965%
1180	Installation	Technical Skills	Software development	1	450,304	7.570%	19,159	5.084%	-2.486%	-32.842%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,751	0.029%	43	0.011%	-0.018%	-61.237%
536	Internet browser software	Technical Skills	Business applications	4	29,274	0.492%	839	0.223%	-0.269%	-54.761%
1483	Internet of Things	Technical Skills	Security	1	34,024	0.572%	4,719	1.252%	0.680%	118.927%
1578	Internet proxy	Technical Skills	Security	1	745	0.013%	28	0.007%	-0.005%	-40.675%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	56,882	0.956%	2,267	0.602%	-0.355%	-37.091%
541	Inventory management software	Technical Skills	Business applications	3	36,928	0.621%	2,635	0.699%	0.078%	12.631%
1463	ISO 22301	Technical Skills	Security	1	153	0.003%	27	0.007%	0.005%	178.552%
1459	ISO 27000	Technical Skills	Security	1	3,859	0.065%	324	0.086%	0.021%	32.527%
1460	ISO 27001	Technical Skills	Security	1	19,320	0.325%	2,731	0.725%	0.400%	123.125%
1461	ISO 27002	Technical Skills	Security	1	2,158	0.036%	147	0.039%	0.003%	7.523%
1414	ISO 9000	Technical Skills	Software development	1	7,459	0.125%	103	0.027%	-0.098%	-78.203%
73	IT Architecture/Standards	Technical Skills	Hardware	2	44,972	0.756%	2,699	0.716%	-0.040%	-5.268%
1515	IT Service Management	Technical Skills	Security	1	43,908	0.738%	4,351	1.155%	0.416%	56.415%
1481	ITIL	Technical Skills	Security	1	165,058	2.775%	10,763	2.856%	0.081%	2.927%
1357	Java ME	Technical Skills	Mobile Platforms	2	2,340	0.039%	2	0.001%	-0.039%	-98.651%
1035	Kernel	Technical Skills	Network	1	44,586	0.750%	909	0.241%	-0.508%	-67.819%
1442	Key management	Technical Skills	Security	1	12,077	0.203%	766	0.203%	0.000%	0.116%
1450	Kubernetes	Technical Skills	Security	1	42,871	0.721%	10,914	2.896%	2.175%	301.841%
1279	Laser tools	Technical Skills	Hardware	1	103	0.002%	24	0.006%	0.005%	267.797%
907	Lasers	Technical Skills	Hardware	1	1,834	0.031%	99	0.026%	-0.005%	-14.794%
1516	Least Privilege	Technical Skills	Security	1	1,741	0.029%	302	0.080%	0.051%	173.805%
1038	License management software	Technical Skills	Network	1	4,283	0.072%	366	0.097%	0.025%	34.886%
1361	LinkedIn	Technical Skills	Social Networking	1	59,042	0.993%	5,084	1.349%	0.356%	35.918%
1544	LogRhythm	Technical Skills	Security	1	1,471	0.025%	106	0.028%	0.003%	13.744%
908	Mainframe computers	Technical Skills	Hardware	2	139,978	2.353%	3,173	0.842%	-1.511%	-64.220%
124	Mainframe operating systems	Technical Skills	Business applications	8	68,111	1.145%	1,414	0.375%	-0.770%	-67.231%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	107,137	1.801%	2,695	0.715%	-1.086%	-60.294%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	31,441	0.529%	2,284	0.606%	0.078%	14.666%
1549	McAfee Enterprise Security	Technical Skills	Security	1	161	0.003%	2	0.001%	-0.002%	-80.392%
1281	Medical software	Technical Skills	Business applications	9	47,084	0.791%	3,169	0.841%	0.049%	6.239%
1452	Mesos	Technical Skills	Security	1	3,235	0.054%	152	0.040%	-0.014%	-25.834%
1517	Metadata analysis	Technical Skills	Security	1	458	0.008%	23	0.006%	-0.002%	-20.732%
1555	Micro Focus	Technical Skills	Security	1	3,438	0.058%	261	0.069%	0.011%	19.831%
1433	Micro-segmentation	Technical Skills	Security	1	560	0.009%	105	0.028%	0.018%	195.961%
115	Microsoft databases	Technical Skills	Information mgmt	5	667,670	11.224%	18,117	4.807%	-6.417%	-57.169%
119	Microsoft operating systems	Technical Skills	Business applications	4	992,723	16.688%	32,649	8.663%	-8.025%	-48.087%
1518	MITRE	Technical Skills	Security	1	9,275	0.156%	787	0.209%	0.053%	33.935%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	25,853	0.435%	757	0.201%	-0.234%	-53.781%
1581	Mobile security	Technical Skills	Security	2	4,086	0.069%	259	0.069%	0.000%	0.054%
1431	Multi-Factor Authentication	Technical Skills	Security	3	8,298	0.139%	1,443	0.383%	0.243%	174.490%
625	Multimedia	Technical Skills	Business applications	1	156,667	2.634%	1,543	0.409%	-2.224%	-84.454%
1362	MySpace	Technical Skills	Social Networking	1	5,436	0.091%	2	0.001%	-0.091%	-99.419%
1471	NERC	Technical Skills	Security	1	6,558	0.110%	643	0.171%	0.060%	54.765%
1548	NetWitness	Technical Skills	Security	1	986	0.017%	53	0.014%	-0.003%	-15.154%
1499	Network Access Control	Technical Skills	Security	2	12,582	0.212%	653	0.173%	-0.038%	-18.079%
74	Network administration	Technical Skills	Hardware	17	1,133,818	19.060%	313,448	83.172%	64.112%	336.371%
1282	Network Administration software	Technical Skills	Network	18	279,866	4.705%	13,308	3.531%	-1.173%	-24.942%
1519	Network discovery	Technical Skills	Security	1	776	0.013%	74	0.020%	0.007%	50.523%
1283	Network Hardware	Technical Skills	Network	11	195,303	3.283%	6,792	1.802%	-1.481%	-45.106%
1284	Network Monitoring software	Technical Skills	Network	15	137,654	2.314%	5,519	1.464%	-0.850%	-36.714%
1059	Network operation system software (NOS)	Technical Skills	Network	2	7,173	0.121%	272	0.072%	-0.048%	-40.145%
1369	Network Security	Technical Skills	Information mgmt	1	29,868	0.502%	885	0.235%	-0.267%	-53.230%
1122	Network security	Technical Skills	Security	1	166,197	2.794%	7,652	2.030%	-0.763%	-27.325%
1285	Network Security software	Technical Skills	Security	37	417,140	7.012%	26,153	6.940%	-0.073%	-1.037%
1503	Network Segmentation	Technical Skills	Network	1	2,346	0.039%	284	0.075%	0.036%	91.084%
1286	Network software	Technical Skills	Network	6	693,982	11.666%	312,271	82.860%	71.193%	610.260%
1287	Network Testing	Technical Skills	Network	11	86,471	1.454%	2,860	0.759%	-0.695%	-47.793%
1521	Next Generation Firewall	Technical Skills	Security	2	2,208	0.037%	320	0.085%	0.048%	128.762%
1458	NIST	Technical Skills	Security	1	65,749	1.105%	9,008	2.390%	1.285%	116.258%
1065	Novell network software	Technical Skills	Network	2	6,008	0.101%	69	0.018%	-0.083%	-81.872%
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%	1,305	0.346%	-1.603%	-82.238%
41	Object Oriented Programming	Technical Skills	Software development	5	565,909	9.513%	14,058	3.730%	-5.783%	-60.789%
1288	Office Applications	Technical Skills	Business applications	13	889,572	14.954%	55,535	14.736%	-0.218%	-1.458%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	49,449	0.831%	644	0.171%	-0.660%	-79.443%
116	Open-source databases	Technical Skills	Information mgmt	4	276,732	4.652%	10,721	2.845%	-1.807%	-38.848%
118	Open-source operating systems	Technical Skills	Business applications	8	798,152	13.417%	26,472	7.024%	-6.393%	-47.648%
56	Operating Systems	Technical Skills	Business applications	3	481,844	8.100%	22,273	5.910%	-2.190%	-27.036%
1482	Operational Technology	Technical Skills	Security	1	12,761	0.215%	1,678	0.445%	0.231%	107.559%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	4,288	0.072%	455	0.121%	0.049%	67.491%
117	Oracle databases	Technical Skills	Information mgmt	1	821,937	13.817%	20,353	5.401%	-8.416%	-60.914%
1529	Orchestration & Automation	Technical Skills	Security	1	835	0.014%	100	0.027%	0.012%	89.037%
1488	PaaS	Technical Skills	Security	1	26,915	0.452%	3,727	0.989%	0.536%	118.574%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,396	0.057%	1	0.000%	-0.057%	-99.535%
1522	Panorama	Technical Skills	Security	1	1,334	0.022%	163	0.043%	0.021%	92.870%
1466	Payment Card Industry	Technical Skills	Security	1	63,794	1.072%	5,303	1.407%	0.335%	31.213%
1376	Penetration Testing	Technical Skills	Information mgmt	5	179,406	3.016%	14,290	3.792%	0.776%	25.727%
1527	Personal Healthcare Information	Technical Skills	Security	1	6,935	0.117%	888	0.236%	0.119%	102.116%
1528	Personally Identifiable Information	Technical Skills	Security	1	7,694	0.129%	1,052	0.279%	0.150%	115.823%
1289	Physical Tools	Technical Skills	Hardware	1	538	0.009%	50	0.013%	0.004%	46.697%
683	Point of sale (POS)	Technical Skills	Business applications	3	35,616	0.599%	2,560	0.679%	0.081%	13.456%
1525	Policy Decision Point	Technical Skills	Security	1	1,645	0.028%	99	0.026%	-0.001%	-5.004%
1526	Policy Enforcement Point	Technical Skills	Security	1	1,529	0.026%	85	0.023%	-0.003%	-12.250%
686	Polka	Technical Skills	Business applications	1	1,496	0.025%	106	0.028%	0.003%	11.843%
931	Printers	Technical Skills	Hardware	4	69,326	1.165%	6,013	1.596%	0.430%	36.908%
1430	Privileged Account Management	Technical Skills	Security	2	48,789	0.820%	947	0.251%	-0.569%	-69.362%
43	Programming	Technical Skills	Software development	1	1,319,725	22.185%	55,834	14.815%	-7.370%	-33.220%
700	Provisioning	Technical Skills	Business applications	1	82,640	1.389%	4,991	1.324%	-0.065%	-4.670%
1545	QRadar	Technical Skills	Security	1	2,818	0.047%	174	0.046%	-0.001%	-2.536%
1531	Quality of Service	Technical Skills	Security	1	47,092	0.792%	1,909	0.507%	-0.285%	-36.013%
1405	Rapid Application Development	Technical Skills	Software development	2	23,730	0.399%	292	0.077%	-0.321%	-80.577%
1553	Rapid7	Technical Skills	Security	1	1,639	0.028%	274	0.073%	0.045%	163.879%
1258	Rate Control	Technical Skills	Technical applications	1	220	0.004%	4	0.001%	-0.003%	-71.301%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	50,401	0.847%	265	0.070%	-0.777%	-91.701%
1077	Remote control software	Technical Skills	Network	2	6,506	0.109%	405	0.107%	-0.002%	-1.740%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,919	0.049%	64	0.017%	-0.032%	-65.392%
1379	Risk Analysis	Technical Skills	Information mgmt	1	38,674	0.650%	2,828	0.750%	0.100%	15.423%
1262	Robotics	Technical Skills	Hardware	3	41,690	0.701%	5,203	1.381%	0.680%	96.995%
1532	Role-Based Access Control	Technical Skills	Security	3	6,883	0.116%	536	0.142%	0.027%	22.920%
1318	RSA	Technical Skills	Security	1	21,066	0.354%	535	0.142%	-0.212%	-59.913%
1489	SaaS	Technical Skills	Security	1	123,383	2.074%	13,067	3.467%	1.393%	67.169%
1429	SASE	Technical Skills	Security	2	1,134	0.019%	356	0.094%	0.075%	395.531%
1533	SCCM	Technical Skills	Security	1	27,957	0.470%	2,190	0.581%	0.111%	23.648%
44	SDLC	Technical Skills	Software development	7	645,012	10.843%	28,761	7.632%	-3.211%	-29.617%
1500	SecOps	Technical Skills	Security	2	11,707	0.197%	3,363	0.892%	0.696%	353.435%
1537	Secure SDLC	Technical Skills	Security	1	29,233	0.491%	162	0.043%	-0.448%	-91.253%
1132	Secure shell (SSH)	Technical Skills	Security	1	453	0.008%	7	0.002%	-0.006%	-75.609%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	65,793	1.106%	2,082	0.552%	-0.554%	-50.050%
1569	Secure Web Gateway	Technical Skills	Security	1	9,530	0.160%	233	0.062%	-0.098%	-61.408%
76	Security	Technical Skills	Hardware	4	3,558,897	59.826%	111,142	29.491%	-30.335%	-50.706%
1382	Security Audit	Technical Skills	Information mgmt	1	5,816	0.098%	335	0.089%	-0.009%	-9.081%
1315	Security Clearance	Technical Skills	Misc	2	493,848	8.302%	19,005	5.043%	-3.259%	-39.255%
1477	Security Frameworks	Technical Skills	Security	1	13,572	0.228%	2,096	0.556%	0.328%	143.771%
1540	Security Information and Event Management	Technical Skills	Security	1	27,535	0.463%	3,813	1.012%	0.549%	118.583%
1584	Security Information Management	Technical Skills	Security	1	8,586	0.144%	202	0.054%	-0.091%	-62.864%
1567	Security Operations Center	Technical Skills	Security	1	38,563	0.648%	5,769	1.531%	0.883%	136.137%
1381	Security Plan	Technical Skills	Information mgmt	1	6,337	0.107%	486	0.129%	0.022%	21.056%
1380	Security Policy	Technical Skills	Information mgmt	2	103,303	1.737%	8,069	2.141%	0.405%	23.294%
1457	Security Standards	Technical Skills	Security	1	53,881	0.906%	4,968	1.318%	0.412%	45.539%
1135	Security testing software	Technical Skills	Security	1	17,308	0.291%	1,286	0.341%	0.050%	17.281%
1550	Securonix	Technical Skills	Security	1	186	0.003%	8	0.002%	-0.001%	-32.109%
1538	Segmentation	Technical Skills	Security	1	24,497	0.412%	2,253	0.598%	0.186%	45.172%
60	Sharepoint Server	Technical Skills	Business applications	1	15,531	0.261%	91	0.024%	-0.237%	-90.751%
1084	Signal generators	Technical Skills	Network	1	1,874	0.032%	146	0.039%	0.007%	22.975%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	40,338	0.678%	620	0.165%	-0.514%	-75.739%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	178,065	2.993%	5,468	1.451%	-1.542%	-51.529%
1220	Simulation software	Technical Skills	Software development	5	96,829	1.628%	5,631	1.494%	-0.134%	-8.206%
1568	Single Sign-On	Technical Skills	Security	3	36,110	0.607%	2,504	0.664%	0.057%	9.456%
1558	SOAR	Technical Skills	Security	1	3,206	0.054%	795	0.211%	0.157%	291.415%
1475	SOC 2	Technical Skills	Security	1	6,265	0.105%	1,341	0.356%	0.251%	237.864%
1366	Social Network	Technical Skills	Social Networking	1	14,942	0.251%	312	0.083%	-0.168%	-67.041%
1358	Social Networking	Technical Skills	Social Networking	1	26,197	0.440%	776	0.206%	-0.234%	-53.243%
1534	Software Defined Network	Technical Skills	Security	2	7,869	0.132%	524	0.139%	0.007%	5.110%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	3,605	0.061%	850	0.226%	0.165%	272.175%
42	Software Development	Technical Skills	Software development	2	1,343,083	22.578%	51,714	13.722%	-8.856%	-39.223%
1291	Software Development software	Technical Skills	Software development	3	7,839	0.132%	98	0.026%	-0.106%	-80.267%
1309	Software Engineering	Technical Skills	Software development	1	839,008	14.104%	44,818	11.892%	-2.212%	-15.682%
1292	Software Installation	Technical Skills	Software development	4	655,725	11.023%	37,278	9.892%	-1.131%	-10.264%
1223	Software libraries	Technical Skills	Software development	1	1,987	0.033%	116	0.031%	-0.003%	-7.850%
1293	Software Maintenance	Technical Skills	Software development	1	34,313	0.577%	733	0.194%	-0.382%	-66.281%
1294	Software Testing	Technical Skills	Software development	14	619,930	10.421%	33,592	8.913%	-1.508%	-14.468%
1225	Source code management (SCM)	Technical Skills	Software development	5	194,054	3.262%	8,178	2.170%	-1.092%	-33.479%
1541	Splunk	Technical Skills	Security	1	37,516	0.631%	5,068	1.345%	0.714%	113.233%
1229	Static analysis software	Technical Skills	Software development	1	4,794	0.081%	225	0.060%	-0.021%	-25.917%
772	Statistical analysis software	Technical Skills	Business applications	27	513,387	8.630%	36,739	9.749%	1.118%	12.958%
774	Statistical software	Technical Skills	Business applications	1	247,039	4.153%	24,763	6.571%	2.418%	58.224%
1230	Stress testing software	Technical Skills	Software development	1	13,069	0.220%	602	0.160%	-0.060%	-27.291%
1547	sumo logic	Technical Skills	Security	1	1,422	0.024%	220	0.058%	0.034%	144.206%
122	Sun operating systems	Technical Skills	Business applications	3	176,976	2.975%	1,707	0.453%	-2.522%	-84.775%
939	Surveillance systems	Technical Skills	Hardware	5	64,891	1.091%	4,567	1.212%	0.121%	11.091%
1564	Swimlane	Technical Skills	Security	1	176	0.003%	27	0.007%	0.004%	142.150%
791	Symantec software	Technical Skills	Business applications	1	35,201	0.592%	455	0.121%	-0.471%	-79.597%
1355	Symbian	Technical Skills	Mobile Platforms	1	128	0.002%	1	0.000%	-0.002%	-87.668%
1310	System Administration	Technical Skills	Network	4	347,102	5.835%	15,740	4.177%	-1.658%	-28.422%
45	System Testing	Technical Skills	Software development	5	113,665	1.911%	5,102	1.354%	-0.557%	-29.149%
46	Systems Analysis	Technical Skills	Software development	8	452,305	7.603%	23,870	6.334%	-1.270%	-16.698%
47	Systems Design	Technical Skills	Software development	1	73,746	1.240%	3,316	0.880%	-0.360%	-29.024%
1233	Systems Evaluation	Technical Skills	Software development	1	1,172	0.020%	100	0.027%	0.007%	34.681%
1234	Systems integration	Technical Skills	Software development	8	307,459	5.168%	5,892	1.563%	-3.605%	-69.751%
75	TCP/IP	Technical Skills	Hardware	3	268,731	4.517%	7,935	2.106%	-2.412%	-53.392%
1235	Technology Design	Technical Skills	Software development	1	9,171	0.154%	385	0.102%	-0.052%	-33.736%
1236	Templates	Technical Skills	Software development	1	92,349	1.552%	5,423	1.439%	-0.113%	-7.308%
1239	Test implementation	Technical Skills	Software development	1	3,322	0.056%	414	0.110%	0.054%	96.714%
1302	Testing	Technical Skills	Software development	1	1,730,860	29.096%	94,456	25.063%	-4.033%	-13.861%
1435	Threat Intelligence	Technical Skills	Security	1	11,122	0.187%	1,769	0.469%	0.282%	151.061%
1561	ThreatConnect	Technical Skills	Security	1	325	0.005%	24	0.006%	0.001%	16.563%
1571	Traffic Analysis	Technical Skills	Security	1	6,274	0.105%	286	0.076%	-0.030%	-28.046%
1570	Traffic Capture	Technical Skills	Security	1	219	0.004%	3	0.001%	-0.003%	-78.377%
1297	Training software	Technical Skills	Business applications	3	6,759	0.114%	514	0.136%	0.023%	20.037%
57	Transaction Processing Systems	Technical Skills	Business applications	4	7,583	0.127%	207	0.055%	-0.073%	-56.911%
1360	Twitter	Technical Skills	Social Networking	1	80,866	1.359%	3,460	0.918%	-0.441%	-32.463%
1411	Unified Process	Technical Skills	Software development	1	11,229	0.189%	61	0.016%	-0.173%	-91.425%
123	UNIX operating systems	Technical Skills	Business applications	5	711,921	11.968%	11,066	2.936%	-9.031%	-75.465%
1298	UNIX Shells	Technical Skills	Business applications	4	157,987	2.656%	4,046	1.074%	-1.582%	-59.576%
1410	Use Case	Technical Skills	Software development	1	38,704	0.651%	1,543	0.409%	-0.241%	-37.072%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	365	0.006%	96	0.025%	0.019%	315.157%
1572	User Behavior Analytics	Technical Skills	Security	1	500	0.008%	86	0.023%	0.014%	171.495%
48	User-Interface Design	Technical Skills	Software development	2	351,646	5.911%	13,776	3.655%	-2.256%	-38.163%
836	Video creation and editing software	Technical Skills	Business applications	3	19,548	0.329%	618	0.164%	-0.165%	-50.098%
1574	Virtual Machine	Technical Skills	Security	1	31,197	0.524%	1,523	0.404%	-0.120%	-22.941%
840	Visual Color Discrimination	Technical Skills	Business applications	2	484	0.008%	68	0.018%	0.010%	121.767%
64	Visual Studio	Technical Skills	Software development	1	160,095	2.691%	3,896	1.034%	-1.657%	-61.587%
843	Voice dictation & recognition	Technical Skills	Business applications	2	8,581	0.144%	368	0.098%	-0.047%	-32.307%
77	Voice/Data Telecom	Technical Skills	Hardware	10	450,652	7.576%	15,970	4.238%	-3.338%	-44.063%
1575	Vulnerability Management	Technical Skills	Security	1	26,411	0.444%	3,392	0.900%	0.456%	102.724%
1583	Vulnerability Testing	Technical Skills	Security	1	5,717	0.096%	316	0.084%	-0.012%	-12.753%
1577	Web Application Firewall	Technical Skills	Security	1	4,997	0.084%	720	0.191%	0.107%	127.435%
1299	Web Application Server	Technical Skills	Business applications	8	201,362	3.385%	2,030	0.539%	-2.846%	-84.087%
1248	Web platform development software	Technical Skills	Software development	5	11,344	0.191%	29	0.008%	-0.183%	-95.965%
65	web programmer	Technical Skills	Software development	4	100,909	1.696%	2,256	0.599%	-1.098%	-64.711%
1579	Web proxy	Technical Skills	Security	1	2,379	0.040%	145	0.038%	-0.002%	-3.793%
58	Web servers	Technical Skills	Business applications	6	340,146	5.718%	7,160	1.900%	-3.818%	-66.774%
49	Web-based Application Development	Technical Skills	Software development	2	243,538	4.094%	5,442	1.444%	-2.650%	-64.728%
1356	Windows CE	Technical Skills	Mobile Platforms	4	23,676	0.398%	84	0.022%	-0.376%	-94.400%
1102	Wireless	Technical Skills	Network	5	220,676	3.710%	10,738	2.849%	-0.860%	-23.193%
1363	YouTube	Technical Skills	Social Networking	2	17,504	0.294%	1,735	0.460%	0.166%	56.457%
1524	Zero Trust	Technical Skills	Security	2	1,619	0.027%	730	0.194%	0.166%	611.721%
79	.NET	Programming Skills	Current	1	539,914	9.076%	12,035	3.193%	-5.883%	-64.815%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	200	0.003%	14	0.004%	0.000%	10.492%
209	A programming language (APL)	Programming Skills	Legacy	2	8,735	0.147%	541	0.144%	-0.003%	-2.238%
99	Ada	Programming Skills	Legacy	1	39,162	0.658%	5,325	1.413%	0.755%	114.629%
80	AJAX	Programming Skills	Current	1	248,228	4.173%	1,786	0.474%	-3.699%	-88.643%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	143	0.002%	2	0.001%	-0.002%	-77.924%
192	Apple AppleScript	Programming Skills	Current	1	762	0.013%	30	0.008%	-0.005%	-37.856%
81	ASP	Programming Skills	Current	2	337,293	5.670%	5,233	1.389%	-4.281%	-75.511%
108	Assembly	Programming Skills	Legacy	2	11,620	0.195%	213	0.057%	-0.139%	-71.066%
211	AWK	Programming Skills	Legacy	1	9,019	0.152%	120	0.032%	-0.120%	-78.998%
83	C#	Programming Skills	Current	2	554,967	9.329%	16,700	4.431%	-4.898%	-52.501%
82	C/C++	Programming Skills	Current	3	1,335,748	22.454%	277,979	73.760%	51.306%	228.489%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	408,643	6.869%	14,204	3.769%	-3.100%	-45.134%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	1,264	0.021%	10	0.003%	-0.019%	-87.512%
84	CGI	Programming Skills	Current	2	38,112	0.641%	353	0.094%	-0.547%	-85.380%
217	Clipper	Programming Skills	Legacy	1	788	0.013%	10	0.003%	-0.011%	-79.969%
218	CLU	Programming Skills	Legacy	1	464	0.008%	7	0.002%	-0.006%	-76.187%
100	Cobol	Programming Skills	Legacy	1	36,441	0.613%	1,131	0.300%	-0.312%	-51.010%
85	ColdFusion	Programming Skills	Current	2	27,476	0.462%	328	0.087%	-0.375%	-81.157%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	705	0.012%	23	0.006%	-0.006%	-48.504%
195	Component object model (COM)	Programming Skills	Current	1	586	0.010%	1	0.000%	-0.010%	-97.306%
125	Database programming	Programming Skills	Current	3	104,878	1.763%	1,488	0.395%	-1.368%	-77.605%
1501	DevOps	Programming Skills	Misc	1	105,413	1.772%	20,553	5.454%	3.682%	207.762%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	6,082	0.102%	23	0.006%	-0.096%	-94.031%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	238,239	4.005%	212,750	56.452%	52.447%	1,309.583%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	9,332	0.157%	580	0.154%	-0.003%	-1.896%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	43,162	0.726%	263	0.070%	-0.656%	-90.382%
109	Forth	Programming Skills	Legacy	1	34,176	0.575%	8,182	2.171%	1.597%	277.896%
102	Fortran	Programming Skills	Legacy	1	7,961	0.134%	182	0.048%	-0.086%	-63.914%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	875,194	14.712%	20,753	5.507%	-9.206%	-62.571%
222	J	Programming Skills	Legacy	1	23,267	0.391%	1,371	0.364%	-0.027%	-6.990%
87	Java/J2EE/J2P	Programming Skills	Current	4	1,166,777	19.614%	37,653	9.991%	-9.623%	-49.062%
97	JavaScript	Programming Skills	Current	3	670,654	11.274%	27,536	7.307%	-3.967%	-35.191%
89	JavaServer Faces	Programming Skills	Current	3	37,336	0.628%	400	0.106%	-0.521%	-83.089%
88	JavaServer Pages	Programming Skills	Current	3	159,614	2.683%	1,671	0.443%	-2.240%	-83.475%
223	Job control language (JCL)	Programming Skills	Legacy	2	23,576	0.396%	553	0.147%	-0.250%	-62.976%
126	LAMP	Programming Skills	Current	1	45,621	0.767%	633	0.168%	-0.599%	-78.099%
104	Lisp	Programming Skills	Legacy	1	2,936	0.049%	98	0.026%	-0.023%	-47.313%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	5,017	0.084%	557	0.148%	0.063%	75.245%
201	Microsoft ActiveX	Programming Skills	Current	1	5,693	0.096%	18	0.005%	-0.091%	-95.009%
107	Pascal	Programming Skills	Legacy	1	2,100	0.035%	11	0.003%	-0.032%	-91.732%
90	Perl	Programming Skills	Current	1	325,430	5.471%	6,003	1.593%	-3.878%	-70.883%
91	PHP	Programming Skills	Current	1	198,607	3.339%	5,014	1.330%	-2.008%	-60.150%
103	PL/1	Programming Skills	Legacy	3	966	0.016%	54	0.014%	-0.002%	-11.763%
105	Prolog	Programming Skills	Legacy	1	1,915	0.032%	32	0.008%	-0.024%	-73.624%
95	Python	Programming Skills	Current	1	451,952	7.597%	44,627	11.842%	4.244%	55.862%
227	R	Programming Skills	Current	1	839,151	14.106%	303,688	80.582%	66.476%	471.244%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	55,681	0.936%	784	0.208%	-0.728%	-77.775%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	138,395	2.326%	5,659	1.502%	-0.825%	-35.456%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	2,227	0.037%	93	0.025%	-0.013%	-34.083%
206	Scripting languages	Programming Skills	Current	1	117,054	1.968%	6,204	1.646%	-0.322%	-16.340%
101	Smalltalk	Programming Skills	Legacy	1	1,123	0.019%	3	0.001%	-0.018%	-95.783%
92	SQL	Programming Skills	Current	3	1,547,118	26.008%	57,469	15.249%	-10.758%	-41.367%
110	TCL	Programming Skills	Legacy	1	20,762	0.349%	704	0.187%	-0.162%	-46.477%
98	Unified Modeling Language	Programming Skills	Current	2	122,116	2.053%	1,141	0.303%	-1.750%	-85.252%
93	Visual Basic	Programming Skills	Current	6	302,003	5.077%	5,994	1.590%	-3.486%	-68.672%
207	Web service definition language (WSDL)	Programming Skills	Current	2	34,013	0.572%	487	0.129%	-0.443%	-77.400%
94	XML	Programming Skills	Current	2	541,759	9.107%	9,109	2.417%	-6.690%	-73.460%
1342	Computer Science	Majors	Computer Science	2	3,944,632	66.311%	197,393	52.377%	-13.933%	-21.012%
1344	Information Technology	Majors	Information Technology	3	2,370,511	39.849%	105,027	27.868%	-11.981%	-30.065%
1343	Management Information Systems	Majors	Management Information Systems	9	1,640,868	27.584%	161,257	42.789%	15.205%	55.124%

mis Degrees

Management Information Systems	2023-09-17	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%	1,570	0.833%	0.326%	64.189%
2	Attention to Details	Soft Skills	Problem-solving skills	2	7,298	0.395%	830	0.441%	0.046%	11.659%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	14,450	0.781%	2,275	1.208%	0.426%	54.572%
231	Cooperation	Soft Skills	Interpersonal skills	1	19,773	1.069%	1,987	1.055%	-0.014%	-1.340%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	9,850	0.533%	1,534	0.814%	0.282%	52.900%
3	Creativity	Soft Skills	Problem-solving skills	4	59,702	3.228%	7,105	3.772%	0.544%	16.840%
4	Critical thinking	Soft Skills	Problem-solving skills	3	46,720	2.526%	9,252	4.911%	2.385%	94.424%
1300	Flexibility	Soft Skills	Work ethic	1	94,597	5.115%	14,129	7.500%	2.385%	46.640%
232	Independence	Soft Skills	Interpersonal skills	1	14,113	0.763%	2,079	1.104%	0.341%	44.628%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	261,867	14.158%	28,565	15.163%	1.005%	7.095%
256	Innovation	Soft Skills	Problem-solving skills	1	200,828	10.858%	26,681	14.163%	3.305%	30.435%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	255,888	13.835%	31,804	16.882%	3.047%	22.025%
1422	Internship	Soft Skills	Work ethic	3	34,095	1.843%	2,544	1.350%	-0.493%	-26.744%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	2,054	0.111%	353	0.187%	0.076%	68.730%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	178,833	9.669%	25,225	13.390%	3.721%	38.485%
10	Leadership	Soft Skills	Interpersonal skills	1	491,157	26.555%	56,805	30.154%	3.598%	13.549%
258	Learning	Soft Skills	Problem-solving skills	1	175,016	9.463%	30,816	16.358%	6.895%	72.869%
1	Learning Ability	Soft Skills	Problem-solving skills	3	36,831	1.991%	4,522	2.400%	0.409%	20.541%
236	Listening	Soft Skills	Language skills	1	39,169	2.118%	5,028	2.669%	0.551%	26.029%
260	Mathematics	Soft Skills	Problem-solving skills	3	115,914	6.267%	13,831	7.342%	1.075%	17.148%
261	Memorization	Soft Skills	Problem-solving skills	2	227	0.012%	37	0.020%	0.007%	60.027%
18	Negotiation Skills	Soft Skills	Language skills	1	21,348	1.154%	1,444	0.767%	-0.388%	-33.591%
262	Optimization	Soft Skills	Problem-solving skills	1	84,541	4.571%	9,832	5.219%	0.648%	14.181%
19	Oral Communications	Soft Skills	Language skills	5	34,455	1.863%	3,770	2.001%	0.138%	7.425%
273	Persistence	Soft Skills	Work ethic	1	6,752	0.365%	775	0.411%	0.046%	12.690%
239	Persuasion	Soft Skills	Language skills	1	4,759	0.257%	737	0.391%	0.134%	52.044%
1301	Physical Skill	Soft Skills	Work ethic	2	7,014	0.379%	1,344	0.713%	0.334%	88.127%
240	Presentations	Soft Skills	Language skills	1	115,501	6.245%	12,492	6.631%	0.386%	6.185%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	378,361	20.457%	38,681	20.533%	0.076%	0.371%
20	Questioning skills	Soft Skills	Language skills	1	533	0.029%	76	0.040%	0.012%	39.992%
241	Reading Comprehension	Soft Skills	Language skills	1	909	0.049%	168	0.089%	0.040%	81.453%
6	Research skills	Soft Skills	Problem-solving skills	1	3,748	0.203%	389	0.206%	0.004%	1.898%
15	Responsibility	Soft Skills	Work ethic	2	228,304	12.344%	24,897	13.216%	0.872%	7.066%
234	Self Control	Soft Skills	Interpersonal skills	1	488	0.026%	54	0.029%	0.002%	8.640%
11	Self-esteem	Soft Skills	Interpersonal skills	1	221	0.012%	45	0.024%	0.012%	99.912%
16	Self-management	Soft Skills	Work ethic	1	2,911	0.157%	292	0.155%	-0.002%	-1.518%
250	Stress Tolerance	Soft Skills	Physical skills	1	855	0.046%	68	0.036%	-0.010%	-21.916%
12	Teamwork	Soft Skills	Interpersonal skills	1	97,453	5.269%	10,098	5.360%	0.091%	1.732%
17	Time Management	Soft Skills	Work ethic	2	86,114	4.656%	11,818	6.273%	1.617%	34.737%
268	Visualization	Soft Skills	Problem-solving skills	1	31,997	1.730%	7,126	3.783%	2.053%	118.652%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,903	0.103%	576	0.306%	0.203%	197.168%
21	Written Communications	Soft Skills	Language skills	5	282,387	15.268%	25,930	13.764%	-1.504%	-9.848%
172	Account management	Business Skills	Management skills	1	30,102	1.628%	1,953	1.037%	-0.591%	-36.302%
22	Accounting	Business Skills	Business processes	4	235,077	12.710%	21,053	11.175%	-1.534%	-12.073%
1263	Accounting software	Business Skills	Business processes	8	11,756	0.636%	1,115	0.592%	-0.044%	-6.882%
174	Administration	Business Skills	Management skills	3	520,864	28.162%	45,913	24.372%	-3.790%	-13.458%
1313	Analyst	Business Skills	Project management	1	411,451	22.246%	39,226	20.822%	-1.424%	-6.400%
175	Application management	Business Skills	Management skills	5	140,916	7.619%	11,442	6.074%	-1.545%	-20.281%
150	Asset management	Business Skills	Business processes	1	41,230	2.229%	5,107	2.711%	0.482%	21.610%
151	Auditing	Business Skills	Business processes	5	177,810	9.614%	21,946	11.649%	2.036%	21.176%
1264	Auditing software	Business Skills	Business processes	1	215	0.012%	17	0.009%	-0.003%	-22.370%
152	Billing	Business Skills	Business processes	1	52,981	2.865%	5,693	3.022%	0.157%	5.497%
153	Bills of Lading	Business Skills	Business processes	1	133	0.007%	24	0.013%	0.006%	77.165%
1314	Business Analyst	Business Skills	Project management	1	127,060	6.870%	11,721	6.222%	-0.648%	-9.432%
35	Business Intelligence	Business Skills	Strategy skills	1	94,995	5.136%	8,418	4.468%	-0.668%	-12.999%
155	Business performance management (BPM)	Business Skills	Business processes	2	10,372	0.561%	558	0.296%	-0.265%	-47.181%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	78,699	4.255%	1,057	0.561%	-3.694%	-86.814%
36	Business Strategy	Business Skills	Strategy skills	3	455,982	24.654%	56,858	30.182%	5.528%	22.423%
182	Calendar and scheduling	Business Skills	Project management	3	98,210	5.310%	11,192	5.941%	0.631%	11.884%
156	Capacity planning	Business Skills	Business processes	1	35,757	1.933%	1,858	0.986%	-0.947%	-48.984%
28	Change Management	Business Skills	Management skills	1	111,942	6.052%	11,806	6.267%	0.215%	3.545%
183	Content workflow	Business Skills	Project management	1	83	0.004%	3	0.002%	-0.003%	-64.514%
24	Contracting and legal	Business Skills	Business processes	2	139,661	7.551%	15,635	8.299%	0.748%	9.911%
176	Coordination	Business Skills	Management skills	1	128,368	6.940%	14,571	7.735%	0.794%	11.442%
157	Cost accounting	Business Skills	Business processes	1	4,652	0.252%	432	0.229%	-0.022%	-8.828%
158	Cost estimation	Business Skills	Business processes	1	1,795	0.097%	129	0.068%	-0.029%	-29.443%
1312	Customer Support	Business Skills	Business processes	6	393,277	21.263%	35,618	18.907%	-2.356%	-11.082%
1339	Education	Business Skills	Industry Segment	1	29,652	1.603%	5,610	2.978%	1.375%	85.749%
1333	Energy	Business Skills	Industry Segment	1	106,362	5.751%	9,354	4.965%	-0.785%	-13.657%
1340	Entertainment	Business Skills	Industry Segment	1	40,380	2.183%	2,630	1.396%	-0.787%	-36.055%
1319	Environmental	Business Skills	Environmental	18	74,617	4.034%	10,311	5.473%	1.439%	35.669%
1320	Environmental Strategy	Business Skills	Environmental	14	24,538	1.327%	7,269	3.859%	2.532%	190.839%
161	Financial	Business Skills	Business processes	2	727,691	39.344%	165,236	87.711%	48.367%	122.934%
1275	Financial Analysis software	Business Skills	Business processes	9	5,256	0.284%	2,098	1.114%	0.829%	291.893%
1332	Health Care	Business Skills	Industry Segment	2	309,113	16.713%	27,085	14.377%	-2.335%	-13.974%
1341	Hospitality	Business Skills	Industry Segment	4	182,162	9.849%	43,469	23.074%	13.225%	134.282%
177	Human resources	Business Skills	Management skills	2	130,812	7.073%	12,374	6.568%	-0.504%	-7.129%
1336	Insurance	Business Skills	Industry Segment	1	13,229	0.715%	895	0.475%	-0.240%	-33.578%
1316	Managing/Supervision	Business Skills	Management skills	6	1,121,493	60.636%	101,259	53.751%	-6.885%	-11.355%
1334	Manufacturing	Business Skills	Industry Segment	2	139,746	7.556%	9,417	4.999%	-2.557%	-33.841%
26	Marketing	Business Skills	Business processes	1	183,325	9.912%	25,753	13.670%	3.758%	37.919%
185	Monitoring	Business Skills	Project management	1	268,822	14.534%	30,260	16.063%	1.528%	10.515%
179	Negotiation	Business Skills	Management skills	1	81,275	4.394%	7,369	3.912%	-0.483%	-10.984%
163	Operation and Control	Business Skills	Business processes	3	2,164	0.117%	189	0.100%	-0.017%	-14.252%
29	Outsourcing Management	Business Skills	Management skills	3	40,376	2.183%	1,615	0.857%	-1.326%	-60.729%
167	Procurement	Business Skills	Business processes	1	61,006	3.298%	5,905	3.135%	-0.164%	-4.969%
1290	Project Management software	Business Skills	Project management	3	56,260	3.042%	3,247	1.724%	-1.318%	-43.337%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	414,274	22.399%	38,732	20.560%	-1.839%	-8.209%
168	Quality	Business Skills	Business processes	1	572,420	30.949%	62,853	33.364%	2.415%	7.803%
1337	Real Estate	Business Skills	Industry Segment	2	30,407	1.644%	2,382	1.264%	-0.380%	-23.089%
1335	Retail	Business Skills	Industry Segment	2	326,630	17.660%	23,237	12.335%	-5.325%	-30.154%
34	Risk Management	Business Skills	Project management	1	111,852	6.048%	17,049	9.050%	3.003%	49.649%
169	Service Orientation	Business Skills	Business processes	1	15,992	0.865%	1,281	0.680%	-0.185%	-21.356%
27	Supply Chain Management	Business Skills	Business processes	3	79,933	4.322%	7,395	3.925%	-0.396%	-9.170%
1295	Supply Chain Management software	Business Skills	Business processes	4	6,992	0.378%	274	0.145%	-0.233%	-61.526%
178	Teaching	Business Skills	Management skills	7	95,350	5.155%	10,698	5.679%	0.523%	10.154%
190	Timekeeping	Business Skills	Project management	3	42,769	2.312%	4,284	2.274%	-0.038%	-1.658%
1296	Timekeeping software	Business Skills	Project management	1	3,524	0.191%	460	0.244%	0.054%	28.156%
171	Total quality management (TQM)	Business Skills	Business processes	2	2,189	0.118%	119	0.063%	-0.055%	-46.627%
180	Troubleshooting	Business Skills	Management skills	1	248,187	13.419%	22,372	11.876%	-1.543%	-11.500%
181	Verification	Business Skills	Management skills	1	78,046	4.220%	8,304	4.408%	0.188%	4.461%
1338	Waste Management	Business Skills	Industry Segment	1	2,824	0.153%	116	0.062%	-0.091%	-59.672%
191	Workflow	Business Skills	Project management	1	103,114	5.575%	11,640	6.179%	0.604%	10.829%
31	Working Globally	Business Skills	Management skills	3	5,297	0.286%	244	0.130%	-0.157%	-54.775%
32	Working with Virtual Teams	Business Skills	Management skills	2	3,434	0.186%	299	0.159%	-0.027%	-14.515%
51	4GL	Technical Skills	Software development	3	3,040	0.164%	130	0.069%	-0.095%	-58.016%
1510	Access Control	Technical Skills	Security	1	28,886	1.562%	2,658	1.411%	-0.151%	-9.659%
987	Access servers & software	Technical Skills	Network	10	65,259	3.528%	5,537	2.939%	-0.589%	-16.699%
38	Agile Development Methods	Technical Skills	Software development	13	102,011	5.515%	16,520	8.769%	3.254%	58.994%
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%	24	0.013%	0.003%	26.682%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	1,427	0.077%	157	0.083%	0.006%	8.017%
1352	Android	Technical Skills	Mobile Platforms	3	15,926	0.861%	2,220	1.178%	0.317%	36.856%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	8,380	0.453%	807	0.428%	-0.025%	-5.453%
120	Apple operating systems	Technical Skills	Business applications	6	36,266	1.961%	3,966	2.105%	0.144%	7.367%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	1,636	0.088%	41	0.022%	-0.067%	-75.395%
1543	ArcSight	Technical Skills	Security	1	4,162	0.225%	132	0.070%	-0.155%	-68.862%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	32,992	1.784%	10,046	5.333%	3.549%	198.953%
1432	Attribute-Based Access Control	Technical Skills	Security	2	399	0.022%	92	0.049%	0.027%	126.377%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	24	0.001%	4	0.002%	0.001%	63.631%
1265	Backup & Recovery	Technical Skills	Technical applications	16	159,707	8.635%	11,882	6.307%	-2.328%	-26.956%
1386	Biometric	Technical Skills	Information mgmt	2	5,577	0.302%	216	0.115%	-0.187%	-61.975%
1353	Blackberry	Technical Skills	Mobile Platforms	2	11,638	0.629%	137	0.073%	-0.557%	-88.443%
336	Borland Delphi	Technical Skills	Business applications	1	2,032	0.110%	85	0.045%	-0.065%	-58.931%
337	Borland JBuilder	Technical Skills	Business applications	1	1,056	0.057%	0	0.000%	-0.057%	-100.000%
338	Borland Paradox	Technical Skills	Business applications	1	231	0.012%	29	0.015%	0.003%	23.255%
1436	Bring Your Own Devices	Technical Skills	Security	1	1,281	0.069%	260	0.138%	0.069%	99.270%
72	Business Continuity Planning	Technical Skills	Hardware	2	31,645	1.711%	3,296	1.750%	0.039%	2.259%
352	Cadence Opus	Technical Skills	Business applications	1	469	0.025%	25	0.013%	-0.012%	-47.666%
868	Calculators	Technical Skills	Hardware	1	3,072	0.166%	319	0.169%	0.003%	1.950%
39	CASE Tools	Technical Skills	Software development	1	122,582	6.628%	13,537	7.186%	0.558%	8.421%
367	Categorization or classification software	Technical Skills	Business applications	1	6,208	0.336%	363	0.193%	-0.143%	-42.592%
1469	CCPA	Technical Skills	Security	1	2,014	0.109%	888	0.471%	0.362%	332.884%
1478	Center for Internet Security	Technical Skills	Security	1	124,656	6.740%	18,862	10.012%	3.273%	48.557%
1441	Certificate management	Technical Skills	Security	1	1,428	0.077%	260	0.138%	0.061%	78.757%
112	Certification	Technical Skills	Misc	3	481,734	26.046%	55,346	29.379%	3.333%	12.797%
78	Cisco	Technical Skills	Hardware	1	106,476	5.757%	5,077	2.695%	-3.062%	-53.186%
1009	Cisco Systems IOS	Technical Skills	Network	1	22,055	1.192%	2,676	1.420%	0.228%	19.123%
40	Client-Server	Technical Skills	Software development	1	33,778	1.826%	769	0.408%	-1.418%	-77.648%
1437	Cloud Access Security Broker	Technical Skills	Security	1	878	0.047%	318	0.169%	0.121%	255.591%
1438	Cloud Configuration Management	Technical Skills	Security	1	2,069	0.112%	241	0.128%	0.016%	14.360%
1445	Cloud Migration	Technical Skills	Security	1	2,000	0.108%	730	0.388%	0.279%	258.353%
1455	cloud security	Technical Skills	Security	1	7,567	0.409%	2,312	1.227%	0.818%	199.973%
1456	Cloud Security Posture Management	Technical Skills	Security	1	242	0.013%	85	0.045%	0.032%	244.843%
1486	Cloud Services	Technical Skills	Security	1	18,525	1.002%	3,958	2.101%	1.099%	109.766%
1011	Cluster server software	Technical Skills	Network	9	20,905	1.130%	1,348	0.716%	-0.415%	-36.692%
1147	CMAKE	Technical Skills	Software development	1	141	0.008%	19	0.010%	0.002%	32.298%
1151	Compatibility testing	Technical Skills	Software development	1	306	0.017%	22	0.012%	-0.005%	-29.414%
1152	Compilers	Technical Skills	Software development	5	17,946	0.970%	2,290	1.216%	0.245%	25.281%
1255	Compliance software	Technical Skills	Technical applications	4	23,234	1.256%	3,001	1.593%	0.337%	26.812%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	14,832	0.802%	1,353	0.718%	-0.084%	-10.440%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	4	2,632	0.142%	282	0.150%	0.007%	5.192%
875	Computer diagnostics	Technical Skills	Hardware	5	83,715	4.526%	8,714	4.626%	0.099%	2.196%
1107	Computer forensics	Technical Skills	Security	1	5,978	0.323%	354	0.188%	-0.135%	-41.861%
1266	Computer Hardware	Technical Skills	Hardware	15	54,191	2.930%	5,062	2.687%	-0.243%	-8.291%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	1,345	0.073%	55	0.029%	-0.044%	-59.853%
1015	Computer servers	Technical Skills	Network	6	159,056	8.600%	10,118	5.371%	-3.229%	-37.546%
1267	Computer Utilities	Technical Skills	Misc	2	458	0.025%	26	0.014%	-0.011%	-44.265%
1447	Configuration Management Database	Technical Skills	Security	1	6,081	0.329%	871	0.462%	0.134%	40.624%
1448	Container security	Technical Skills	Security	1	290	0.016%	115	0.061%	0.045%	289.330%
1449	Containers	Technical Skills	Security	1	19,276	1.042%	3,745	1.988%	0.946%	90.745%
59	Content Manager	Technical Skills	Business applications	1	2,928	0.158%	56	0.030%	-0.129%	-81.223%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	1,997	0.108%	458	0.243%	0.135%	125.167%
1396	Continuous Improvement	Technical Skills	Software development	1	57,939	3.133%	10,639	5.647%	2.515%	80.280%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	38,268	2.069%	9,493	5.039%	2.970%	143.548%
1453	Control Plane	Technical Skills	Security	1	147	0.008%	18	0.010%	0.002%	20.219%
878	Controllers	Technical Skills	Hardware	3	13,086	0.708%	1,018	0.540%	-0.167%	-23.624%
1454	Crown Jewels	Technical Skills	Security	1	58	0.003%	7	0.004%	0.001%	18.492%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	1,670	0.090%	366	0.194%	0.104%	115.170%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	7,417	0.401%	535	0.284%	-0.117%	-29.182%
53	Customer Relationship Management	Technical Skills	Business applications	9	131,758	7.124%	8,591	4.560%	-2.563%	-35.985%
1368	Cyber Security	Technical Skills	Information mgmt	3	86,840	4.695%	15,719	8.344%	3.649%	77.714%
1479	Cybersecurity Framework	Technical Skills	Security	2	6,362	0.344%	1,949	1.035%	0.691%	200.771%
1492	Data Access Governance	Technical Skills	Security	1	419	0.023%	98	0.052%	0.029%	129.631%
953	Data acquisition systems	Technical Skills	Information mgmt	1	8,913	0.482%	635	0.337%	-0.145%	-30.053%
1434	Data classification	Technical Skills	Security	1	2,241	0.121%	435	0.231%	0.110%	90.575%
955	Data compression software	Technical Skills	Information mgmt	1	2,563	0.139%	206	0.109%	-0.029%	-21.089%
956	Data conversion software	Technical Skills	Information mgmt	1	10,324	0.558%	507	0.269%	-0.289%	-51.786%
958	Data dictionary	Technical Skills	Information mgmt	1	5,946	0.321%	399	0.212%	-0.110%	-34.118%
1495	Data discovery	Technical Skills	Security	1	1,867	0.101%	342	0.182%	0.081%	79.845%
959	Data entry	Technical Skills	Information mgmt	1	36,144	1.954%	1,895	1.006%	-0.948%	-48.526%
1502	Data Loss Prevention	Technical Skills	Security	1	9,394	0.508%	1,415	0.751%	0.243%	47.885%
962	Data mapping	Technical Skills	Information mgmt	1	11,689	0.632%	1,020	0.541%	-0.091%	-14.328%
67	Data Mining	Technical Skills	Information mgmt	5	30,694	1.660%	3,248	1.724%	0.065%	3.892%
963	Data modeling	Technical Skills	Information mgmt	1	60,814	3.288%	3,983	2.114%	-1.174%	-35.698%
1496	Data retention	Technical Skills	Security	1	1,892	0.102%	185	0.098%	-0.004%	-4.001%
1494	Data tagging	Technical Skills	Security	1	199	0.011%	5	0.003%	-0.008%	-75.332%
68	Data Warehousing	Technical Skills	Information mgmt	2	87,615	4.737%	5,813	3.086%	-1.651%	-34.861%
69	Database Administration	Technical Skills	Information mgmt	12	113,529	6.138%	6,339	3.365%	-2.773%	-45.181%
969	Database design software	Technical Skills	Information mgmt	16	84,443	4.566%	5,129	2.723%	-1.843%	-40.367%
1268	Database Reporting	Technical Skills	Information mgmt	3	29,961	1.620%	959	0.509%	-1.111%	-68.575%
1373	Database Security	Technical Skills	Information mgmt	1	695	0.038%	108	0.057%	0.020%	52.566%
1269	Database Security	Technical Skills	Information mgmt	2	146	0.008%	11	0.006%	-0.002%	-26.030%
1270	Database Servers	Technical Skills	Information mgmt	3	17,468	0.944%	322	0.171%	-0.774%	-81.902%
1271	Database Testing	Technical Skills	Information mgmt	1	1,426	0.077%	63	0.033%	-0.044%	-56.625%
1160	Debugging	Technical Skills	Software development	7	95,496	5.163%	9,415	4.998%	-0.165%	-3.205%
1385	Decryption	Technical Skills	Information mgmt	2	521	0.028%	67	0.036%	0.007%	26.257%
1559	Demisto	Technical Skills	Security	1	52	0.003%	13	0.007%	0.004%	145.447%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	5,231	0.283%	225	0.119%	-0.163%	-57.771%
418	Desktop publishing software	Technical Skills	Business applications	13	32,504	1.757%	5,018	2.664%	0.906%	51.569%
1272	Development Environment	Technical Skills	Software development	13	56,889	3.076%	4,313	2.289%	-0.786%	-25.566%
1498	Device Management	Technical Skills	Security	1	4,843	0.262%	890	0.472%	0.211%	80.424%
1273	Digital Imaging	Technical Skills	Hardware	1	1,304	0.071%	37	0.020%	-0.051%	-72.143%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,881	0.102%	103	0.055%	-0.047%	-46.239%
1446	Digital Transformation	Technical Skills	Security	1	12,445	0.673%	3,966	2.105%	1.432%	212.878%
1472	DISA	Technical Skills	Security	1	13,772	0.745%	1,066	0.566%	-0.179%	-24.006%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	4,953	0.268%	247	0.131%	-0.137%	-51.039%
1497	Distributed Denial of Service	Technical Skills	Security	1	1,509	0.082%	269	0.143%	0.061%	75.017%
1504	DMZ	Technical Skills	Network	1	3,056	0.165%	126	0.067%	-0.098%	-59.521%
1451	Docker	Technical Skills	Security	1	16,413	0.887%	4,962	2.634%	1.747%	196.815%
1307	Doctor of Philosophy	Technical Skills	Misc	3	51,438	2.781%	4,510	2.394%	-0.387%	-13.918%
973	Document management software	Technical Skills	Information mgmt	4	21,494	1.162%	1,671	0.887%	-0.275%	-23.673%
1020	Domain name system (DNS)	Technical Skills	Network	3	53,883	2.913%	3,565	1.892%	-1.021%	-35.043%
61	Dreamweaver	Technical Skills	Software development	1	5,549	0.300%	136	0.072%	-0.228%	-75.937%
54	DSS/GDSS	Technical Skills	Business applications	5	27,796	1.503%	2,155	1.144%	-0.359%	-23.883%
425	Dynamic modeling software	Technical Skills	Business applications	1	41	0.002%	1	0.001%	-0.002%	-76.054%
62	Eclipse	Technical Skills	Software development	1	23,006	1.244%	1,196	0.635%	-0.609%	-48.960%
1308	Electronic Commerce	Technical Skills	Business applications	2	45,331	2.451%	3,389	1.799%	-0.652%	-26.600%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	16,902	0.914%	1,021	0.542%	-0.372%	-40.693%
1023	Electronic mail software	Technical Skills	Network	8	30,142	1.630%	2,099	1.114%	-0.515%	-31.631%
1384	Encryption	Technical Skills	Information mgmt	1	167	0.009%	34	0.018%	0.009%	99.885%
1507	Endpoint	Technical Skills	Security	1	11,906	0.644%	2,706	1.436%	0.793%	123.141%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	115,535	6.247%	9,913	5.262%	-0.985%	-15.762%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	129,000	6.975%	9,481	5.033%	-1.942%	-27.842%
1321	Environmental Certification	Technical Skills	Environmental	1	354	0.019%	47	0.025%	0.006%	30.350%
1328	Environmental Cleanup	Technical Skills	Environmental	3	347	0.019%	150	0.080%	0.061%	324.404%
1329	Environmental Energy	Technical Skills	Environmental	25	9,638	0.521%	1,156	0.614%	0.093%	17.758%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	6,172	0.334%	812	0.431%	0.097%	29.166%
1327	Environmental Pollution	Technical Skills	Environmental	27	9,616	0.520%	2,254	1.196%	0.677%	130.132%
1324	Environmental Pollution Control	Technical Skills	Environmental	10	4,480	0.242%	622	0.330%	0.088%	36.311%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	10	1,843	0.100%	450	0.239%	0.139%	139.720%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	18,030	0.975%	950	0.504%	-0.471%	-48.270%
1331	Environmental Science	Technical Skills	Environmental	2	1,242	0.067%	26	0.014%	-0.053%	-79.447%
1322	Environmental Technology	Technical Skills	Environmental	2	616	0.033%	69	0.037%	0.003%	9.973%
1470	EPRI	Technical Skills	Security	1	61	0.003%	7	0.004%	0.000%	12.664%
1551	Exabeam	Technical Skills	Security	1	85	0.005%	29	0.015%	0.011%	234.963%
461	Expert system software	Technical Skills	Business applications	1	926	0.050%	136	0.072%	0.022%	44.193%
1359	Facebook	Technical Skills	Social Networking	1	143,334	7.750%	2,228	1.183%	-6.567%	-84.739%
463	Facilities management software	Technical Skills	Business applications	4	10,465	0.566%	788	0.418%	-0.148%	-26.073%
1476	FedRAMP	Technical Skills	Security	1	4,000	0.216%	833	0.442%	0.226%	104.457%
1467	FINRA	Technical Skills	Security	1	1,765	0.095%	387	0.205%	0.110%	115.270%
1556	FireEye	Technical Skills	Security	1	1,322	0.071%	139	0.074%	0.002%	3.229%
1464	FISMA	Technical Skills	Security	1	12,859	0.695%	849	0.451%	-0.245%	-35.179%
468	Flight control software	Technical Skills	Business applications	1	202	0.011%	14	0.007%	-0.003%	-31.955%
1508	Flow analysis	Technical Skills	Security	1	4,595	0.248%	321	0.170%	-0.078%	-31.414%
469	Flowchart software	Technical Skills	Business applications	5	5,902	0.319%	375	0.199%	-0.120%	-37.619%
1367	Forensic	Technical Skills	Information mgmt	2	28,282	1.529%	2,981	1.582%	0.053%	3.483%
1552	Fortinet	Technical Skills	Security	1	1,721	0.093%	300	0.159%	0.066%	71.143%
1112	Fraud Detection	Technical Skills	Security	1	15,767	0.852%	2,430	1.290%	0.437%	51.313%
63	FrontPage	Technical Skills	Software development	1	1,504	0.081%	6	0.003%	-0.078%	-96.083%
475	Fund accounting software	Technical Skills	Business applications	1	1,603	0.087%	113	0.060%	-0.027%	-30.791%
1260	Gaming	Technical Skills	Misc	2	24,735	1.337%	2,586	1.373%	0.035%	2.644%
1468	GDPR	Technical Skills	Security	1	4,265	0.231%	1,385	0.735%	0.505%	218.822%
113	Generic databases	Technical Skills	Information mgmt	2	257,495	13.922%	19,604	10.406%	-3.516%	-25.253%
1365	Google Apps	Technical Skills	Business applications	4	5,463	0.295%	920	0.488%	0.193%	65.339%
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%	16,687	8.858%	3.601%	68.502%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	120,461	6.513%	10,833	5.750%	-0.763%	-11.708%
484	Graphic software	Technical Skills	Business applications	16	121,683	6.579%	8,086	4.292%	-2.287%	-34.759%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	15,679	0.848%	392	0.208%	-0.640%	-75.454%
1323	Green IT	Technical Skills	Environmental	9	3,565	0.193%	276	0.147%	-0.046%	-23.991%
893	Guidance systems	Technical Skills	Hardware	1	89	0.005%	4	0.002%	-0.003%	-55.875%
1371	Hacking	Technical Skills	Information mgmt	5	11,163	0.604%	1,206	0.640%	0.037%	6.068%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	177	0.010%	38	0.020%	0.011%	110.779%
1277	Hardware Design	Technical Skills	Hardware	21	8,921	0.482%	813	0.432%	-0.051%	-10.526%
1278	Hardware Testing	Technical Skills	Hardware	4	2,787	0.151%	285	0.151%	0.001%	0.398%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	2,200	0.119%	415	0.220%	0.101%	85.201%
492	Helpdesk or call center	Technical Skills	Business applications	2	94,101	5.088%	7,170	3.806%	-1.282%	-25.193%
1465	HIPAA	Technical Skills	Security	1	38,330	2.072%	4,854	2.577%	0.504%	24.331%
1473	HITRUST	Technical Skills	Security	1	3,490	0.189%	774	0.411%	0.222%	117.737%
1377	Homeland Security	Technical Skills	Information mgmt	1	61,679	3.335%	1,512	0.803%	-2.532%	-75.932%
1487	IaaS	Technical Skills	Security	1	8,408	0.455%	2,071	1.099%	0.645%	141.827%
114	IBM databases	Technical Skills	Information mgmt	2	42,377	2.291%	1,981	1.052%	-1.240%	-54.104%
121	IBM operating systems	Technical Skills	Business applications	4	29,970	1.620%	955	0.507%	-1.113%	-68.715%
1513	Identity Access Management	Technical Skills	Security	2	24,853	1.344%	3,647	1.936%	0.592%	44.070%
1511	Identity Governance and Administration	Technical Skills	Security	1	463	0.025%	219	0.116%	0.091%	364.388%
898	Image capture devices	Technical Skills	Hardware	9	12,626	0.683%	1,642	0.872%	0.189%	27.681%
524	Industrial control software	Technical Skills	Business applications	3	7,677	0.415%	1,062	0.564%	0.149%	35.816%
1485	Industrial Control Systems	Technical Skills	Security	1	4,289	0.232%	601	0.319%	0.087%	37.574%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	25,172	1.361%	2,395	1.271%	-0.090%	-6.587%
1375	Information Security	Technical Skills	Information mgmt	3	132,551	7.167%	15,728	8.349%	1.182%	16.495%
899	Infrared	Technical Skills	Hardware	1	1,172	0.063%	44	0.023%	-0.040%	-63.141%
1491	Infrastructure as Code	Technical Skills	Security	1	4,970	0.269%	1,623	0.862%	0.593%	220.612%
1180	Installation	Technical Skills	Software development	1	176,161	9.525%	12,079	6.412%	-3.113%	-32.681%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	357	0.019%	4	0.002%	-0.017%	-89.000%
536	Internet browser software	Technical Skills	Business applications	4	10,303	0.557%	443	0.235%	-0.322%	-57.786%
1483	Internet of Things	Technical Skills	Security	1	7,628	0.412%	1,634	0.867%	0.455%	110.310%
1578	Internet proxy	Technical Skills	Security	1	230	0.012%	26	0.014%	0.001%	10.985%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	28,104	1.520%	1,651	0.876%	-0.643%	-42.324%
541	Inventory management software	Technical Skills	Business applications	3	17,134	0.926%	1,620	0.860%	-0.066%	-7.173%
1463	ISO 22301	Technical Skills	Security	1	88	0.005%	19	0.010%	0.005%	111.977%
1459	ISO 27000	Technical Skills	Security	1	2,172	0.117%	281	0.149%	0.032%	27.018%
1460	ISO 27001	Technical Skills	Security	1	11,743	0.635%	2,142	1.137%	0.502%	79.085%
1461	ISO 27002	Technical Skills	Security	1	1,435	0.078%	133	0.071%	-0.007%	-9.005%
1414	ISO 9000	Technical Skills	Software development	1	3,102	0.168%	64	0.034%	-0.134%	-79.744%
73	IT Architecture/Standards	Technical Skills	Hardware	2	18,287	0.989%	2,044	1.085%	0.096%	9.738%
1515	IT Service Management	Technical Skills	Security	1	18,365	0.993%	3,034	1.611%	0.618%	62.197%
1481	ITIL	Technical Skills	Security	1	71,712	3.877%	7,649	4.060%	0.183%	4.720%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,204	0.065%	2	0.001%	-0.064%	-98.369%
1035	Kernel	Technical Skills	Network	1	3,856	0.208%	233	0.124%	-0.085%	-40.675%
1442	Key management	Technical Skills	Security	1	4,558	0.246%	514	0.273%	0.026%	10.715%
1450	Kubernetes	Technical Skills	Security	1	12,614	0.682%	4,668	2.478%	1.796%	263.325%
1279	Laser tools	Technical Skills	Hardware	1	20	0.001%	7	0.004%	0.003%	243.626%
907	Lasers	Technical Skills	Hardware	1	269	0.015%	32	0.017%	0.002%	16.793%
1516	Least Privilege	Technical Skills	Security	1	1,133	0.061%	236	0.125%	0.064%	104.503%
1038	License management software	Technical Skills	Network	1	1,788	0.097%	218	0.116%	0.019%	19.703%
1361	LinkedIn	Technical Skills	Social Networking	1	16,701	0.903%	2,859	1.518%	0.615%	68.070%
1544	LogRhythm	Technical Skills	Security	1	800	0.043%	82	0.044%	0.000%	0.633%
908	Mainframe computers	Technical Skills	Hardware	2	45,096	2.438%	2,400	1.274%	-1.164%	-47.749%
124	Mainframe operating systems	Technical Skills	Business applications	8	20,216	1.093%	687	0.365%	-0.728%	-66.636%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	32,101	1.736%	1,569	0.833%	-0.903%	-52.013%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	16,466	0.890%	1,818	0.965%	0.075%	8.399%
1549	McAfee Enterprise Security	Technical Skills	Security	1	48	0.003%	2	0.001%	-0.002%	-59.092%
1281	Medical software	Technical Skills	Business applications	9	19,174	1.037%	1,694	0.899%	-0.137%	-13.260%
1452	Mesos	Technical Skills	Security	1	402	0.022%	54	0.029%	0.007%	31.882%
1517	Metadata analysis	Technical Skills	Security	1	159	0.009%	14	0.007%	-0.001%	-13.553%
1555	Micro Focus	Technical Skills	Security	1	1,530	0.083%	168	0.089%	0.006%	7.804%
1433	Micro-segmentation	Technical Skills	Security	1	304	0.016%	77	0.041%	0.024%	148.677%
115	Microsoft databases	Technical Skills	Information mgmt	5	227,760	12.314%	12,156	6.453%	-5.862%	-47.600%
119	Microsoft operating systems	Technical Skills	Business applications	4	321,852	17.402%	19,371	10.283%	-7.119%	-40.910%
1518	MITRE	Technical Skills	Security	1	3,443	0.186%	579	0.307%	0.121%	65.105%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	3,055	0.165%	303	0.161%	-0.004%	-2.625%
1581	Mobile security	Technical Skills	Security	2	1,252	0.068%	137	0.073%	0.005%	7.432%
1431	Multi-Factor Authentication	Technical Skills	Security	3	4,117	0.223%	965	0.512%	0.290%	130.125%
625	Multimedia	Technical Skills	Business applications	1	19,750	1.068%	761	0.404%	-0.664%	-62.170%
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%	478	0.254%	0.059%	30.251%
1548	NetWitness	Technical Skills	Security	1	525	0.028%	42	0.022%	-0.006%	-21.457%
1499	Network Access Control	Technical Skills	Security	2	5,440	0.294%	475	0.252%	-0.042%	-14.274%
74	Network administration	Technical Skills	Hardware	17	444,755	24.047%	164,110	87.114%	63.067%	262.270%
1282	Network Administration software	Technical Skills	Network	18	108,400	5.861%	8,466	4.494%	-1.367%	-23.323%
1519	Network discovery	Technical Skills	Security	1	429	0.023%	56	0.030%	0.007%	28.159%
1283	Network Hardware	Technical Skills	Network	11	64,584	3.492%	3,951	2.097%	-1.395%	-39.938%
1284	Network Monitoring software	Technical Skills	Network	15	46,468	2.512%	3,278	1.740%	-0.772%	-30.742%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,298	0.124%	191	0.101%	-0.023%	-18.398%
1369	Network Security	Technical Skills	Information mgmt	1	9,276	0.502%	463	0.246%	-0.256%	-50.995%
1122	Network security	Technical Skills	Security	1	68,490	3.703%	5,019	2.664%	-1.039%	-28.054%
1285	Network Security software	Technical Skills	Security	37	172,308	9.316%	17,365	9.218%	-0.098%	-1.057%
1503	Network Segmentation	Technical Skills	Network	1	1,177	0.064%	230	0.122%	0.058%	91.853%
1286	Network software	Technical Skills	Network	6	319,748	17.288%	163,668	86.879%	69.591%	402.543%
1287	Network Testing	Technical Skills	Network	11	23,244	1.257%	1,649	0.875%	-0.381%	-30.349%
1521	Next Generation Firewall	Technical Skills	Security	2	975	0.053%	227	0.120%	0.068%	128.580%
1458	NIST	Technical Skills	Security	1	44,578	2.410%	7,707	4.091%	1.681%	69.739%
1065	Novell network software	Technical Skills	Network	2	2,531	0.137%	51	0.027%	-0.110%	-80.217%
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%	494	0.262%	-0.731%	-73.601%
41	Object Oriented Programming	Technical Skills	Software development	5	108,804	5.883%	5,578	2.961%	-2.922%	-49.667%
1288	Office Applications	Technical Skills	Business applications	13	352,342	19.050%	34,296	18.205%	-0.845%	-4.435%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	17,328	0.937%	374	0.199%	-0.738%	-78.810%
116	Open-source databases	Technical Skills	Information mgmt	4	50,386	2.724%	4,585	2.434%	-0.290%	-10.660%
118	Open-source operating systems	Technical Skills	Business applications	8	179,090	9.683%	12,897	6.846%	-2.837%	-29.297%
56	Operating Systems	Technical Skills	Business applications	3	177,111	9.576%	13,128	6.969%	-2.607%	-27.227%
1482	Operational Technology	Technical Skills	Security	1	5,315	0.287%	1,053	0.559%	0.272%	94.510%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,570	0.085%	290	0.154%	0.069%	81.349%
117	Oracle databases	Technical Skills	Information mgmt	1	270,539	14.627%	13,982	7.422%	-7.205%	-49.259%
1529	Orchestration & Automation	Technical Skills	Security	1	296	0.016%	57	0.030%	0.014%	89.061%
1488	PaaS	Technical Skills	Security	1	9,428	0.510%	2,429	1.289%	0.780%	152.945%
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%	93	0.049%	0.017%	53.714%
1466	Payment Card Industry	Technical Skills	Security	1	33,075	1.788%	4,339	2.303%	0.515%	28.798%
1376	Penetration Testing	Technical Skills	Information mgmt	5	92,170	4.983%	10,090	5.356%	0.373%	7.478%
1527	Personal Healthcare Information	Technical Skills	Security	1	3,196	0.173%	587	0.312%	0.139%	80.322%
1528	Personally Identifiable Information	Technical Skills	Security	1	3,502	0.189%	674	0.358%	0.168%	88.956%
1289	Physical Tools	Technical Skills	Hardware	1	92	0.005%	16	0.008%	0.004%	70.746%
683	Point of sale (POS)	Technical Skills	Business applications	3	13,034	0.705%	1,459	0.774%	0.070%	9.899%
1525	Policy Decision Point	Technical Skills	Security	1	616	0.033%	50	0.027%	-0.007%	-20.309%
1526	Policy Enforcement Point	Technical Skills	Security	1	643	0.035%	50	0.027%	-0.008%	-23.656%
686	Polka	Technical Skills	Business applications	1	60	0.003%	7	0.004%	0.000%	14.542%
931	Printers	Technical Skills	Hardware	4	28,210	1.525%	3,556	1.888%	0.362%	23.759%
1430	Privileged Account Management	Technical Skills	Security	2	14,021	0.758%	659	0.350%	-0.408%	-53.855%
43	Programming	Technical Skills	Software development	1	357,064	19.305%	26,959	14.311%	-4.995%	-25.873%
700	Provisioning	Technical Skills	Business applications	1	29,882	1.616%	3,086	1.638%	0.022%	1.392%
1545	QRadar	Technical Skills	Security	1	1,532	0.083%	145	0.077%	-0.006%	-7.076%
1531	Quality of Service	Technical Skills	Security	1	12,803	0.692%	1,146	0.608%	-0.084%	-12.120%
1405	Rapid Application Development	Technical Skills	Software development	2	7,218	0.390%	148	0.079%	-0.312%	-79.869%
1553	Rapid7	Technical Skills	Security	1	972	0.053%	239	0.127%	0.074%	141.407%
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%	196	0.104%	-0.744%	-87.732%
1077	Remote control software	Technical Skills	Network	2	2,226	0.120%	148	0.079%	-0.042%	-34.724%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	973	0.053%	37	0.020%	-0.033%	-62.666%
1379	Risk Analysis	Technical Skills	Information mgmt	1	19,386	1.048%	2,131	1.131%	0.083%	7.923%
1262	Robotics	Technical Skills	Hardware	3	10,797	0.584%	2,480	1.316%	0.733%	125.510%
1532	Role-Based Access Control	Technical Skills	Security	3	3,873	0.209%	340	0.180%	-0.029%	-13.812%
1318	RSA	Technical Skills	Security	1	9,532	0.515%	383	0.203%	-0.312%	-60.551%
1489	SaaS	Technical Skills	Security	1	29,125	1.575%	5,921	3.143%	1.568%	99.594%
1429	SASE	Technical Skills	Security	2	475	0.026%	186	0.099%	0.073%	284.447%
1533	SCCM	Technical Skills	Security	1	11,115	0.601%	1,463	0.777%	0.176%	29.227%
44	SDLC	Technical Skills	Software development	7	218,791	11.829%	17,627	9.357%	-2.473%	-20.902%
1500	SecOps	Technical Skills	Security	2	5,677	0.307%	2,046	1.086%	0.779%	253.838%
1537	Secure SDLC	Technical Skills	Security	1	12,035	0.651%	122	0.065%	-0.586%	-90.048%
1132	Secure shell (SSH)	Technical Skills	Security	1	83	0.004%	1	0.001%	-0.004%	-88.171%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	18,762	1.014%	1,233	0.655%	-0.360%	-35.479%
1569	Secure Web Gateway	Technical Skills	Security	1	1,350	0.073%	151	0.080%	0.007%	9.815%
76	Security	Technical Skills	Hardware	4	1,076,755	58.217%	66,744	35.429%	-22.788%	-39.143%
1382	Security Audit	Technical Skills	Information mgmt	1	3,217	0.174%	271	0.144%	-0.030%	-17.294%
1315	Security Clearance	Technical Skills	Misc	2	195,447	10.567%	9,171	4.868%	-5.699%	-53.931%
1477	Security Frameworks	Technical Skills	Security	1	8,518	0.461%	1,763	0.936%	0.475%	103.204%
1540	Security Information and Event Management	Technical Skills	Security	1	14,575	0.788%	2,679	1.422%	0.634%	80.460%
1584	Security Information Management	Technical Skills	Security	1	3,760	0.203%	97	0.051%	-0.152%	-74.672%
1567	Security Operations Center	Technical Skills	Security	1	16,865	0.912%	3,325	1.765%	0.853%	93.563%
1381	Security Plan	Technical Skills	Information mgmt	1	4,137	0.224%	362	0.192%	-0.032%	-14.091%
1380	Security Policy	Technical Skills	Information mgmt	2	57,581	3.113%	5,999	3.184%	0.071%	2.286%
1457	Security Standards	Technical Skills	Security	1	28,001	1.514%	3,669	1.948%	0.434%	28.645%
1135	Security testing software	Technical Skills	Security	1	7,818	0.423%	851	0.452%	0.029%	6.869%
1550	Securonix	Technical Skills	Security	1	86	0.005%	7	0.004%	-0.001%	-20.087%
1538	Segmentation	Technical Skills	Security	1	8,360	0.452%	1,121	0.595%	0.143%	31.649%
60	Sharepoint Server	Technical Skills	Business applications	1	5,757	0.311%	65	0.035%	-0.277%	-88.915%
1084	Signal generators	Technical Skills	Network	1	250	0.014%	13	0.007%	-0.007%	-48.947%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	10,886	0.589%	365	0.194%	-0.395%	-67.081%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	43,019	2.326%	3,488	1.852%	-0.474%	-20.396%
1220	Simulation software	Technical Skills	Software development	5	24,021	1.299%	1,617	0.858%	-0.440%	-33.910%
1568	Single Sign-On	Technical Skills	Security	3	14,292	0.773%	1,706	0.906%	0.133%	17.194%
1558	SOAR	Technical Skills	Security	1	1,485	0.080%	422	0.224%	0.144%	179.000%
1475	SOC 2	Technical Skills	Security	1	4,240	0.229%	1,081	0.574%	0.345%	150.310%
1366	Social Network	Technical Skills	Social Networking	1	2,426	0.131%	118	0.063%	-0.069%	-52.246%
1358	Social Networking	Technical Skills	Social Networking	1	8,714	0.471%	113	0.060%	-0.411%	-87.269%
1534	Software Defined Network	Technical Skills	Security	2	1,458	0.079%	211	0.112%	0.033%	42.083%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	1,244	0.067%	395	0.210%	0.142%	211.741%
42	Software Development	Technical Skills	Software development	2	327,993	17.734%	25,581	13.579%	-4.155%	-23.428%
1291	Software Development software	Technical Skills	Software development	3	2,698	0.146%	53	0.028%	-0.118%	-80.714%
1309	Software Engineering	Technical Skills	Software development	1	156,281	8.450%	14,353	7.619%	-0.831%	-9.832%
1292	Software Installation	Technical Skills	Software development	4	222,737	12.043%	20,698	10.987%	-1.056%	-8.767%
1223	Software libraries	Technical Skills	Software development	1	348	0.019%	27	0.014%	-0.004%	-23.827%
1293	Software Maintenance	Technical Skills	Software development	1	8,366	0.452%	363	0.193%	-0.260%	-57.400%
1294	Software Testing	Technical Skills	Software development	14	186,414	10.079%	16,946	8.995%	-1.084%	-10.750%
1225	Source code management (SCM)	Technical Skills	Software development	5	46,653	2.522%	3,834	2.035%	-0.487%	-19.315%
1541	Splunk	Technical Skills	Security	1	13,333	0.721%	2,858	1.517%	0.796%	110.452%
1229	Static analysis software	Technical Skills	Software development	1	667	0.036%	92	0.049%	0.013%	35.419%
772	Statistical analysis software	Technical Skills	Business applications	27	158,188	8.553%	19,388	10.292%	1.739%	20.331%
774	Statistical software	Technical Skills	Business applications	1	85,595	4.628%	13,666	7.254%	2.626%	56.751%
1230	Stress testing software	Technical Skills	Software development	1	3,882	0.210%	385	0.204%	-0.006%	-2.631%
1547	sumo logic	Technical Skills	Security	1	472	0.026%	122	0.065%	0.039%	153.767%
122	Sun operating systems	Technical Skills	Business applications	3	59,017	3.191%	935	0.496%	-2.695%	-84.446%
939	Surveillance systems	Technical Skills	Hardware	5	19,387	1.048%	2,369	1.258%	0.209%	19.970%
1564	Swimlane	Technical Skills	Security	1	69	0.004%	23	0.012%	0.008%	227.263%
791	Symantec software	Technical Skills	Business applications	1	11,662	0.631%	320	0.170%	-0.461%	-73.060%
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%	9,850	5.229%	-2.108%	-28.734%
45	System Testing	Technical Skills	Software development	5	39,644	2.143%	2,746	1.458%	-0.686%	-31.995%
46	Systems Analysis	Technical Skills	Software development	8	199,365	10.779%	16,902	8.972%	-1.807%	-16.765%
47	Systems Design	Technical Skills	Software development	1	30,308	1.639%	2,138	1.135%	-0.504%	-30.742%
1233	Systems Evaluation	Technical Skills	Software development	1	511	0.028%	80	0.042%	0.015%	53.705%
1234	Systems integration	Technical Skills	Software development	8	157,267	8.503%	4,323	2.295%	-6.208%	-73.012%
75	TCP/IP	Technical Skills	Hardware	3	73,572	3.978%	4,515	2.397%	-1.581%	-39.749%
1235	Technology Design	Technical Skills	Software development	1	5,315	0.287%	249	0.132%	-0.155%	-54.005%
1236	Templates	Technical Skills	Software development	1	32,198	1.741%	3,219	1.709%	-0.032%	-1.846%
1239	Test implementation	Technical Skills	Software development	1	1,056	0.057%	230	0.122%	0.065%	113.836%
1302	Testing	Technical Skills	Software development	1	582,941	31.518%	53,343	28.316%	-3.202%	-10.160%
1435	Threat Intelligence	Technical Skills	Security	1	5,264	0.285%	1,203	0.639%	0.354%	124.371%
1561	ThreatConnect	Technical Skills	Security	1	85	0.005%	17	0.009%	0.004%	96.358%
1571	Traffic Analysis	Technical Skills	Security	1	2,279	0.123%	197	0.105%	-0.019%	-15.133%
1570	Traffic Capture	Technical Skills	Security	1	62	0.003%	2	0.001%	-0.002%	-68.329%
1297	Training software	Technical Skills	Business applications	3	2,724	0.147%	319	0.169%	0.022%	14.974%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,214	0.120%	106	0.056%	-0.063%	-52.995%
1360	Twitter	Technical Skills	Social Networking	1	23,270	1.258%	1,946	1.033%	-0.225%	-17.896%
1411	Unified Process	Technical Skills	Software development	1	3,942	0.213%	45	0.024%	-0.189%	-88.792%
123	UNIX operating systems	Technical Skills	Business applications	5	183,239	9.907%	6,198	3.290%	-6.617%	-66.791%
1298	UNIX Shells	Technical Skills	Business applications	4	43,612	2.358%	2,201	1.168%	-1.190%	-50.451%
1410	Use Case	Technical Skills	Software development	1	14,719	0.796%	841	0.446%	-0.349%	-43.904%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	179	0.010%	71	0.038%	0.028%	289.424%
1572	User Behavior Analytics	Technical Skills	Security	1	248	0.013%	71	0.038%	0.024%	181.076%
48	User-Interface Design	Technical Skills	Software development	2	70,057	3.788%	6,006	3.188%	-0.600%	-15.831%
836	Video creation and editing software	Technical Skills	Business applications	3	2,950	0.159%	76	0.040%	-0.119%	-74.706%
1574	Virtual Machine	Technical Skills	Security	1	10,890	0.589%	872	0.463%	-0.126%	-21.385%
840	Visual Color Discrimination	Technical Skills	Business applications	2	172	0.009%	39	0.021%	0.011%	122.615%
64	Visual Studio	Technical Skills	Software development	1	46,632	2.521%	2,334	1.239%	-1.282%	-50.860%
843	Voice dictation & recognition	Technical Skills	Business applications	2	1,884	0.102%	96	0.051%	-0.051%	-49.973%
77	Voice/Data Telecom	Technical Skills	Hardware	10	148,376	8.022%	8,149	4.326%	-3.697%	-46.079%
1575	Vulnerability Management	Technical Skills	Security	1	15,940	0.862%	2,781	1.476%	0.614%	71.289%
1583	Vulnerability Testing	Technical Skills	Security	1	2,751	0.149%	252	0.134%	-0.015%	-10.065%
1577	Web Application Firewall	Technical Skills	Security	1	2,304	0.125%	572	0.304%	0.179%	143.742%
1299	Web Application Server	Technical Skills	Business applications	8	66,327	3.586%	1,461	0.776%	-2.811%	-78.374%
1248	Web platform development software	Technical Skills	Software development	5	2,473	0.134%	5	0.003%	-0.131%	-98.015%
65	web programmer	Technical Skills	Software development	4	26,211	1.417%	1,134	0.602%	-0.815%	-57.524%
1579	Web proxy	Technical Skills	Security	1	961	0.052%	89	0.047%	-0.005%	-9.075%
58	Web servers	Technical Skills	Business applications	6	97,009	5.245%	3,984	2.115%	-3.130%	-59.680%
49	Web-based Application Development	Technical Skills	Software development	2	64,196	3.471%	2,690	1.428%	-2.043%	-58.860%
1356	Windows CE	Technical Skills	Mobile Platforms	4	2,537	0.137%	52	0.028%	-0.110%	-79.877%
1102	Wireless	Technical Skills	Network	5	65,212	3.526%	5,336	2.832%	-0.693%	-19.665%
1363	YouTube	Technical Skills	Social Networking	2	3,612	0.195%	712	0.378%	0.183%	93.531%
1524	Zero Trust	Technical Skills	Security	2	700	0.038%	384	0.204%	0.166%	438.581%
79	.NET	Programming Skills	Current	1	145,824	7.884%	6,947	3.688%	-4.197%	-53.228%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	10	0.001%	2	0.001%	0.001%	96.358%
209	A programming language (APL)	Programming Skills	Legacy	2	2,550	0.138%	213	0.113%	-0.025%	-17.992%
99	Ada	Programming Skills	Legacy	1	17,925	0.969%	3,269	1.735%	0.766%	79.050%
80	AJAX	Programming Skills	Current	1	49,592	2.681%	1,123	0.596%	-2.085%	-77.768%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	46	0.002%	1	0.001%	-0.002%	-78.657%
192	Apple AppleScript	Programming Skills	Current	1	116	0.006%	19	0.010%	0.004%	60.810%
81	ASP	Programming Skills	Current	2	99,471	5.378%	3,248	1.724%	-3.654%	-67.942%
108	Assembly	Programming Skills	Legacy	2	1,462	0.079%	48	0.025%	-0.054%	-67.766%
211	AWK	Programming Skills	Legacy	1	2,072	0.112%	73	0.039%	-0.073%	-65.410%
83	C#	Programming Skills	Current	2	125,363	6.778%	7,772	4.126%	-2.652%	-39.133%
82	C/C++	Programming Skills	Current	3	399,322	21.590%	149,076	79.133%	57.543%	266.524%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	83,825	4.532%	6,518	3.460%	-1.072%	-23.659%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	478	0.026%	6	0.003%	-0.023%	-87.676%
84	CGI	Programming Skills	Current	2	10,710	0.579%	253	0.134%	-0.445%	-76.807%
217	Clipper	Programming Skills	Legacy	1	255	0.014%	4	0.002%	-0.012%	-84.599%
218	CLU	Programming Skills	Legacy	1	198	0.011%	5	0.003%	-0.008%	-75.207%
100	Cobol	Programming Skills	Legacy	1	16,889	0.913%	957	0.508%	-0.405%	-44.368%
85	ColdFusion	Programming Skills	Current	2	9,682	0.523%	219	0.116%	-0.407%	-77.793%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	358	0.019%	5	0.003%	-0.017%	-86.288%
195	Component object model (COM)	Programming Skills	Current	1	178	0.010%	1	0.001%	-0.009%	-94.484%
125	Database programming	Programming Skills	Current	3	26,592	1.438%	999	0.530%	-0.907%	-63.116%
1501	DevOps	Programming Skills	Misc	1	35,381	1.913%	10,662	5.660%	3.747%	195.860%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,701	0.092%	7	0.004%	-0.088%	-95.960%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	115,769	6.259%	111,874	59.386%	53.126%	848.756%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	2,589	0.140%	351	0.186%	0.046%	33.105%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	10,743	0.581%	181	0.096%	-0.485%	-83.459%
109	Forth	Programming Skills	Legacy	1	17,869	0.966%	6,544	3.474%	2.508%	259.551%
102	Fortran	Programming Skills	Legacy	1	1,719	0.093%	26	0.014%	-0.079%	-85.150%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	229,189	12.392%	10,236	5.434%	-6.958%	-56.152%
222	J	Programming Skills	Legacy	1	7,270	0.393%	783	0.416%	0.023%	5.741%
87	Java/J2EE/J2P	Programming Skills	Current	4	260,260	14.072%	16,496	8.756%	-5.315%	-37.772%
97	JavaScript	Programming Skills	Current	3	148,058	8.005%	12,377	6.570%	-1.435%	-17.927%
89	JavaServer Faces	Programming Skills	Current	3	9,720	0.526%	271	0.144%	-0.382%	-72.627%
88	JavaServer Pages	Programming Skills	Current	3	37,715	2.039%	1,277	0.678%	-1.361%	-66.757%
223	Job control language (JCL)	Programming Skills	Legacy	2	8,998	0.486%	387	0.205%	-0.281%	-57.774%
126	LAMP	Programming Skills	Current	1	5,210	0.282%	168	0.089%	-0.193%	-68.342%
104	Lisp	Programming Skills	Legacy	1	271	0.015%	61	0.032%	0.018%	120.993%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	1,262	0.068%	267	0.142%	0.073%	107.716%
201	Microsoft ActiveX	Programming Skills	Current	1	1,446	0.078%	12	0.006%	-0.072%	-91.852%
107	Pascal	Programming Skills	Legacy	1	777	0.042%	5	0.003%	-0.039%	-93.682%
90	Perl	Programming Skills	Current	1	63,475	3.432%	2,651	1.407%	-2.025%	-58.996%
91	PHP	Programming Skills	Current	1	34,733	1.878%	2,091	1.110%	-0.768%	-40.894%
103	PL/1	Programming Skills	Legacy	3	387	0.021%	36	0.019%	-0.002%	-8.671%
105	Prolog	Programming Skills	Legacy	1	272	0.015%	20	0.011%	-0.004%	-27.810%
95	Python	Programming Skills	Current	1	83,536	4.517%	17,164	9.111%	4.595%	101.726%
227	R	Programming Skills	Current	1	347,167	18.770%	160,515	85.205%	66.435%	353.936%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	14,832	0.802%	18	0.010%	-0.792%	-98.809%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	20,336	1.100%	2,132	1.132%	0.032%	2.929%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	319	0.017%	16	0.008%	-0.009%	-50.757%
206	Scripting languages	Programming Skills	Current	1	25,430	1.375%	2,742	1.456%	0.081%	5.862%
101	Smalltalk	Programming Skills	Legacy	1	295	0.016%	1	0.001%	-0.015%	-96.672%
92	SQL	Programming Skills	Current	3	473,983	25.627%	33,499	17.782%	-7.845%	-30.612%
110	TCL	Programming Skills	Legacy	1	2,615	0.141%	78	0.041%	-0.100%	-70.715%
98	Unified Modeling Language	Programming Skills	Current	2	32,305	1.747%	594	0.315%	-1.431%	-81.948%
93	Visual Basic	Programming Skills	Current	6	109,484	5.919%	4,093	2.173%	-3.747%	-63.296%
207	Web service definition language (WSDL)	Programming Skills	Current	2	9,106	0.492%	336	0.178%	-0.314%	-63.773%
94	XML	Programming Skills	Current	2	138,473	7.487%	5,624	2.985%	-4.501%	-60.125%
1342	Computer Science	Majors	Computer Science	2	1,115,425	60.308%	89,877	47.709%	-12.599%	-20.891%
1344	Information Technology	Majors	Information Technology	3	695,141	37.584%	54,362	28.857%	-8.728%	-23.221%
1343	Management Information Systems	Majors	Management Information Systems	9	1,640,589	88.702%	161,257	85.599%	-3.103%	-3.498%

cs Degrees

Computer Science	2023-09-17	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%	1,598	0.668%	0.263%	64.804%
2	Attention to Details	Soft Skills	Problem-solving skills	2	16,437	0.401%	1,053	0.440%	0.040%	9.932%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	23,126	0.563%	1,915	0.801%	0.237%	42.097%
231	Cooperation	Soft Skills	Interpersonal skills	1	32,556	0.793%	1,935	0.809%	0.016%	1.992%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	22,830	0.556%	1,797	0.751%	0.195%	35.070%
3	Creativity	Soft Skills	Problem-solving skills	4	149,468	3.642%	10,380	4.340%	0.698%	19.170%
4	Critical thinking	Soft Skills	Problem-solving skills	3	74,118	1.806%	7,960	3.328%	1.522%	84.292%
1300	Flexibility	Soft Skills	Work ethic	1	156,818	3.821%	16,546	6.918%	3.097%	81.057%
232	Independence	Soft Skills	Interpersonal skills	1	22,807	0.556%	1,729	0.723%	0.167%	30.090%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	519,155	12.650%	31,450	13.150%	0.500%	3.954%
256	Innovation	Soft Skills	Problem-solving skills	1	389,628	9.494%	36,564	15.288%	5.794%	61.036%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	380,711	9.276%	26,797	11.204%	1.928%	20.784%
1422	Internship	Soft Skills	Work ethic	3	84,012	2.047%	4,300	1.798%	-0.249%	-12.170%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	3,038	0.074%	323	0.135%	0.061%	82.445%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	301,616	7.349%	24,020	10.043%	2.694%	36.659%
10	Leadership	Soft Skills	Interpersonal skills	1	852,886	20.781%	59,094	24.708%	3.927%	18.897%
258	Learning	Soft Skills	Problem-solving skills	1	415,774	10.131%	47,126	19.704%	9.574%	94.501%
1	Learning Ability	Soft Skills	Problem-solving skills	3	84,710	2.064%	5,864	2.452%	0.388%	18.789%
236	Listening	Soft Skills	Language skills	1	67,630	1.648%	5,360	2.241%	0.593%	36.001%
260	Mathematics	Soft Skills	Problem-solving skills	3	323,036	7.871%	21,306	8.908%	1.037%	13.180%
261	Memorization	Soft Skills	Problem-solving skills	2	233	0.006%	25	0.010%	0.005%	84.121%
18	Negotiation Skills	Soft Skills	Language skills	1	29,722	0.724%	1,473	0.616%	-0.108%	-14.956%
262	Optimization	Soft Skills	Problem-solving skills	1	232,017	5.653%	14,317	5.986%	0.333%	5.889%
19	Oral Communications	Soft Skills	Language skills	5	64,718	1.577%	3,772	1.577%	0.000%	0.015%
273	Persistence	Soft Skills	Work ethic	1	18,341	0.447%	974	0.407%	-0.040%	-8.872%
239	Persuasion	Soft Skills	Language skills	1	6,281	0.153%	461	0.193%	0.040%	25.948%
1301	Physical Skill	Soft Skills	Work ethic	2	8,370	0.204%	1,095	0.458%	0.254%	124.495%
240	Presentations	Soft Skills	Language skills	1	189,661	4.621%	12,550	5.247%	0.626%	13.549%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	816,915	19.905%	45,399	18.982%	-0.923%	-4.635%
20	Questioning skills	Soft Skills	Language skills	1	1,414	0.034%	91	0.038%	0.004%	10.436%
241	Reading Comprehension	Soft Skills	Language skills	1	1,064	0.026%	89	0.037%	0.011%	43.538%
6	Research skills	Soft Skills	Problem-solving skills	1	7,087	0.173%	420	0.176%	0.003%	1.696%
15	Responsibility	Soft Skills	Work ethic	2	390,933	9.525%	26,805	11.208%	1.682%	17.661%
234	Self Control	Soft Skills	Interpersonal skills	1	562	0.014%	38	0.016%	0.002%	16.029%
11	Self-esteem	Soft Skills	Interpersonal skills	1	1,095	0.027%	14	0.006%	-0.021%	-78.060%
16	Self-management	Soft Skills	Work ethic	1	5,685	0.139%	314	0.131%	-0.007%	-5.220%
250	Stress Tolerance	Soft Skills	Physical skills	1	1,320	0.032%	111	0.046%	0.014%	44.300%
12	Teamwork	Soft Skills	Interpersonal skills	1	179,932	4.384%	11,521	4.817%	0.433%	9.875%
17	Time Management	Soft Skills	Work ethic	2	151,507	3.692%	11,589	4.846%	1.154%	31.260%
268	Visualization	Soft Skills	Problem-solving skills	1	86,536	2.109%	10,057	4.205%	2.097%	99.430%
7	Working under pressure	Soft Skills	Problem-solving skills	1	3,512	0.086%	809	0.338%	0.253%	295.287%
21	Written Communications	Soft Skills	Language skills	5	622,354	15.164%	31,629	13.225%	-1.940%	-12.790%
172	Account management	Business Skills	Management skills	1	36,179	0.882%	2,419	1.011%	0.130%	14.735%
22	Accounting	Business Skills	Business processes	4	221,176	5.389%	11,270	4.712%	-0.677%	-12.561%
1263	Accounting software	Business Skills	Business processes	8	27,992	0.682%	1,790	0.748%	0.066%	9.733%
174	Administration	Business Skills	Management skills	3	821,066	20.006%	41,003	17.144%	-2.862%	-14.305%
1313	Analyst	Business Skills	Project management	1	601,489	14.656%	37,027	15.482%	0.826%	5.635%
175	Application management	Business Skills	Management skills	5	296,505	7.225%	12,867	5.380%	-1.845%	-25.533%
150	Asset management	Business Skills	Business processes	1	54,684	1.332%	4,632	1.937%	0.604%	45.354%
151	Auditing	Business Skills	Business processes	5	181,862	4.431%	14,219	5.945%	1.514%	34.167%
1264	Auditing software	Business Skills	Business processes	1	117	0.003%	16	0.007%	0.004%	134.667%
152	Billing	Business Skills	Business processes	1	60,203	1.467%	3,541	1.481%	0.014%	0.931%
153	Bills of Lading	Business Skills	Business processes	1	177	0.004%	17	0.007%	0.003%	64.814%
1314	Business Analyst	Business Skills	Project management	1	194,694	4.744%	10,244	4.283%	-0.461%	-9.711%
35	Business Intelligence	Business Skills	Strategy skills	1	172,899	4.213%	9,547	3.992%	-0.221%	-5.247%
155	Business performance management (BPM)	Business Skills	Business processes	2	21,432	0.522%	489	0.204%	-0.318%	-60.847%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	34,835	0.849%	706	0.295%	-0.554%	-65.222%
36	Business Strategy	Business Skills	Strategy skills	3	760,072	18.520%	58,491	24.456%	5.936%	32.054%
182	Calendar and scheduling	Business Skills	Project management	3	150,677	3.671%	8,794	3.677%	0.006%	0.152%
156	Capacity planning	Business Skills	Business processes	1	80,969	1.973%	2,295	0.960%	-1.013%	-51.361%
28	Change Management	Business Skills	Management skills	1	156,051	3.802%	9,339	3.905%	0.102%	2.696%
183	Content workflow	Business Skills	Project management	1	141	0.003%	5	0.002%	-0.001%	-39.149%
24	Contracting and legal	Business Skills	Business processes	2	190,875	4.651%	17,032	7.121%	2.471%	53.121%
176	Coordination	Business Skills	Management skills	1	185,849	4.528%	12,568	5.255%	0.727%	16.044%
157	Cost accounting	Business Skills	Business processes	1	2,771	0.068%	151	0.063%	-0.004%	-6.490%
158	Cost estimation	Business Skills	Business processes	1	3,123	0.076%	98	0.041%	-0.035%	-46.152%
1312	Customer Support	Business Skills	Business processes	6	748,008	18.226%	40,353	16.872%	-1.354%	-7.426%
1339	Education	Business Skills	Industry Segment	1	43,443	1.059%	5,615	2.348%	1.289%	121.793%
1333	Energy	Business Skills	Industry Segment	1	202,303	4.929%	12,744	5.329%	0.399%	8.099%
1340	Entertainment	Business Skills	Industry Segment	1	84,623	2.062%	4,393	1.837%	-0.225%	-10.918%
1319	Environmental	Business Skills	Environmental	18	107,758	2.626%	12,198	5.100%	2.475%	94.248%
1320	Environmental Strategy	Business Skills	Environmental	14	67,777	1.651%	10,566	4.418%	2.766%	167.514%
161	Financial	Business Skills	Business processes	2	1,078,600	26.281%	205,497	85.922%	59.641%	226.936%
1275	Financial Analysis software	Business Skills	Business processes	9	3,141	0.077%	259	0.108%	0.032%	41.498%
1332	Health Care	Business Skills	Industry Segment	2	455,263	11.093%	30,221	12.636%	1.543%	13.911%
1341	Hospitality	Business Skills	Industry Segment	4	279,718	6.816%	56,108	23.460%	16.644%	244.209%
177	Human resources	Business Skills	Management skills	2	139,537	3.400%	10,156	4.246%	0.846%	24.897%
1336	Insurance	Business Skills	Industry Segment	1	21,556	0.525%	869	0.363%	-0.162%	-30.822%
1316	Managing/Supervision	Business Skills	Management skills	6	2,020,409	49.229%	106,984	44.732%	-4.497%	-9.135%
1334	Manufacturing	Business Skills	Industry Segment	2	235,086	5.728%	12,951	5.415%	-0.313%	-5.465%
26	Marketing	Business Skills	Business processes	1	345,585	8.420%	30,685	12.830%	4.410%	52.366%
185	Monitoring	Business Skills	Project management	1	495,981	12.085%	31,072	12.992%	0.907%	7.503%
179	Negotiation	Business Skills	Management skills	1	120,927	2.946%	7,513	3.141%	0.195%	6.613%
163	Operation and Control	Business Skills	Business processes	3	2,866	0.070%	105	0.044%	-0.026%	-37.132%
29	Outsourcing Management	Business Skills	Management skills	3	74,691	1.820%	1,561	0.653%	-1.167%	-64.136%
167	Procurement	Business Skills	Business processes	1	64,451	1.570%	4,454	1.862%	0.292%	18.587%
1290	Project Management software	Business Skills	Project management	3	84,124	2.050%	2,699	1.129%	-0.921%	-44.944%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	644,953	15.715%	33,627	14.060%	-1.655%	-10.530%
168	Quality	Business Skills	Business processes	1	1,231,852	30.015%	75,949	31.756%	1.741%	5.799%
1337	Real Estate	Business Skills	Industry Segment	2	28,554	0.696%	2,236	0.935%	0.239%	34.376%
1335	Retail	Business Skills	Industry Segment	2	558,371	13.605%	28,005	11.709%	-1.896%	-13.934%
34	Risk Management	Business Skills	Project management	1	124,369	3.030%	10,844	4.534%	1.504%	49.622%
169	Service Orientation	Business Skills	Business processes	1	26,611	0.648%	1,209	0.506%	-0.143%	-22.038%
27	Supply Chain Management	Business Skills	Business processes	3	110,716	2.698%	7,569	3.165%	0.467%	17.313%
1295	Supply Chain Management software	Business Skills	Business processes	4	6,505	0.159%	240	0.100%	-0.058%	-36.689%
178	Teaching	Business Skills	Management skills	7	122,394	2.982%	11,723	4.902%	1.919%	64.360%
190	Timekeeping	Business Skills	Project management	3	44,340	1.080%	3,286	1.374%	0.294%	27.172%
1296	Timekeeping software	Business Skills	Project management	1	4,603	0.112%	323	0.135%	0.023%	20.415%
171	Total quality management (TQM)	Business Skills	Business processes	2	4,041	0.098%	138	0.058%	-0.041%	-41.399%
180	Troubleshooting	Business Skills	Management skills	1	563,345	13.726%	28,143	11.767%	-1.959%	-14.274%
181	Verification	Business Skills	Management skills	1	292,329	7.123%	15,999	6.689%	-0.433%	-6.084%
1338	Waste Management	Business Skills	Industry Segment	1	2,942	0.072%	102	0.043%	-0.029%	-40.506%
191	Workflow	Business Skills	Project management	1	179,656	4.377%	10,832	4.529%	0.152%	3.463%
31	Working Globally	Business Skills	Management skills	3	19,916	0.485%	321	0.134%	-0.351%	-72.342%
32	Working with Virtual Teams	Business Skills	Management skills	2	7,723	0.188%	391	0.163%	-0.025%	-13.122%
51	4GL	Technical Skills	Software development	3	5,624	0.137%	111	0.046%	-0.091%	-66.132%
1510	Access Control	Technical Skills	Security	1	42,828	1.044%	2,764	1.156%	0.112%	10.746%
987	Access servers & software	Technical Skills	Network	10	122,922	2.995%	5,684	2.377%	-0.619%	-20.651%
38	Agile Development Methods	Technical Skills	Software development	13	346,244	8.437%	23,928	10.005%	1.568%	18.588%
304	Algorithmic software	Technical Skills	Business applications	1	136	0.003%	5	0.002%	-0.001%	-36.912%
1546	Alienvault	Technical Skills	Security	1	339	0.008%	24	0.010%	0.002%	21.487%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	5,334	0.130%	264	0.110%	-0.020%	-15.068%
1352	Android	Technical Skills	Mobile Platforms	3	95,224	2.320%	4,903	2.050%	-0.270%	-11.644%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	60,569	1.476%	2,423	1.013%	-0.463%	-31.353%
120	Apple operating systems	Technical Skills	Business applications	6	126,231	3.076%	8,737	3.653%	0.577%	18.772%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	8,239	0.201%	522	0.218%	0.018%	8.721%
1543	ArcSight	Technical Skills	Security	1	5,776	0.141%	173	0.072%	-0.068%	-48.603%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	163,752	3.990%	24,090	10.073%	6.083%	152.446%
1432	Attribute-Based Access Control	Technical Skills	Security	2	574	0.014%	66	0.028%	0.014%	97.311%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	280	0.007%	53	0.022%	0.015%	224.815%
1265	Backup & Recovery	Technical Skills	Technical applications	16	299,785	7.305%	12,202	5.102%	-2.203%	-30.154%
1386	Biometric	Technical Skills	Information mgmt	2	10,399	0.253%	342	0.143%	-0.110%	-43.564%
1353	Blackberry	Technical Skills	Mobile Platforms	2	25,648	0.625%	145	0.061%	-0.564%	-90.299%
336	Borland Delphi	Technical Skills	Business applications	1	5,971	0.145%	100	0.042%	-0.104%	-71.261%
337	Borland JBuilder	Technical Skills	Business applications	1	3,865	0.094%	2	0.001%	-0.093%	-99.112%
338	Borland Paradox	Technical Skills	Business applications	1	332	0.008%	13	0.005%	-0.003%	-32.807%
1436	Bring Your Own Devices	Technical Skills	Security	1	1,873	0.046%	249	0.104%	0.058%	128.129%
72	Business Continuity Planning	Technical Skills	Hardware	2	46,927	1.143%	3,267	1.366%	0.223%	19.466%
352	Cadence Opus	Technical Skills	Business applications	1	1,480	0.036%	29	0.012%	-0.024%	-66.376%
868	Calculators	Technical Skills	Hardware	1	3,026	0.074%	189	0.079%	0.005%	7.179%
39	CASE Tools	Technical Skills	Software development	1	175,963	4.287%	13,440	5.620%	1.332%	31.068%
367	Categorization or classification software	Technical Skills	Business applications	1	18,158	0.442%	568	0.237%	-0.205%	-46.322%
1469	CCPA	Technical Skills	Security	1	2,423	0.059%	860	0.360%	0.301%	509.064%
1478	Center for Internet Security	Technical Skills	Security	1	56,896	1.386%	8,429	3.524%	2.138%	154.222%
1441	Certificate management	Technical Skills	Security	1	2,776	0.068%	320	0.134%	0.066%	97.810%
112	Certification	Technical Skills	Misc	3	720,824	17.564%	51,365	21.477%	3.913%	22.280%
78	Cisco	Technical Skills	Hardware	1	185,923	4.530%	5,850	2.446%	-2.084%	-46.007%
1009	Cisco Systems IOS	Technical Skills	Network	1	96,741	2.357%	5,710	2.387%	0.030%	1.285%
40	Client-Server	Technical Skills	Software development	1	70,142	1.709%	1,008	0.421%	-1.288%	-75.340%
1437	Cloud Access Security Broker	Technical Skills	Security	1	1,140	0.028%	349	0.146%	0.118%	425.338%
1438	Cloud Configuration Management	Technical Skills	Security	1	3,643	0.089%	287	0.120%	0.031%	35.189%
1445	Cloud Migration	Technical Skills	Security	1	3,719	0.091%	745	0.311%	0.221%	243.754%
1455	cloud security	Technical Skills	Security	1	11,142	0.271%	2,525	1.056%	0.784%	288.881%
1456	Cloud Security Posture Management	Technical Skills	Security	1	254	0.006%	82	0.034%	0.028%	453.985%
1486	Cloud Services	Technical Skills	Security	1	52,474	1.279%	6,157	2.574%	1.296%	101.346%
1011	Cluster server software	Technical Skills	Network	9	67,846	1.653%	2,273	0.950%	-0.703%	-42.510%
1147	CMAKE	Technical Skills	Software development	1	1,969	0.048%	159	0.066%	0.019%	38.570%
1151	Compatibility testing	Technical Skills	Software development	1	2,142	0.052%	53	0.022%	-0.030%	-57.541%
1152	Compilers	Technical Skills	Software development	5	44,170	1.076%	2,358	0.986%	-0.090%	-8.392%
1255	Compliance software	Technical Skills	Technical applications	4	20,347	0.496%	1,740	0.728%	0.232%	46.746%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	37,762	0.920%	2,798	1.170%	0.250%	27.148%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	4	5,847	0.142%	206	0.086%	-0.056%	-39.542%
875	Computer diagnostics	Technical Skills	Hardware	5	189,461	4.616%	12,066	5.045%	0.429%	9.285%
1107	Computer forensics	Technical Skills	Security	1	8,805	0.215%	289	0.121%	-0.094%	-43.677%
1266	Computer Hardware	Technical Skills	Hardware	15	95,116	2.318%	5,773	2.414%	0.096%	4.152%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	2,825	0.069%	73	0.031%	-0.038%	-55.657%
1015	Computer servers	Technical Skills	Network	6	373,116	9.091%	11,770	4.921%	-4.170%	-45.868%
1267	Computer Utilities	Technical Skills	Misc	2	3,465	0.084%	172	0.072%	-0.013%	-14.819%
1447	Configuration Management Database	Technical Skills	Security	1	7,606	0.185%	635	0.266%	0.080%	43.264%
1448	Container security	Technical Skills	Security	1	411	0.010%	117	0.049%	0.039%	388.497%
1449	Containers	Technical Skills	Security	1	48,669	1.186%	6,263	2.619%	1.433%	120.825%
59	Content Manager	Technical Skills	Business applications	1	2,952	0.072%	165	0.069%	-0.003%	-4.085%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	3,197	0.078%	507	0.212%	0.134%	172.134%
1396	Continuous Improvement	Technical Skills	Software development	1	100,446	2.447%	10,989	4.595%	2.147%	87.734%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	143,668	3.501%	18,448	7.713%	4.213%	120.347%
1453	Control Plane	Technical Skills	Security	1	1,811	0.044%	250	0.105%	0.060%	136.886%
878	Controllers	Technical Skills	Hardware	3	28,962	0.706%	1,704	0.712%	0.007%	0.962%
1454	Crown Jewels	Technical Skills	Security	1	243	0.006%	21	0.009%	0.003%	48.297%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	4,679	0.114%	456	0.191%	0.077%	67.236%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	14,190	0.346%	512	0.214%	-0.132%	-38.084%
53	Customer Relationship Management	Technical Skills	Business applications	9	187,730	4.574%	8,748	3.658%	-0.916%	-20.036%
1368	Cyber Security	Technical Skills	Information mgmt	3	127,177	3.099%	16,429	6.869%	3.771%	121.677%
1479	Cybersecurity Framework	Technical Skills	Security	2	5,100	0.124%	1,264	0.529%	0.404%	325.300%
1492	Data Access Governance	Technical Skills	Security	1	827	0.020%	73	0.031%	0.010%	51.473%
953	Data acquisition systems	Technical Skills	Information mgmt	1	23,246	0.566%	1,142	0.477%	-0.089%	-15.698%
1434	Data classification	Technical Skills	Security	1	2,794	0.068%	383	0.160%	0.092%	135.229%
955	Data compression software	Technical Skills	Information mgmt	1	13,953	0.340%	525	0.220%	-0.120%	-35.433%
956	Data conversion software	Technical Skills	Information mgmt	1	15,771	0.384%	456	0.191%	-0.194%	-50.384%
958	Data dictionary	Technical Skills	Information mgmt	1	10,654	0.260%	431	0.180%	-0.079%	-30.580%
1495	Data discovery	Technical Skills	Security	1	4,348	0.106%	411	0.172%	0.066%	62.207%
959	Data entry	Technical Skills	Information mgmt	1	18,238	0.444%	1,558	0.651%	0.207%	46.591%
1502	Data Loss Prevention	Technical Skills	Security	1	12,784	0.311%	1,338	0.559%	0.248%	79.600%
962	Data mapping	Technical Skills	Information mgmt	1	19,856	0.484%	846	0.354%	-0.130%	-26.887%
67	Data Mining	Technical Skills	Information mgmt	5	84,435	2.057%	4,506	1.884%	-0.173%	-8.423%
963	Data modeling	Technical Skills	Information mgmt	1	135,071	3.291%	5,360	2.241%	-1.050%	-31.904%
1496	Data retention	Technical Skills	Security	1	3,174	0.077%	182	0.076%	-0.001%	-1.603%
1494	Data tagging	Technical Skills	Security	1	380	0.009%	29	0.012%	0.003%	30.958%
68	Data Warehousing	Technical Skills	Information mgmt	2	194,057	4.728%	7,564	3.163%	-1.566%	-33.113%
69	Database Administration	Technical Skills	Information mgmt	12	243,180	5.925%	7,213	3.016%	-2.909%	-49.101%
969	Database design software	Technical Skills	Information mgmt	16	207,098	5.046%	6,321	2.643%	-2.403%	-47.625%
1268	Database Reporting	Technical Skills	Information mgmt	3	52,656	1.283%	811	0.339%	-0.944%	-73.570%
1373	Database Security	Technical Skills	Information mgmt	1	1,063	0.026%	105	0.044%	0.018%	69.502%
1269	Database Security	Technical Skills	Information mgmt	2	763	0.019%	34	0.014%	-0.004%	-23.533%
1270	Database Servers	Technical Skills	Information mgmt	3	44,114	1.075%	404	0.169%	-0.906%	-84.285%
1271	Database Testing	Technical Skills	Information mgmt	1	3,715	0.091%	131	0.055%	-0.036%	-39.490%
1160	Debugging	Technical Skills	Software development	7	319,698	7.790%	15,875	6.638%	-1.152%	-14.790%
1385	Decryption	Technical Skills	Information mgmt	2	1,503	0.037%	98	0.041%	0.004%	11.888%
1559	Demisto	Technical Skills	Security	1	90	0.002%	11	0.005%	0.002%	109.734%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	15,874	0.387%	378	0.158%	-0.229%	-59.138%
418	Desktop publishing software	Technical Skills	Business applications	13	67,414	1.643%	5,420	2.266%	0.624%	37.965%
1272	Development Environment	Technical Skills	Software development	13	214,516	5.227%	8,185	3.422%	-1.805%	-34.525%
1498	Device Management	Technical Skills	Security	1	9,809	0.239%	1,028	0.430%	0.191%	79.840%
1273	Digital Imaging	Technical Skills	Hardware	1	1,025	0.025%	55	0.023%	-0.002%	-7.922%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	13,685	0.333%	535	0.224%	-0.110%	-32.915%
1446	Digital Transformation	Technical Skills	Security	1	27,178	0.662%	6,065	2.536%	1.874%	282.941%
1472	DISA	Technical Skills	Security	1	12,313	0.300%	743	0.311%	0.011%	3.548%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	10,391	0.253%	268	0.112%	-0.141%	-55.742%
1497	Distributed Denial of Service	Technical Skills	Security	1	3,595	0.088%	246	0.103%	0.015%	17.423%
1504	DMZ	Technical Skills	Network	1	6,736	0.164%	155	0.065%	-0.099%	-60.514%
1451	Docker	Technical Skills	Security	1	58,136	1.417%	10,546	4.409%	2.993%	211.287%
1307	Doctor of Philosophy	Technical Skills	Misc	3	189,686	4.622%	12,744	5.329%	0.707%	15.289%
973	Document management software	Technical Skills	Information mgmt	4	30,250	0.737%	1,208	0.505%	-0.232%	-31.473%
1020	Domain name system (DNS)	Technical Skills	Network	3	130,242	3.173%	4,429	1.852%	-1.322%	-41.646%
61	Dreamweaver	Technical Skills	Software development	1	15,551	0.379%	172	0.072%	-0.307%	-81.020%
54	DSS/GDSS	Technical Skills	Business applications	5	41,890	1.021%	1,689	0.706%	-0.314%	-30.811%
425	Dynamic modeling software	Technical Skills	Business applications	1	181	0.004%	18	0.008%	0.003%	70.652%
62	Eclipse	Technical Skills	Software development	1	80,737	1.967%	1,604	0.671%	-1.297%	-65.908%
1308	Electronic Commerce	Technical Skills	Business applications	2	172,805	4.211%	5,900	2.467%	-1.744%	-41.411%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	31,681	0.772%	1,034	0.432%	-0.340%	-43.993%
1023	Electronic mail software	Technical Skills	Network	8	56,717	1.382%	2,007	0.839%	-0.543%	-39.277%
1384	Encryption	Technical Skills	Information mgmt	1	484	0.012%	64	0.027%	0.015%	126.910%
1507	Endpoint	Technical Skills	Security	1	20,078	0.489%	2,741	1.146%	0.657%	134.265%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	171,268	4.173%	7,912	3.308%	-0.865%	-20.726%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	173,648	4.231%	7,993	3.342%	-0.889%	-21.013%
1321	Environmental Certification	Technical Skills	Environmental	1	427	0.010%	57	0.024%	0.013%	129.068%
1328	Environmental Cleanup	Technical Skills	Environmental	3	712	0.017%	55	0.023%	0.006%	32.556%
1329	Environmental Energy	Technical Skills	Environmental	25	17,081	0.416%	1,453	0.608%	0.191%	45.972%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	15,645	0.381%	1,605	0.671%	0.290%	76.043%
1327	Environmental Pollution	Technical Skills	Environmental	27	17,280	0.421%	4,691	1.961%	1.540%	365.843%
1324	Environmental Pollution Control	Technical Skills	Environmental	10	7,903	0.193%	1,009	0.422%	0.229%	119.087%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	10	3,087	0.075%	391	0.163%	0.088%	117.349%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	10,053	0.245%	1,078	0.451%	0.206%	84.010%
1331	Environmental Science	Technical Skills	Environmental	2	570	0.014%	26	0.011%	-0.003%	-21.726%
1322	Environmental Technology	Technical Skills	Environmental	2	1,102	0.027%	139	0.058%	0.031%	116.447%
1470	EPRI	Technical Skills	Security	1	145	0.004%	9	0.004%	0.000%	6.511%
1551	Exabeam	Technical Skills	Security	1	291	0.007%	30	0.013%	0.005%	76.908%
461	Expert system software	Technical Skills	Business applications	1	1,873	0.046%	160	0.067%	0.021%	46.589%
1359	Facebook	Technical Skills	Social Networking	1	455,743	11.105%	3,938	1.647%	-9.458%	-85.172%
463	Facilities management software	Technical Skills	Business applications	4	7,849	0.191%	501	0.209%	0.018%	9.532%
1476	FedRAMP	Technical Skills	Security	1	3,997	0.097%	673	0.281%	0.184%	188.934%
1467	FINRA	Technical Skills	Security	1	2,503	0.061%	367	0.153%	0.092%	151.607%
1556	FireEye	Technical Skills	Security	1	2,998	0.073%	106	0.044%	-0.029%	-39.327%
1464	FISMA	Technical Skills	Security	1	13,092	0.319%	628	0.263%	-0.056%	-17.686%
468	Flight control software	Technical Skills	Business applications	1	1,575	0.038%	59	0.025%	-0.014%	-35.718%
1508	Flow analysis	Technical Skills	Security	1	4,580	0.112%	204	0.085%	-0.026%	-23.567%
469	Flowchart software	Technical Skills	Business applications	5	11,612	0.283%	458	0.191%	-0.091%	-32.317%
1367	Forensic	Technical Skills	Information mgmt	2	37,597	0.916%	2,697	1.128%	0.212%	23.097%
1552	Fortinet	Technical Skills	Security	1	4,544	0.111%	404	0.169%	0.058%	52.567%
1112	Fraud Detection	Technical Skills	Security	1	25,836	0.630%	2,392	1.000%	0.371%	58.874%
63	FrontPage	Technical Skills	Software development	1	2,544	0.062%	7	0.003%	-0.059%	-95.278%
475	Fund accounting software	Technical Skills	Business applications	1	853	0.021%	26	0.011%	-0.010%	-47.695%
1260	Gaming	Technical Skills	Misc	2	98,276	2.395%	5,916	2.474%	0.079%	3.300%
1468	GDPR	Technical Skills	Security	1	5,055	0.123%	1,286	0.538%	0.415%	336.554%
113	Generic databases	Technical Skills	Information mgmt	2	641,788	15.638%	26,523	11.090%	-4.548%	-29.083%
1365	Google Apps	Technical Skills	Business applications	4	14,650	0.357%	736	0.308%	-0.049%	-13.790%
1364	Google Plus	Technical Skills	Social Networking	1	1,562	0.038%	2	0.001%	-0.037%	-97.803%
1512	Governance	Technical Skills	Security	1	126,361	3.079%	13,676	5.718%	2.639%	85.722%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	201,292	4.905%	10,814	4.522%	-0.383%	-7.811%
484	Graphic software	Technical Skills	Business applications	16	286,133	6.972%	11,510	4.813%	-2.159%	-30.972%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	71,488	1.742%	975	0.408%	-1.334%	-76.596%
1323	Green IT	Technical Skills	Environmental	9	11,612	0.283%	966	0.404%	0.121%	42.754%
893	Guidance systems	Technical Skills	Hardware	1	238	0.006%	9	0.004%	-0.002%	-35.109%
1371	Hacking	Technical Skills	Information mgmt	5	23,485	0.572%	1,323	0.553%	-0.019%	-3.331%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	1,764	0.043%	154	0.064%	0.021%	49.810%
1277	Hardware Design	Technical Skills	Hardware	21	37,898	0.923%	2,597	1.086%	0.162%	17.591%
1278	Hardware Testing	Technical Skills	Hardware	4	11,416	0.278%	542	0.227%	-0.052%	-18.529%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,779	0.043%	263	0.110%	0.067%	153.687%
492	Helpdesk or call center	Technical Skills	Business applications	2	140,207	3.416%	8,041	3.362%	-0.054%	-1.586%
1465	HIPAA	Technical Skills	Security	1	44,622	1.087%	4,073	1.703%	0.616%	56.633%
1473	HITRUST	Technical Skills	Security	1	3,173	0.077%	592	0.248%	0.170%	220.162%
1377	Homeland Security	Technical Skills	Information mgmt	1	67,364	1.641%	1,596	0.667%	-0.974%	-59.344%
1487	IaaS	Technical Skills	Security	1	18,426	0.449%	2,378	0.994%	0.545%	121.462%
114	IBM databases	Technical Skills	Information mgmt	2	93,293	2.273%	2,067	0.864%	-1.409%	-61.980%
121	IBM operating systems	Technical Skills	Business applications	4	64,257	1.566%	932	0.390%	-1.176%	-75.111%
1513	Identity Access Management	Technical Skills	Security	2	33,577	0.818%	3,747	1.567%	0.749%	91.496%
1511	Identity Governance and Administration	Technical Skills	Security	1	554	0.013%	227	0.095%	0.081%	603.128%
898	Image capture devices	Technical Skills	Hardware	9	21,605	0.526%	1,564	0.654%	0.128%	24.223%
524	Industrial control software	Technical Skills	Business applications	3	19,418	0.473%	1,523	0.637%	0.164%	34.590%
1485	Industrial Control Systems	Technical Skills	Security	1	7,966	0.194%	918	0.384%	0.190%	97.752%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	62,669	1.527%	3,076	1.286%	-0.241%	-15.773%
1375	Information Security	Technical Skills	Information mgmt	3	180,582	4.400%	14,790	6.184%	1.784%	40.544%
899	Infrared	Technical Skills	Hardware	1	3,430	0.084%	110	0.046%	-0.038%	-44.968%
1491	Infrastructure as Code	Technical Skills	Security	1	11,512	0.281%	2,380	0.995%	0.715%	254.768%
1180	Installation	Technical Skills	Software development	1	324,329	7.903%	12,748	5.330%	-2.572%	-32.551%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,477	0.036%	30	0.013%	-0.023%	-65.145%
536	Internet browser software	Technical Skills	Business applications	4	20,797	0.507%	502	0.210%	-0.297%	-58.579%
1483	Internet of Things	Technical Skills	Security	1	30,562	0.745%	4,144	1.733%	0.988%	132.678%
1578	Internet proxy	Technical Skills	Security	1	544	0.013%	24	0.010%	-0.003%	-24.294%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	43,265	1.054%	1,586	0.663%	-0.391%	-37.095%
541	Inventory management software	Technical Skills	Business applications	3	19,103	0.465%	1,267	0.530%	0.064%	13.813%
1463	ISO 22301	Technical Skills	Security	1	91	0.002%	10	0.004%	0.002%	88.572%
1459	ISO 27000	Technical Skills	Security	1	2,599	0.063%	200	0.084%	0.020%	32.051%
1460	ISO 27001	Technical Skills	Security	1	12,419	0.303%	1,622	0.678%	0.376%	124.121%
1461	ISO 27002	Technical Skills	Security	1	1,555	0.038%	109	0.046%	0.008%	20.286%
1414	ISO 9000	Technical Skills	Software development	1	5,312	0.129%	59	0.025%	-0.105%	-80.940%
73	IT Architecture/Standards	Technical Skills	Hardware	2	27,785	0.677%	1,746	0.730%	0.053%	7.833%
1515	IT Service Management	Technical Skills	Security	1	27,347	0.666%	2,567	1.073%	0.407%	61.077%
1481	ITIL	Technical Skills	Security	1	107,798	2.627%	6,738	2.817%	0.191%	7.260%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,156	0.028%	2	0.001%	-0.027%	-97.031%
1035	Kernel	Technical Skills	Network	1	42,238	1.029%	842	0.352%	-0.677%	-65.792%
1442	Key management	Technical Skills	Security	1	8,456	0.206%	459	0.192%	-0.014%	-6.854%
1450	Kubernetes	Technical Skills	Security	1	39,618	0.965%	9,988	4.176%	3.211%	332.618%
1279	Laser tools	Technical Skills	Hardware	1	73	0.002%	19	0.008%	0.006%	346.631%
907	Lasers	Technical Skills	Hardware	1	1,289	0.031%	62	0.026%	-0.005%	-17.461%
1516	Least Privilege	Technical Skills	Security	1	1,200	0.029%	217	0.091%	0.061%	210.311%
1038	License management software	Technical Skills	Network	1	2,886	0.070%	248	0.104%	0.033%	47.460%
1361	LinkedIn	Technical Skills	Social Networking	1	43,664	1.064%	3,475	1.453%	0.389%	36.568%
1544	LogRhythm	Technical Skills	Security	1	934	0.023%	77	0.032%	0.009%	41.469%
908	Mainframe computers	Technical Skills	Hardware	2	76,797	1.871%	2,448	1.024%	-0.848%	-45.300%
124	Mainframe operating systems	Technical Skills	Business applications	8	47,283	1.152%	1,064	0.445%	-0.707%	-61.385%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	80,621	1.964%	1,936	0.809%	-1.155%	-58.793%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	15,586	0.380%	867	0.363%	-0.017%	-4.544%
1549	McAfee Enterprise Security	Technical Skills	Security	1	73	0.002%	0	0.000%	-0.002%	-100.000%
1281	Medical software	Technical Skills	Business applications	9	29,046	0.708%	2,057	0.860%	0.152%	21.525%
1452	Mesos	Technical Skills	Security	1	3,101	0.076%	151	0.063%	-0.012%	-16.441%
1517	Metadata analysis	Technical Skills	Security	1	266	0.006%	19	0.008%	0.001%	22.572%
1555	Micro Focus	Technical Skills	Security	1	2,774	0.068%	184	0.077%	0.009%	13.823%
1433	Micro-segmentation	Technical Skills	Security	1	479	0.012%	82	0.034%	0.023%	193.763%
115	Microsoft databases	Technical Skills	Information mgmt	5	553,154	13.478%	13,937	5.827%	-7.651%	-56.764%
119	Microsoft operating systems	Technical Skills	Business applications	4	781,408	19.040%	23,155	9.682%	-9.358%	-49.151%
1518	MITRE	Technical Skills	Security	1	7,258	0.177%	541	0.226%	0.049%	27.908%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	24,059	0.586%	639	0.267%	-0.319%	-54.423%
1581	Mobile security	Technical Skills	Security	2	3,468	0.085%	208	0.087%	0.002%	2.921%
1431	Multi-Factor Authentication	Technical Skills	Security	3	6,293	0.153%	1,094	0.457%	0.304%	198.317%
625	Multimedia	Technical Skills	Business applications	1	32,250	0.786%	1,005	0.420%	-0.366%	-46.525%
1362	MySpace	Technical Skills	Social Networking	1	3,924	0.096%	2	0.001%	-0.095%	-99.125%
1471	NERC	Technical Skills	Security	1	4,621	0.113%	387	0.162%	0.049%	43.712%
1548	NetWitness	Technical Skills	Security	1	674	0.016%	40	0.017%	0.000%	1.840%
1499	Network Access Control	Technical Skills	Security	2	8,919	0.217%	497	0.208%	-0.010%	-4.378%
74	Network administration	Technical Skills	Hardware	17	781,858	19.051%	204,271	85.410%	66.359%	348.329%
1282	Network Administration software	Technical Skills	Network	18	205,386	5.004%	9,202	3.848%	-1.157%	-23.117%
1519	Network discovery	Technical Skills	Security	1	596	0.015%	31	0.013%	-0.002%	-10.745%
1283	Network Hardware	Technical Skills	Network	11	146,131	3.561%	4,711	1.970%	-1.591%	-44.679%
1284	Network Monitoring software	Technical Skills	Network	15	107,790	2.626%	3,878	1.621%	-1.005%	-38.263%
1059	Network operation system software (NOS)	Technical Skills	Network	2	4,301	0.105%	119	0.050%	-0.055%	-52.522%
1369	Network Security	Technical Skills	Information mgmt	1	24,678	0.601%	677	0.283%	-0.318%	-52.924%
1122	Network security	Technical Skills	Security	1	124,684	3.038%	5,262	2.200%	-0.838%	-27.580%
1285	Network Security software	Technical Skills	Security	37	302,582	7.373%	17,431	7.288%	-0.084%	-1.145%
1503	Network Segmentation	Technical Skills	Network	1	1,677	0.041%	204	0.085%	0.044%	108.745%
1286	Network software	Technical Skills	Network	6	473,262	11.531%	203,758	85.195%	73.664%	638.807%
1287	Network Testing	Technical Skills	Network	11	62,447	1.522%	2,249	0.940%	-0.581%	-38.199%
1521	Next Generation Firewall	Technical Skills	Security	2	1,605	0.039%	200	0.084%	0.045%	113.832%
1458	NIST	Technical Skills	Security	1	41,375	1.008%	5,714	2.389%	1.381%	136.985%
1065	Novell network software	Technical Skills	Network	2	4,433	0.108%	59	0.025%	-0.083%	-77.161%
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%	1,204	0.503%	-2.097%	-80.644%
41	Object Oriented Programming	Technical Skills	Software development	5	520,798	12.690%	13,072	5.466%	-7.224%	-56.928%
1288	Office Applications	Technical Skills	Business applications	13	514,551	12.537%	27,062	11.315%	-1.222%	-9.749%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	41,002	0.999%	522	0.218%	-0.781%	-78.153%
116	Open-source databases	Technical Skills	Information mgmt	4	250,914	6.114%	9,727	4.067%	-2.047%	-33.477%
118	Open-source operating systems	Technical Skills	Business applications	8	694,581	16.924%	21,808	9.118%	-7.806%	-46.122%
56	Operating Systems	Technical Skills	Business applications	3	383,448	9.343%	15,973	6.679%	-2.664%	-28.518%
1482	Operational Technology	Technical Skills	Security	1	7,962	0.194%	1,166	0.488%	0.294%	151.301%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	2,859	0.070%	245	0.102%	0.033%	47.052%
117	Oracle databases	Technical Skills	Information mgmt	1	623,081	15.182%	14,663	6.131%	-9.051%	-59.617%
1529	Orchestration & Automation	Technical Skills	Security	1	703	0.017%	81	0.034%	0.017%	97.719%
1488	PaaS	Technical Skills	Security	1	22,511	0.549%	2,786	1.165%	0.616%	112.376%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,219	0.078%	1	0.000%	-0.078%	-99.467%
1522	Panorama	Technical Skills	Security	1	961	0.023%	102	0.043%	0.019%	82.136%
1466	Payment Card Industry	Technical Skills	Security	1	45,783	1.116%	3,786	1.583%	0.467%	41.904%
1376	Penetration Testing	Technical Skills	Information mgmt	5	126,160	3.074%	9,937	4.155%	1.081%	35.161%
1527	Personal Healthcare Information	Technical Skills	Security	1	4,110	0.100%	547	0.229%	0.129%	128.383%
1528	Personally Identifiable Information	Technical Skills	Security	1	5,187	0.126%	696	0.291%	0.165%	130.256%
1289	Physical Tools	Technical Skills	Hardware	1	353	0.009%	37	0.015%	0.007%	79.864%
683	Point of sale (POS)	Technical Skills	Business applications	3	24,433	0.595%	1,599	0.669%	0.073%	12.303%
1525	Policy Decision Point	Technical Skills	Security	1	1,087	0.026%	67	0.028%	0.002%	5.770%
1526	Policy Enforcement Point	Technical Skills	Security	1	1,078	0.026%	60	0.025%	-0.001%	-4.490%
686	Polka	Technical Skills	Business applications	1	1,434	0.035%	101	0.042%	0.007%	20.862%
931	Printers	Technical Skills	Hardware	4	43,654	1.064%	3,576	1.495%	0.432%	40.570%
1430	Privileged Account Management	Technical Skills	Security	2	5,211	0.127%	722	0.302%	0.175%	137.758%
43	Programming	Technical Skills	Software development	1	1,141,753	27.820%	46,709	19.530%	-8.290%	-29.798%
700	Provisioning	Technical Skills	Business applications	1	63,009	1.535%	3,681	1.539%	0.004%	0.249%
1545	QRadar	Technical Skills	Security	1	2,026	0.049%	138	0.058%	0.008%	16.885%
1531	Quality of Service	Technical Skills	Security	1	36,592	0.892%	1,361	0.569%	-0.323%	-36.175%
1405	Rapid Application Development	Technical Skills	Software development	2	19,735	0.481%	230	0.096%	-0.385%	-80.001%
1553	Rapid7	Technical Skills	Security	1	1,284	0.031%	206	0.086%	0.055%	175.309%
1258	Rate Control	Technical Skills	Technical applications	1	202	0.005%	4	0.002%	-0.003%	-66.020%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	40,720	0.992%	144	0.060%	-0.932%	-93.932%
1077	Remote control software	Technical Skills	Network	2	4,194	0.102%	315	0.132%	0.030%	28.884%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,358	0.057%	59	0.025%	-0.033%	-57.064%
1379	Risk Analysis	Technical Skills	Information mgmt	1	26,802	0.653%	1,902	0.795%	0.142%	21.776%
1262	Robotics	Technical Skills	Hardware	3	33,808	0.824%	3,951	1.652%	0.828%	100.542%
1532	Role-Based Access Control	Technical Skills	Security	3	5,365	0.131%	402	0.168%	0.037%	28.580%
1318	RSA	Technical Skills	Security	1	16,334	0.398%	355	0.148%	-0.250%	-62.705%
1489	SaaS	Technical Skills	Security	1	108,545	2.645%	10,825	4.526%	1.881%	71.134%
1429	SASE	Technical Skills	Security	2	892	0.022%	272	0.114%	0.092%	423.266%
1533	SCCM	Technical Skills	Security	1	19,536	0.476%	1,442	0.603%	0.127%	26.662%
44	SDLC	Technical Skills	Software development	7	524,284	12.775%	22,337	9.340%	-3.435%	-26.890%
1500	SecOps	Technical Skills	Security	2	9,111	0.222%	2,601	1.088%	0.866%	389.883%
1537	Secure SDLC	Technical Skills	Security	1	24,825	0.605%	127	0.053%	-0.552%	-91.221%
1132	Secure shell (SSH)	Technical Skills	Security	1	361	0.009%	6	0.003%	-0.006%	-71.479%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	52,869	1.288%	1,695	0.709%	-0.579%	-44.984%
1569	Secure Web Gateway	Technical Skills	Security	1	7,156	0.174%	220	0.092%	-0.082%	-47.244%
76	Security	Technical Skills	Hardware	4	2,500,919	60.937%	74,597	31.190%	-29.747%	-48.815%
1382	Security Audit	Technical Skills	Information mgmt	1	4,046	0.099%	214	0.089%	-0.009%	-9.238%
1315	Security Clearance	Technical Skills	Misc	2	324,366	7.903%	11,427	4.778%	-3.126%	-39.547%
1477	Security Frameworks	Technical Skills	Security	1	9,615	0.234%	1,412	0.590%	0.356%	152.002%
1540	Security Information and Event Management	Technical Skills	Security	1	20,125	0.490%	2,557	1.069%	0.579%	118.028%
1584	Security Information Management	Technical Skills	Security	1	6,419	0.156%	159	0.066%	-0.090%	-57.494%
1567	Security Operations Center	Technical Skills	Security	1	28,421	0.693%	4,193	1.753%	1.061%	153.165%
1381	Security Plan	Technical Skills	Information mgmt	1	3,809	0.093%	300	0.125%	0.033%	35.154%
1380	Security Policy	Technical Skills	Information mgmt	2	70,244	1.712%	5,362	2.242%	0.530%	30.989%
1457	Security Standards	Technical Skills	Security	1	38,620	0.941%	3,632	1.519%	0.578%	61.381%
1135	Security testing software	Technical Skills	Security	1	13,870	0.338%	962	0.402%	0.064%	19.019%
1550	Securonix	Technical Skills	Security	1	160	0.004%	7	0.003%	-0.001%	-24.925%
1538	Segmentation	Technical Skills	Security	1	17,349	0.423%	1,639	0.685%	0.263%	62.115%
60	Sharepoint Server	Technical Skills	Business applications	1	12,158	0.296%	66	0.028%	-0.269%	-90.685%
1084	Signal generators	Technical Skills	Network	1	1,474	0.036%	129	0.054%	0.018%	50.179%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	34,012	0.829%	488	0.204%	-0.625%	-75.379%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	160,727	3.916%	4,731	1.978%	-1.938%	-49.489%
1220	Simulation software	Technical Skills	Software development	5	78,593	1.915%	4,515	1.888%	-0.027%	-1.419%
1568	Single Sign-On	Technical Skills	Security	3	29,310	0.714%	1,957	0.818%	0.104%	14.576%
1558	SOAR	Technical Skills	Security	1	2,209	0.054%	473	0.198%	0.144%	267.438%
1475	SOC 2	Technical Skills	Security	1	4,246	0.103%	899	0.376%	0.272%	263.327%
1366	Social Network	Technical Skills	Social Networking	1	12,796	0.312%	217	0.091%	-0.221%	-70.899%
1358	Social Networking	Technical Skills	Social Networking	1	20,257	0.494%	663	0.277%	-0.216%	-43.836%
1534	Software Defined Network	Technical Skills	Security	2	6,825	0.166%	440	0.184%	0.018%	10.629%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	2,673	0.065%	615	0.257%	0.192%	294.816%
42	Software Development	Technical Skills	Software development	2	1,053,280	25.664%	43,659	18.255%	-7.409%	-28.871%
1291	Software Development software	Technical Skills	Software development	3	6,474	0.158%	81	0.034%	-0.124%	-78.530%
1309	Software Engineering	Technical Skills	Software development	1	663,823	16.175%	40,330	16.863%	0.688%	4.254%
1292	Software Installation	Technical Skills	Software development	4	513,138	12.503%	29,022	12.135%	-0.368%	-2.946%
1223	Software libraries	Technical Skills	Software development	1	1,847	0.045%	107	0.045%	-0.000%	-0.589%
1293	Software Maintenance	Technical Skills	Software development	1	30,467	0.742%	650	0.272%	-0.471%	-63.390%
1294	Software Testing	Technical Skills	Software development	14	499,253	12.165%	25,581	10.696%	-1.469%	-12.074%
1225	Source code management (SCM)	Technical Skills	Software development	5	171,215	4.172%	6,842	2.861%	-1.311%	-31.426%
1541	Splunk	Technical Skills	Security	1	30,334	0.739%	4,062	1.698%	0.959%	129.789%
1229	Static analysis software	Technical Skills	Software development	1	4,483	0.109%	211	0.088%	-0.021%	-19.233%
772	Statistical analysis software	Technical Skills	Business applications	27	355,435	8.660%	24,263	10.145%	1.484%	17.139%
774	Statistical software	Technical Skills	Business applications	1	188,628	4.596%	18,145	7.587%	2.991%	65.070%
1230	Stress testing software	Technical Skills	Software development	1	10,365	0.253%	304	0.127%	-0.125%	-49.671%
1547	sumo logic	Technical Skills	Security	1	1,312	0.032%	169	0.071%	0.039%	121.040%
122	Sun operating systems	Technical Skills	Business applications	3	143,325	3.492%	1,195	0.500%	-2.993%	-85.692%
939	Surveillance systems	Technical Skills	Hardware	5	42,878	1.045%	3,014	1.260%	0.215%	20.622%
1564	Swimlane	Technical Skills	Security	1	117	0.003%	18	0.008%	0.005%	164.001%
791	Symantec software	Technical Skills	Business applications	1	26,091	0.636%	295	0.123%	-0.512%	-80.598%
1355	Symbian	Technical Skills	Mobile Platforms	1	121	0.003%	1	0.000%	-0.003%	-85.818%
1310	System Administration	Technical Skills	Network	4	260,419	6.345%	10,348	4.327%	-2.019%	-31.813%
45	System Testing	Technical Skills	Software development	5	92,338	2.250%	4,098	1.713%	-0.536%	-23.843%
46	Systems Analysis	Technical Skills	Software development	8	338,463	8.247%	15,323	6.407%	-1.840%	-22.313%
47	Systems Design	Technical Skills	Software development	1	58,294	1.420%	2,417	1.011%	-0.410%	-28.851%
1233	Systems Evaluation	Technical Skills	Software development	1	565	0.014%	50	0.021%	0.007%	51.859%
1234	Systems integration	Technical Skills	Software development	8	172,573	4.205%	4,404	1.841%	-2.363%	-56.208%
75	TCP/IP	Technical Skills	Hardware	3	223,858	5.455%	6,160	2.576%	-2.879%	-52.780%
1235	Technology Design	Technical Skills	Software development	1	3,921	0.096%	212	0.089%	-0.007%	-7.219%
1236	Templates	Technical Skills	Software development	1	64,139	1.563%	3,604	1.507%	-0.056%	-3.577%
1239	Test implementation	Technical Skills	Software development	1	2,319	0.057%	220	0.092%	0.035%	62.795%
1302	Testing	Technical Skills	Software development	1	1,348,579	32.859%	68,015	28.438%	-4.421%	-13.454%
1435	Threat Intelligence	Technical Skills	Security	1	8,494	0.207%	1,310	0.548%	0.341%	164.653%
1561	ThreatConnect	Technical Skills	Security	1	284	0.007%	21	0.009%	0.002%	26.888%
1571	Traffic Analysis	Technical Skills	Security	1	4,768	0.116%	234	0.098%	-0.018%	-15.783%
1570	Traffic Capture	Technical Skills	Security	1	158	0.004%	1	0.000%	-0.003%	-89.139%
1297	Training software	Technical Skills	Business applications	3	3,135	0.076%	97	0.041%	-0.036%	-46.905%
57	Transaction Processing Systems	Technical Skills	Business applications	4	5,164	0.126%	126	0.053%	-0.073%	-58.130%
1360	Twitter	Technical Skills	Social Networking	1	54,903	1.338%	2,414	1.009%	-0.328%	-24.550%
1411	Unified Process	Technical Skills	Software development	1	8,960	0.218%	21	0.009%	-0.210%	-95.978%
123	UNIX operating systems	Technical Skills	Business applications	5	574,375	13.995%	9,123	3.815%	-10.181%	-72.744%
1298	UNIX Shells	Technical Skills	Business applications	4	138,827	3.383%	3,539	1.480%	-1.903%	-56.255%
1410	Use Case	Technical Skills	Software development	1	29,000	0.707%	1,175	0.491%	-0.215%	-30.472%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	304	0.007%	83	0.035%	0.027%	368.514%
1572	User Behavior Analytics	Technical Skills	Security	1	379	0.009%	68	0.028%	0.019%	207.885%
48	User-Interface Design	Technical Skills	Software development	2	274,785	6.695%	11,928	4.987%	-1.708%	-25.511%
836	Video creation and editing software	Technical Skills	Business applications	3	17,149	0.418%	526	0.220%	-0.198%	-47.366%
1574	Virtual Machine	Technical Skills	Security	1	24,428	0.595%	1,100	0.460%	-0.135%	-22.728%
840	Visual Color Discrimination	Technical Skills	Business applications	2	316	0.008%	39	0.016%	0.009%	111.785%
64	Visual Studio	Technical Skills	Software development	1	140,482	3.423%	3,354	1.402%	-2.021%	-59.031%
843	Voice dictation & recognition	Technical Skills	Business applications	2	6,084	0.148%	325	0.136%	-0.012%	-8.333%
77	Voice/Data Telecom	Technical Skills	Hardware	10	275,554	6.714%	11,097	4.640%	-2.074%	-30.894%
1575	Vulnerability Management	Technical Skills	Security	1	18,299	0.446%	2,313	0.967%	0.521%	116.903%
1583	Vulnerability Testing	Technical Skills	Security	1	4,488	0.109%	220	0.092%	-0.017%	-15.882%
1577	Web Application Firewall	Technical Skills	Security	1	3,805	0.093%	531	0.222%	0.129%	139.474%
1299	Web Application Server	Technical Skills	Business applications	8	163,818	3.992%	1,711	0.715%	-3.276%	-82.077%
1248	Web platform development software	Technical Skills	Software development	5	9,954	0.243%	25	0.010%	-0.232%	-95.690%
65	web programmer	Technical Skills	Software development	4	43,936	1.071%	1,580	0.661%	-0.410%	-38.290%
1579	Web proxy	Technical Skills	Security	1	1,774	0.043%	118	0.049%	0.006%	14.142%
58	Web servers	Technical Skills	Business applications	6	290,244	7.072%	5,805	2.427%	-4.645%	-65.679%
49	Web-based Application Development	Technical Skills	Software development	2	205,754	5.013%	4,629	1.935%	-3.078%	-61.394%
1356	Windows CE	Technical Skills	Mobile Platforms	4	21,734	0.530%	68	0.028%	-0.501%	-94.631%
1102	Wireless	Technical Skills	Network	5	170,902	4.164%	7,810	3.266%	-0.899%	-21.581%
1363	YouTube	Technical Skills	Social Networking	2	14,125	0.344%	1,286	0.538%	0.194%	56.232%
1524	Zero Trust	Technical Skills	Security	2	1,259	0.031%	554	0.232%	0.201%	655.096%
79	.NET	Programming Skills	Current	1	440,697	10.738%	10,343	4.325%	-6.413%	-59.726%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	165	0.004%	13	0.005%	0.001%	35.200%
209	A programming language (APL)	Programming Skills	Legacy	2	7,112	0.173%	442	0.185%	0.012%	6.647%
99	Ada	Programming Skills	Legacy	1	25,448	0.620%	3,442	1.439%	0.819%	132.100%
80	AJAX	Programming Skills	Current	1	222,248	5.415%	1,527	0.638%	-4.777%	-88.210%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	106	0.003%	1	0.000%	-0.002%	-83.811%
192	Apple AppleScript	Programming Skills	Current	1	630	0.015%	19	0.008%	-0.007%	-48.248%
81	ASP	Programming Skills	Current	2	288,924	7.040%	4,228	1.768%	-5.272%	-74.889%
108	Assembly	Programming Skills	Legacy	2	10,764	0.262%	211	0.088%	-0.174%	-66.362%
211	AWK	Programming Skills	Legacy	1	8,185	0.199%	103	0.043%	-0.156%	-78.406%
83	C#	Programming Skills	Current	2	470,850	11.473%	15,020	6.280%	-5.193%	-45.260%
82	C/C++	Programming Skills	Current	3	1,027,612	25.039%	180,524	75.481%	50.442%	201.456%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	363,418	8.855%	12,297	5.142%	-3.713%	-41.935%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	978	0.024%	8	0.003%	-0.020%	-85.963%
84	CGI	Programming Skills	Current	2	27,679	0.674%	272	0.114%	-0.561%	-83.137%
217	Clipper	Programming Skills	Legacy	1	648	0.016%	8	0.003%	-0.012%	-78.815%
218	CLU	Programming Skills	Legacy	1	229	0.006%	4	0.002%	-0.004%	-70.026%
100	Cobol	Programming Skills	Legacy	1	28,753	0.701%	939	0.393%	-0.308%	-43.960%
85	ColdFusion	Programming Skills	Current	2	22,757	0.554%	222	0.093%	-0.462%	-83.260%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	493	0.012%	11	0.005%	-0.007%	-61.712%
195	Component object model (COM)	Programming Skills	Current	1	555	0.014%	1	0.000%	-0.013%	-96.908%
125	Database programming	Programming Skills	Current	3	93,876	2.287%	1,255	0.525%	-1.763%	-77.059%
1501	DevOps	Programming Skills	Misc	1	91,186	2.222%	16,991	7.104%	4.882%	219.749%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,482	0.134%	13	0.005%	-0.128%	-95.931%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	163,063	3.973%	139,900	58.495%	54.522%	1,372.246%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	7,011	0.171%	278	0.116%	-0.055%	-31.957%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	38,897	0.948%	240	0.100%	-0.847%	-89.412%
109	Forth	Programming Skills	Legacy	1	17,778	0.433%	2,171	0.908%	0.475%	109.554%
102	Fortran	Programming Skills	Legacy	1	7,080	0.173%	153	0.064%	-0.109%	-62.917%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	705,600	17.193%	17,310	7.238%	-9.955%	-57.902%
222	J	Programming Skills	Legacy	1	16,416	0.400%	821	0.343%	-0.057%	-14.179%
87	Java/J2EE/J2P	Programming Skills	Current	4	1,003,362	24.448%	34,067	14.244%	-10.204%	-41.737%
97	JavaScript	Programming Skills	Current	3	605,124	14.744%	25,005	10.455%	-4.289%	-29.091%
89	JavaServer Faces	Programming Skills	Current	3	33,428	0.815%	333	0.139%	-0.675%	-82.906%
88	JavaServer Pages	Programming Skills	Current	3	141,069	3.437%	1,537	0.643%	-2.795%	-81.303%
223	Job control language (JCL)	Programming Skills	Legacy	2	16,675	0.406%	437	0.183%	-0.224%	-55.029%
126	LAMP	Programming Skills	Current	1	40,009	0.975%	560	0.234%	-0.741%	-75.981%
104	Lisp	Programming Skills	Legacy	1	2,709	0.066%	94	0.039%	-0.027%	-40.456%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	4,224	0.103%	432	0.181%	0.078%	75.500%
201	Microsoft ActiveX	Programming Skills	Current	1	5,203	0.127%	11	0.005%	-0.122%	-96.372%
107	Pascal	Programming Skills	Legacy	1	1,716	0.042%	10	0.004%	-0.038%	-90.000%
90	Perl	Programming Skills	Current	1	294,122	7.167%	5,217	2.181%	-4.985%	-69.562%
91	PHP	Programming Skills	Current	1	176,364	4.297%	4,270	1.785%	-2.512%	-58.453%
103	PL/1	Programming Skills	Legacy	3	770	0.019%	50	0.021%	0.002%	11.429%
105	Prolog	Programming Skills	Legacy	1	1,568	0.038%	7	0.003%	-0.035%	-92.339%
95	Python	Programming Skills	Current	1	418,876	10.206%	39,426	16.485%	6.278%	61.516%
227	R	Programming Skills	Current	1	576,921	14.057%	197,892	82.743%	68.685%	488.613%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	46,899	1.143%	758	0.317%	-0.826%	-72.265%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	128,731	3.137%	5,114	2.138%	-0.998%	-31.830%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	2,092	0.051%	82	0.034%	-0.017%	-32.738%
206	Scripting languages	Programming Skills	Current	1	106,340	2.591%	5,385	2.252%	-0.339%	-13.103%
101	Smalltalk	Programming Skills	Legacy	1	1,034	0.025%	3	0.001%	-0.024%	-95.021%
92	SQL	Programming Skills	Current	3	1,275,519	31.079%	45,560	19.050%	-12.030%	-38.706%
110	TCL	Programming Skills	Legacy	1	19,606	0.478%	676	0.283%	-0.195%	-40.834%
98	Unified Modeling Language	Programming Skills	Current	2	107,859	2.628%	970	0.406%	-2.223%	-84.568%
93	Visual Basic	Programming Skills	Current	6	248,733	6.061%	4,394	1.837%	-4.223%	-69.686%
207	Web service definition language (WSDL)	Programming Skills	Current	2	29,913	0.729%	430	0.180%	-0.549%	-75.332%
94	XML	Programming Skills	Current	2	475,841	11.594%	7,426	3.105%	-8.489%	-73.220%
1342	Computer Science	Majors	Computer Science	2	3,944,571	96.113%	197,393	82.534%	-13.579%	-14.128%
1344	Information Technology	Majors	Information Technology	3	1,048,884	25.557%	54,514	22.793%	-2.764%	-10.814%
1343	Management Information Systems	Majors	Management Information Systems	9	1,111,467	27.082%	91,121	38.099%	11.018%	40.683%

IT Degrees

Information Technology	2023-09-17	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%	663	0.753%	0.353%	88.253%
2	Attention to Details	Soft Skills	Problem-solving skills	2	6,405	0.310%	274	0.311%	0.001%	0.332%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	15,886	0.769%	764	0.868%	0.098%	12.794%
231	Cooperation	Soft Skills	Interpersonal skills	1	22,186	1.074%	1,297	1.473%	0.399%	37.110%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	9,262	0.448%	522	0.593%	0.144%	32.183%
3	Creativity	Soft Skills	Problem-solving skills	4	66,334	3.212%	4,008	4.551%	1.340%	41.710%
4	Critical thinking	Soft Skills	Problem-solving skills	3	41,634	2.016%	3,575	4.060%	2.044%	101.389%
1300	Flexibility	Soft Skills	Work ethic	1	135,346	6.553%	6,506	7.388%	0.835%	12.740%
232	Independence	Soft Skills	Interpersonal skills	1	14,136	0.684%	779	0.885%	0.200%	29.247%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	281,915	13.649%	12,627	14.339%	0.689%	5.049%
256	Innovation	Soft Skills	Problem-solving skills	1	190,462	9.222%	12,291	13.957%	4.735%	51.352%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	281,141	13.612%	12,776	14.508%	0.896%	6.581%
1422	Internship	Soft Skills	Work ethic	3	64,950	3.145%	1,056	1.199%	-1.946%	-61.868%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	2,111	0.102%	166	0.189%	0.086%	84.429%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	176,355	8.539%	10,556	11.987%	3.448%	40.385%
10	Leadership	Soft Skills	Interpersonal skills	1	496,838	24.055%	25,152	28.561%	4.506%	18.732%
258	Learning	Soft Skills	Problem-solving skills	1	234,771	11.367%	12,826	14.565%	3.198%	28.131%
1	Learning Ability	Soft Skills	Problem-solving skills	3	37,297	1.806%	1,979	2.247%	0.441%	24.446%
236	Listening	Soft Skills	Language skills	1	67,211	3.254%	2,008	2.280%	-0.974%	-29.930%
260	Mathematics	Soft Skills	Problem-solving skills	3	74,904	3.627%	4,033	4.580%	0.953%	26.279%
261	Memorization	Soft Skills	Problem-solving skills	2	210	0.010%	8	0.009%	-0.001%	-10.653%
18	Negotiation Skills	Soft Skills	Language skills	1	21,725	1.052%	748	0.849%	-0.202%	-19.249%
262	Optimization	Soft Skills	Problem-solving skills	1	86,834	4.204%	3,638	4.131%	-0.073%	-1.739%
19	Oral Communications	Soft Skills	Language skills	5	39,402	1.908%	1,766	2.005%	0.098%	5.119%
273	Persistence	Soft Skills	Work ethic	1	5,256	0.254%	250	0.284%	0.029%	11.556%
239	Persuasion	Soft Skills	Language skills	1	4,545	0.220%	257	0.292%	0.072%	32.620%
1301	Physical Skill	Soft Skills	Work ethic	2	5,624	0.272%	493	0.560%	0.288%	105.594%
240	Presentations	Soft Skills	Language skills	1	123,530	5.981%	5,869	6.665%	0.684%	11.429%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	328,210	15.891%	15,657	17.779%	1.888%	11.883%
20	Questioning skills	Soft Skills	Language skills	1	737	0.036%	39	0.044%	0.009%	24.110%
241	Reading Comprehension	Soft Skills	Language skills	1	1,115	0.054%	54	0.061%	0.007%	13.587%
6	Research skills	Soft Skills	Problem-solving skills	1	4,401	0.213%	198	0.225%	0.012%	5.517%
15	Responsibility	Soft Skills	Work ethic	2	224,434	10.866%	11,340	12.877%	2.011%	18.504%
234	Self Control	Soft Skills	Interpersonal skills	1	363	0.018%	27	0.031%	0.013%	74.448%
11	Self-esteem	Soft Skills	Interpersonal skills	1	109	0.005%	2	0.002%	-0.003%	-56.966%
16	Self-management	Soft Skills	Work ethic	1	2,663	0.129%	131	0.149%	0.020%	15.374%
250	Stress Tolerance	Soft Skills	Physical skills	1	918	0.044%	62	0.070%	0.026%	58.401%
12	Teamwork	Soft Skills	Interpersonal skills	1	104,462	5.058%	4,952	5.623%	0.566%	11.181%
17	Time Management	Soft Skills	Work ethic	2	78,046	3.779%	4,313	4.898%	1.119%	29.610%
268	Visualization	Soft Skills	Problem-solving skills	1	23,729	1.149%	2,093	2.377%	1.228%	106.870%
7	Working under pressure	Soft Skills	Problem-solving skills	1	2,062	0.100%	345	0.392%	0.292%	292.409%
21	Written Communications	Soft Skills	Language skills	5	312,718	15.141%	12,147	13.794%	-1.347%	-8.899%
172	Account management	Business Skills	Management skills	1	22,007	1.066%	890	1.011%	-0.055%	-5.150%
22	Accounting	Business Skills	Business processes	4	360,974	17.477%	5,730	6.507%	-10.971%	-62.771%
1263	Accounting software	Business Skills	Business processes	8	44,618	2.160%	414	0.470%	-1.690%	-78.238%
174	Administration	Business Skills	Management skills	3	641,838	31.076%	20,022	22.736%	-8.340%	-26.837%
1313	Analyst	Business Skills	Project management	1	407,242	19.717%	17,723	20.125%	0.408%	2.069%
175	Application management	Business Skills	Management skills	5	141,301	6.841%	5,192	5.896%	-0.946%	-13.822%
150	Asset management	Business Skills	Business processes	1	35,600	1.724%	2,159	2.452%	0.728%	42.236%
151	Auditing	Business Skills	Business processes	5	179,040	8.669%	7,842	8.905%	0.236%	2.727%
1264	Auditing software	Business Skills	Business processes	1	151	0.007%	0	0.000%	-0.007%	-100.000%
152	Billing	Business Skills	Business processes	1	74,977	3.630%	1,788	2.030%	-1.600%	-44.070%
153	Bills of Lading	Business Skills	Business processes	1	64	0.003%	9	0.010%	0.007%	229.815%
1314	Business Analyst	Business Skills	Project management	1	152,275	7.373%	4,450	5.053%	-2.320%	-31.461%
35	Business Intelligence	Business Skills	Strategy skills	1	82,680	4.003%	2,936	3.334%	-0.669%	-16.716%
155	Business performance management (BPM)	Business Skills	Business processes	2	11,823	0.572%	180	0.204%	-0.368%	-64.293%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	29,841	1.445%	394	0.447%	-0.997%	-69.034%
36	Business Strategy	Business Skills	Strategy skills	3	497,355	24.080%	26,836	30.474%	6.393%	26.549%
182	Calendar and scheduling	Business Skills	Project management	3	96,671	4.681%	4,285	4.866%	0.185%	3.959%
156	Capacity planning	Business Skills	Business processes	1	33,966	1.645%	860	0.977%	-0.668%	-40.617%
28	Change Management	Business Skills	Management skills	1	102,837	4.979%	5,351	6.076%	1.097%	22.038%
183	Content workflow	Business Skills	Project management	1	66	0.003%	1	0.001%	-0.002%	-64.464%
24	Contracting and legal	Business Skills	Business processes	2	232,243	11.245%	8,294	9.418%	-1.826%	-16.241%
176	Coordination	Business Skills	Management skills	1	136,436	6.606%	7,377	8.377%	1.771%	26.812%
157	Cost accounting	Business Skills	Business processes	1	4,472	0.217%	210	0.238%	0.022%	10.135%
158	Cost estimation	Business Skills	Business processes	1	2,004	0.097%	50	0.057%	-0.040%	-41.483%
1312	Customer Support	Business Skills	Business processes	6	454,919	22.026%	18,817	21.368%	-0.658%	-2.988%
1339	Education	Business Skills	Industry Segment	1	33,915	1.642%	2,958	3.359%	1.717%	104.557%
1333	Energy	Business Skills	Industry Segment	1	103,742	5.023%	4,440	5.042%	0.019%	0.378%
1340	Entertainment	Business Skills	Industry Segment	1	173,522	8.401%	1,136	1.290%	-7.111%	-84.646%
1319	Environmental	Business Skills	Environmental	18	150,838	7.303%	4,847	5.504%	-1.799%	-24.635%
1320	Environmental Strategy	Business Skills	Environmental	14	19,557	0.947%	2,765	3.140%	2.193%	231.590%
161	Financial	Business Skills	Business processes	2	777,004	37.620%	73,758	83.756%	46.136%	122.635%
1275	Financial Analysis software	Business Skills	Business processes	9	3,467	0.168%	299	0.340%	0.172%	102.267%
1332	Health Care	Business Skills	Industry Segment	2	492,866	23.863%	13,911	15.797%	-8.066%	-33.803%
1341	Hospitality	Business Skills	Industry Segment	4	312,897	15.150%	19,134	21.728%	6.578%	43.421%
177	Human resources	Business Skills	Management skills	2	292,079	14.142%	6,490	7.370%	-6.772%	-47.886%
1336	Insurance	Business Skills	Industry Segment	1	11,902	0.576%	252	0.286%	-0.290%	-50.342%
1316	Managing/Supervision	Business Skills	Management skills	6	1,355,495	65.629%	46,552	52.862%	-12.767%	-19.453%
1334	Manufacturing	Business Skills	Industry Segment	2	237,629	11.505%	4,882	5.544%	-5.962%	-51.816%
26	Marketing	Business Skills	Business processes	1	343,081	16.611%	9,570	10.867%	-5.744%	-34.578%
185	Monitoring	Business Skills	Project management	1	263,576	12.762%	13,822	15.696%	2.934%	22.991%
179	Negotiation	Business Skills	Management skills	1	89,674	4.342%	4,085	4.639%	0.297%	6.840%
163	Operation and Control	Business Skills	Business processes	3	1,821	0.088%	75	0.085%	-0.003%	-3.404%
29	Outsourcing Management	Business Skills	Management skills	3	105,684	5.117%	1,188	1.349%	-3.768%	-73.636%
167	Procurement	Business Skills	Business processes	1	99,824	4.833%	3,531	4.010%	-0.824%	-17.040%
1290	Project Management software	Business Skills	Project management	3	62,743	3.038%	1,465	1.664%	-1.374%	-45.238%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	413,599	20.025%	16,395	18.617%	-1.408%	-7.031%
168	Quality	Business Skills	Business processes	1	632,185	30.609%	27,148	30.828%	0.219%	0.717%
1337	Real Estate	Business Skills	Industry Segment	2	174,053	8.427%	1,039	1.180%	-7.247%	-86.000%
1335	Retail	Business Skills	Industry Segment	2	486,418	23.551%	8,757	9.944%	-13.607%	-57.777%
34	Risk Management	Business Skills	Project management	1	95,088	4.604%	5,719	6.494%	1.890%	41.060%
169	Service Orientation	Business Skills	Business processes	1	17,632	0.854%	756	0.858%	0.005%	0.561%
27	Supply Chain Management	Business Skills	Business processes	3	97,860	4.738%	3,224	3.661%	-1.077%	-22.732%
1295	Supply Chain Management software	Business Skills	Business processes	4	4,155	0.201%	125	0.142%	-0.059%	-29.442%
178	Teaching	Business Skills	Management skills	7	252,849	12.242%	5,713	6.487%	-5.755%	-47.008%
190	Timekeeping	Business Skills	Project management	3	93,364	4.520%	1,521	1.727%	-2.793%	-61.792%
1296	Timekeeping software	Business Skills	Project management	1	2,943	0.142%	145	0.165%	0.022%	15.554%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,854	0.090%	40	0.045%	-0.044%	-49.399%
180	Troubleshooting	Business Skills	Management skills	1	258,131	12.498%	12,035	13.666%	1.168%	9.349%
181	Verification	Business Skills	Management skills	1	80,698	3.907%	4,185	4.752%	0.845%	21.630%
1338	Waste Management	Business Skills	Industry Segment	1	1,725	0.084%	42	0.048%	-0.036%	-42.896%
191	Workflow	Business Skills	Project management	1	93,643	4.534%	4,554	5.171%	0.637%	14.058%
31	Working Globally	Business Skills	Management skills	3	9,799	0.474%	66	0.075%	-0.399%	-84.203%
32	Working with Virtual Teams	Business Skills	Management skills	2	3,967	0.192%	175	0.199%	0.007%	3.463%
51	4GL	Technical Skills	Software development	3	1,937	0.094%	57	0.065%	-0.029%	-30.983%
1510	Access Control	Technical Skills	Security	1	25,532	1.236%	1,378	1.565%	0.329%	26.582%
987	Access servers & software	Technical Skills	Network	10	67,574	3.272%	2,435	2.765%	-0.507%	-15.486%
38	Agile Development Methods	Technical Skills	Software development	13	98,076	4.749%	6,411	7.280%	2.531%	53.310%
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%	8	0.009%	0.000%	4.820%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	1,701	0.082%	105	0.119%	0.037%	44.775%
1352	Android	Technical Skills	Mobile Platforms	3	16,561	0.802%	968	1.099%	0.297%	37.087%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	12,200	0.591%	422	0.479%	-0.111%	-18.874%
120	Apple operating systems	Technical Skills	Business applications	6	44,552	2.157%	2,549	2.895%	0.737%	34.187%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	37,163	1.799%	15	0.017%	-1.782%	-99.053%
1543	ArcSight	Technical Skills	Security	1	4,374	0.212%	60	0.068%	-0.144%	-67.828%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	37,939	1.837%	3,936	4.470%	2.633%	143.320%
1432	Attribute-Based Access Control	Technical Skills	Security	2	287	0.014%	20	0.023%	0.009%	63.439%
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%	6,988	7.935%	-0.309%	-3.747%
1386	Biometric	Technical Skills	Information mgmt	2	4,803	0.233%	139	0.158%	-0.075%	-32.125%
1353	Blackberry	Technical Skills	Mobile Platforms	2	12,372	0.599%	109	0.124%	-0.475%	-79.337%
336	Borland Delphi	Technical Skills	Business applications	1	1,723	0.083%	22	0.025%	-0.058%	-70.054%
337	Borland JBuilder	Technical Skills	Business applications	1	893	0.043%	1	0.001%	-0.042%	-97.374%
338	Borland Paradox	Technical Skills	Business applications	1	166	0.008%	2	0.002%	-0.006%	-71.743%
1436	Bring Your Own Devices	Technical Skills	Security	1	940	0.046%	74	0.084%	0.039%	84.634%
72	Business Continuity Planning	Technical Skills	Hardware	2	55,455	2.685%	2,101	2.386%	-0.299%	-11.143%
352	Cadence Opus	Technical Skills	Business applications	1	1,197	0.058%	8	0.009%	-0.049%	-84.325%
868	Calculators	Technical Skills	Hardware	1	1,182	0.057%	37	0.042%	-0.015%	-26.584%
39	CASE Tools	Technical Skills	Software development	1	137,908	6.677%	4,878	5.539%	-1.138%	-17.042%
367	Categorization or classification software	Technical Skills	Business applications	1	5,692	0.276%	203	0.231%	-0.045%	-16.355%
1469	CCPA	Technical Skills	Security	1	1,096	0.053%	276	0.313%	0.260%	490.618%
1478	Center for Internet Security	Technical Skills	Security	1	16,543	0.801%	823	0.935%	0.134%	16.679%
1441	Certificate management	Technical Skills	Security	1	1,345	0.065%	91	0.103%	0.038%	58.682%
112	Certification	Technical Skills	Misc	3	526,766	25.504%	25,543	29.005%	3.501%	13.727%
78	Cisco	Technical Skills	Hardware	1	232,263	11.245%	2,748	3.120%	-8.125%	-72.251%
1009	Cisco Systems IOS	Technical Skills	Network	1	23,727	1.149%	1,318	1.497%	0.348%	30.281%
40	Client-Server	Technical Skills	Software development	1	39,667	1.921%	351	0.399%	-1.522%	-79.247%
1437	Cloud Access Security Broker	Technical Skills	Security	1	595	0.029%	91	0.103%	0.075%	258.701%
1438	Cloud Configuration Management	Technical Skills	Security	1	1,519	0.074%	78	0.089%	0.015%	20.433%
1445	Cloud Migration	Technical Skills	Security	1	1,962	0.095%	307	0.349%	0.254%	266.985%
1455	cloud security	Technical Skills	Security	1	4,566	0.221%	653	0.742%	0.520%	235.417%
1456	Cloud Security Posture Management	Technical Skills	Security	1	101	0.005%	16	0.018%	0.013%	271.541%
1486	Cloud Services	Technical Skills	Security	1	15,206	0.736%	1,672	1.899%	1.162%	157.887%
1011	Cluster server software	Technical Skills	Network	9	25,833	1.251%	521	0.592%	-0.659%	-52.699%
1147	CMAKE	Technical Skills	Software development	1	158	0.008%	6	0.007%	-0.001%	-10.936%
1151	Compatibility testing	Technical Skills	Software development	1	533	0.026%	18	0.020%	-0.005%	-20.795%
1152	Compilers	Technical Skills	Software development	5	18,563	0.899%	1,140	1.295%	0.396%	44.034%
1255	Compliance software	Technical Skills	Technical applications	4	16,276	0.788%	775	0.880%	0.092%	11.677%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	56,205	2.721%	692	0.786%	-1.935%	-71.124%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	4	3,425	0.166%	76	0.086%	-0.080%	-47.957%
875	Computer diagnostics	Technical Skills	Hardware	5	89,304	4.324%	5,091	5.781%	1.457%	33.703%
1107	Computer forensics	Technical Skills	Security	1	5,544	0.268%	121	0.137%	-0.131%	-48.812%
1266	Computer Hardware	Technical Skills	Hardware	15	62,626	3.032%	3,622	4.113%	1.081%	35.644%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	35,226	1.706%	59	0.067%	-1.639%	-96.072%
1015	Computer servers	Technical Skills	Network	6	169,160	8.190%	5,920	6.722%	-1.468%	-17.921%
1267	Computer Utilities	Technical Skills	Misc	2	427	0.021%	16	0.018%	-0.003%	-12.118%
1447	Configuration Management Database	Technical Skills	Security	1	5,523	0.267%	288	0.327%	0.060%	22.300%
1448	Container security	Technical Skills	Security	1	128	0.006%	22	0.025%	0.019%	303.108%
1449	Containers	Technical Skills	Security	1	12,065	0.584%	1,078	1.224%	0.640%	109.556%
59	Content Manager	Technical Skills	Business applications	1	1,902	0.092%	37	0.042%	-0.050%	-54.375%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	2,321	0.112%	433	0.492%	0.379%	337.543%
1396	Continuous Improvement	Technical Skills	Software development	1	61,676	2.986%	4,297	4.879%	1.893%	63.402%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	30,146	1.460%	3,166	3.595%	2.136%	146.314%
1453	Control Plane	Technical Skills	Security	1	143	0.007%	23	0.026%	0.019%	277.225%
878	Controllers	Technical Skills	Hardware	3	11,752	0.569%	492	0.559%	-0.010%	-1.811%
1454	Crown Jewels	Technical Skills	Security	1	52	0.003%	2	0.002%	-0.000%	-9.794%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	2,487	0.120%	103	0.117%	-0.003%	-2.866%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	6,886	0.333%	97	0.110%	-0.223%	-66.962%
53	Customer Relationship Management	Technical Skills	Business applications	9	131,621	6.373%	2,954	3.354%	-3.018%	-47.363%
1368	Cyber Security	Technical Skills	Information mgmt	3	81,626	3.952%	9,504	10.792%	6.840%	173.078%
1479	Cybersecurity Framework	Technical Skills	Security	2	3,181	0.154%	485	0.551%	0.397%	257.591%
1492	Data Access Governance	Technical Skills	Security	1	383	0.019%	25	0.028%	0.010%	53.091%
953	Data acquisition systems	Technical Skills	Information mgmt	1	7,919	0.383%	391	0.444%	0.061%	15.802%
1434	Data classification	Technical Skills	Security	1	1,823	0.088%	147	0.167%	0.079%	89.121%
955	Data compression software	Technical Skills	Information mgmt	1	2,758	0.134%	86	0.098%	-0.036%	-26.867%
956	Data conversion software	Technical Skills	Information mgmt	1	8,422	0.408%	164	0.186%	-0.222%	-54.329%
958	Data dictionary	Technical Skills	Information mgmt	1	4,531	0.219%	116	0.132%	-0.088%	-39.956%
1495	Data discovery	Technical Skills	Security	1	1,617	0.078%	94	0.107%	0.028%	36.341%
959	Data entry	Technical Skills	Information mgmt	1	185,240	8.969%	975	1.107%	-7.862%	-87.655%
1502	Data Loss Prevention	Technical Skills	Security	1	7,664	0.371%	538	0.611%	0.240%	64.640%
962	Data mapping	Technical Skills	Information mgmt	1	9,328	0.452%	300	0.341%	-0.111%	-24.571%
67	Data Mining	Technical Skills	Information mgmt	5	58,846	2.849%	990	1.124%	-1.725%	-60.543%
963	Data modeling	Technical Skills	Information mgmt	1	44,773	2.168%	1,134	1.288%	-0.880%	-40.597%
1496	Data retention	Technical Skills	Security	1	1,485	0.072%	82	0.093%	0.021%	29.508%
1494	Data tagging	Technical Skills	Security	1	135	0.007%	2	0.002%	-0.004%	-65.254%
68	Data Warehousing	Technical Skills	Information mgmt	2	74,973	3.630%	1,929	2.190%	-1.439%	-39.656%
69	Database Administration	Technical Skills	Information mgmt	12	103,868	5.029%	2,734	3.105%	-1.924%	-38.266%
969	Database design software	Technical Skills	Information mgmt	16	67,996	3.292%	1,811	2.056%	-1.236%	-37.534%
1268	Database Reporting	Technical Skills	Information mgmt	3	21,488	1.040%	280	0.318%	-0.722%	-69.439%
1373	Database Security	Technical Skills	Information mgmt	1	580	0.028%	15	0.017%	-0.011%	-39.344%
1269	Database Security	Technical Skills	Information mgmt	2	165	0.008%	8	0.009%	0.001%	13.714%
1270	Database Servers	Technical Skills	Information mgmt	3	15,229	0.737%	111	0.126%	-0.611%	-82.905%
1271	Database Testing	Technical Skills	Information mgmt	1	1,077	0.052%	28	0.032%	-0.020%	-39.025%
1160	Debugging	Technical Skills	Software development	7	89,728	4.344%	3,235	3.674%	-0.671%	-15.442%
1385	Decryption	Technical Skills	Information mgmt	2	806	0.039%	30	0.034%	-0.005%	-12.704%
1559	Demisto	Technical Skills	Security	1	51	0.002%	8	0.009%	0.007%	267.899%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	5,722	0.277%	68	0.077%	-0.200%	-72.128%
418	Desktop publishing software	Technical Skills	Business applications	13	38,626	1.870%	2,437	2.767%	0.897%	47.974%
1272	Development Environment	Technical Skills	Software development	13	60,476	2.928%	1,376	1.563%	-1.366%	-46.637%
1498	Device Management	Technical Skills	Security	1	5,406	0.262%	494	0.561%	0.299%	114.318%
1273	Digital Imaging	Technical Skills	Hardware	1	448	0.022%	17	0.019%	-0.002%	-11.002%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,942	0.094%	49	0.056%	-0.038%	-40.823%
1446	Digital Transformation	Technical Skills	Security	1	11,227	0.544%	1,761	2.000%	1.456%	267.878%
1472	DISA	Technical Skills	Security	1	11,865	0.574%	628	0.713%	0.139%	24.137%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	4,750	0.230%	173	0.196%	-0.034%	-14.580%
1497	Distributed Denial of Service	Technical Skills	Security	1	1,231	0.060%	74	0.084%	0.024%	40.988%
1504	DMZ	Technical Skills	Network	1	3,178	0.154%	52	0.059%	-0.095%	-61.624%
1451	Docker	Technical Skills	Security	1	10,328	0.500%	1,703	1.934%	1.434%	286.729%
1307	Doctor of Philosophy	Technical Skills	Misc	3	86,730	4.199%	3,241	3.680%	-0.519%	-12.357%
973	Document management software	Technical Skills	Information mgmt	4	22,228	1.076%	1,156	1.313%	0.236%	21.974%
1020	Domain name system (DNS)	Technical Skills	Network	3	57,650	2.791%	1,863	2.116%	-0.676%	-24.208%
61	Dreamweaver	Technical Skills	Software development	1	8,058	0.390%	67	0.076%	-0.314%	-80.499%
54	DSS/GDSS	Technical Skills	Business applications	5	25,416	1.231%	647	0.735%	-0.496%	-40.296%
425	Dynamic modeling software	Technical Skills	Business applications	1	60	0.003%	4	0.005%	0.002%	56.357%
62	Eclipse	Technical Skills	Software development	1	20,772	1.006%	286	0.325%	-0.681%	-67.708%
1308	Electronic Commerce	Technical Skills	Business applications	2	58,991	2.856%	1,235	1.402%	-1.454%	-50.899%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	15,253	0.739%	435	0.494%	-0.245%	-33.113%
1023	Electronic mail software	Technical Skills	Network	8	33,608	1.627%	1,218	1.383%	-0.244%	-15.001%
1384	Encryption	Technical Skills	Information mgmt	1	145	0.007%	23	0.026%	0.019%	272.022%
1507	Endpoint	Technical Skills	Security	1	10,821	0.524%	1,206	1.369%	0.846%	161.390%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	102,533	4.964%	3,367	3.823%	-1.141%	-22.983%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	126,176	6.109%	3,185	3.617%	-2.492%	-40.797%
1321	Environmental Certification	Technical Skills	Environmental	1	501	0.024%	44	0.050%	0.026%	105.979%
1328	Environmental Cleanup	Technical Skills	Environmental	3	1,459	0.071%	17	0.019%	-0.051%	-72.672%
1329	Environmental Energy	Technical Skills	Environmental	25	8,646	0.419%	619	0.703%	0.284%	67.913%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	7,769	0.376%	481	0.546%	0.170%	45.207%
1327	Environmental Pollution	Technical Skills	Environmental	27	42,013	2.034%	1,893	2.150%	0.115%	5.676%
1324	Environmental Pollution Control	Technical Skills	Environmental	10	4,823	0.234%	339	0.385%	0.151%	64.851%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	10	1,587	0.077%	130	0.148%	0.071%	92.121%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	49,483	2.396%	521	0.592%	-1.804%	-75.306%
1331	Environmental Science	Technical Skills	Environmental	2	240	0.012%	3	0.003%	-0.008%	-70.683%
1322	Environmental Technology	Technical Skills	Environmental	2	440	0.021%	19	0.022%	0.000%	1.277%
1470	EPRI	Technical Skills	Security	1	89	0.004%	6	0.007%	0.003%	58.114%
1551	Exabeam	Technical Skills	Security	1	61	0.003%	11	0.012%	0.010%	322.933%
461	Expert system software	Technical Skills	Business applications	1	729	0.035%	21	0.024%	-0.011%	-32.438%
1359	Facebook	Technical Skills	Social Networking	1	156,002	7.553%	746	0.847%	-6.706%	-88.785%
463	Facilities management software	Technical Skills	Business applications	4	13,362	0.647%	950	1.079%	0.432%	66.748%
1476	FedRAMP	Technical Skills	Security	1	2,665	0.129%	271	0.308%	0.179%	138.496%
1467	FINRA	Technical Skills	Security	1	1,504	0.073%	125	0.142%	0.069%	94.926%
1556	FireEye	Technical Skills	Security	1	1,513	0.073%	40	0.045%	-0.028%	-37.995%
1464	FISMA	Technical Skills	Security	1	11,313	0.548%	460	0.522%	-0.025%	-4.635%
468	Flight control software	Technical Skills	Business applications	1	259	0.013%	4	0.005%	-0.008%	-63.778%
1508	Flow analysis	Technical Skills	Security	1	2,917	0.141%	93	0.106%	-0.036%	-25.225%
469	Flowchart software	Technical Skills	Business applications	5	5,617	0.272%	152	0.173%	-0.099%	-36.533%
1367	Forensic	Technical Skills	Information mgmt	2	57,518	2.785%	1,185	1.346%	-1.439%	-51.680%
1552	Fortinet	Technical Skills	Security	1	2,046	0.099%	156	0.177%	0.078%	78.825%
1112	Fraud Detection	Technical Skills	Security	1	11,423	0.553%	650	0.738%	0.185%	33.457%
63	FrontPage	Technical Skills	Software development	1	915	0.044%	3	0.003%	-0.041%	-92.310%
475	Fund accounting software	Technical Skills	Business applications	1	836	0.040%	47	0.053%	0.013%	31.856%
1260	Gaming	Technical Skills	Misc	2	35,855	1.736%	1,463	1.661%	-0.075%	-4.302%
1468	GDPR	Technical Skills	Security	1	2,586	0.125%	438	0.497%	0.372%	297.241%
113	Generic databases	Technical Skills	Information mgmt	2	218,722	10.590%	8,154	9.259%	-1.331%	-12.565%
1365	Google Apps	Technical Skills	Business applications	4	4,476	0.217%	359	0.408%	0.191%	88.110%
1364	Google Plus	Technical Skills	Social Networking	1	39	0.002%	1	0.001%	-0.001%	-39.863%
1512	Governance	Technical Skills	Security	1	89,070	4.313%	6,499	7.380%	3.067%	71.129%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	139,540	6.756%	3,965	4.502%	-2.254%	-33.357%
484	Graphic software	Technical Skills	Business applications	16	166,147	8.044%	4,047	4.596%	-3.449%	-42.872%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	16,487	0.798%	158	0.179%	-0.619%	-77.524%
1323	Green IT	Technical Skills	Environmental	9	4,328	0.210%	68	0.077%	-0.132%	-63.151%
893	Guidance systems	Technical Skills	Hardware	1	100	0.005%	2	0.002%	-0.003%	-53.093%
1371	Hacking	Technical Skills	Information mgmt	5	11,138	0.539%	432	0.491%	-0.049%	-9.033%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	250	0.012%	26	0.030%	0.017%	143.917%
1277	Hardware Design	Technical Skills	Hardware	21	9,624	0.466%	375	0.426%	-0.040%	-8.613%
1278	Hardware Testing	Technical Skills	Hardware	4	2,691	0.130%	150	0.170%	0.040%	30.733%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,512	0.073%	124	0.141%	0.068%	92.344%
492	Helpdesk or call center	Technical Skills	Business applications	2	179,541	8.693%	5,419	6.154%	-2.539%	-29.211%
1465	HIPAA	Technical Skills	Security	1	33,256	1.610%	1,837	2.086%	0.476%	29.553%
1473	HITRUST	Technical Skills	Security	1	2,003	0.097%	214	0.243%	0.146%	150.577%
1377	Homeland Security	Technical Skills	Information mgmt	1	86,475	4.187%	1,080	1.226%	-2.960%	-70.709%
1487	IaaS	Technical Skills	Security	1	7,630	0.369%	856	0.972%	0.603%	163.122%
114	IBM databases	Technical Skills	Information mgmt	2	35,728	1.730%	443	0.503%	-1.227%	-70.919%
121	IBM operating systems	Technical Skills	Business applications	4	33,229	1.609%	358	0.407%	-1.202%	-74.732%
1513	Identity Access Management	Technical Skills	Security	2	21,719	1.052%	1,693	1.922%	0.871%	82.821%
1511	Identity Governance and Administration	Technical Skills	Security	1	304	0.015%	66	0.075%	0.060%	409.189%
898	Image capture devices	Technical Skills	Hardware	9	12,700	0.615%	808	0.918%	0.303%	49.216%
524	Industrial control software	Technical Skills	Business applications	3	8,747	0.424%	913	1.037%	0.613%	144.805%
1485	Industrial Control Systems	Technical Skills	Security	1	5,232	0.253%	547	0.621%	0.368%	145.204%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	21,780	1.055%	864	0.981%	-0.073%	-6.961%
1375	Information Security	Technical Skills	Information mgmt	3	123,349	5.972%	7,673	8.713%	2.741%	45.894%
899	Infrared	Technical Skills	Hardware	1	3,543	0.172%	30	0.034%	-0.137%	-80.141%
1491	Infrastructure as Code	Technical Skills	Security	1	3,335	0.161%	608	0.690%	0.529%	327.579%
1180	Installation	Technical Skills	Software development	1	179,389	8.685%	6,800	7.722%	-0.964%	-11.096%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	344	0.017%	14	0.016%	-0.001%	-4.550%
536	Internet browser software	Technical Skills	Business applications	4	9,833	0.476%	302	0.343%	-0.133%	-27.967%
1483	Internet of Things	Technical Skills	Security	1	6,013	0.291%	786	0.893%	0.601%	206.577%
1578	Internet proxy	Technical Skills	Security	1	275	0.013%	5	0.006%	-0.008%	-57.357%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	25,878	1.253%	786	0.893%	-0.360%	-28.764%
541	Inventory management software	Technical Skills	Business applications	3	12,848	0.622%	739	0.839%	0.217%	34.902%
1463	ISO 22301	Technical Skills	Security	1	76	0.004%	15	0.017%	0.013%	362.899%
1459	ISO 27000	Technical Skills	Security	1	1,620	0.078%	82	0.093%	0.015%	18.715%
1460	ISO 27001	Technical Skills	Security	1	8,607	0.417%	728	0.827%	0.410%	98.375%
1461	ISO 27002	Technical Skills	Security	1	1,086	0.053%	29	0.033%	-0.020%	-37.371%
1414	ISO 9000	Technical Skills	Software development	1	1,924	0.093%	14	0.016%	-0.077%	-82.934%
73	IT Architecture/Standards	Technical Skills	Hardware	2	23,735	1.149%	979	1.112%	-0.037%	-3.261%
1515	IT Service Management	Technical Skills	Security	1	22,912	1.109%	1,623	1.843%	0.734%	66.136%
1481	ITIL	Technical Skills	Security	1	85,558	4.142%	3,926	4.458%	0.316%	7.621%
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%	53	0.060%	-0.204%	-77.188%
1442	Key management	Technical Skills	Security	1	4,651	0.225%	155	0.176%	-0.049%	-21.838%
1450	Kubernetes	Technical Skills	Security	1	6,800	0.329%	1,505	1.709%	1.380%	419.082%
1279	Laser tools	Technical Skills	Hardware	1	27	0.001%	3	0.003%	0.002%	160.595%
907	Lasers	Technical Skills	Hardware	1	584	0.028%	23	0.026%	-0.002%	-7.632%
1516	Least Privilege	Technical Skills	Security	1	683	0.033%	87	0.099%	0.066%	198.749%
1038	License management software	Technical Skills	Network	1	1,855	0.090%	104	0.118%	0.028%	31.492%
1361	LinkedIn	Technical Skills	Social Networking	1	21,634	1.047%	1,093	1.241%	0.194%	18.493%
1544	LogRhythm	Technical Skills	Security	1	538	0.026%	37	0.042%	0.016%	61.298%
908	Mainframe computers	Technical Skills	Hardware	2	74,837	3.623%	805	0.914%	-2.709%	-74.772%
124	Mainframe operating systems	Technical Skills	Business applications	8	27,769	1.344%	528	0.600%	-0.745%	-55.405%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	38,108	1.845%	802	0.911%	-0.934%	-50.641%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	10,659	0.516%	491	0.558%	0.041%	8.037%
1549	McAfee Enterprise Security	Technical Skills	Security	1	113	0.005%	0	0.000%	-0.005%	-100.000%
1281	Medical software	Technical Skills	Business applications	9	18,943	0.917%	824	0.936%	0.019%	2.020%
1452	Mesos	Technical Skills	Security	1	369	0.018%	17	0.019%	0.001%	8.052%
1517	Metadata analysis	Technical Skills	Security	1	250	0.012%	11	0.012%	0.000%	3.196%
1555	Micro Focus	Technical Skills	Security	1	1,104	0.053%	58	0.066%	0.012%	23.216%
1433	Micro-segmentation	Technical Skills	Security	1	143	0.007%	24	0.027%	0.020%	293.626%
115	Microsoft databases	Technical Skills	Information mgmt	5	192,519	9.321%	4,060	4.610%	-4.711%	-50.539%
119	Microsoft operating systems	Technical Skills	Business applications	4	326,439	15.805%	10,000	11.356%	-4.450%	-28.153%
1518	MITRE	Technical Skills	Security	1	4,150	0.201%	136	0.154%	-0.046%	-23.140%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	4,465	0.216%	136	0.154%	-0.062%	-28.563%
1581	Mobile security	Technical Skills	Security	2	1,214	0.059%	61	0.069%	0.010%	17.847%
1431	Multi-Factor Authentication	Technical Skills	Security	3	3,307	0.160%	455	0.517%	0.357%	222.690%
625	Multimedia	Technical Skills	Business applications	1	128,814	6.237%	547	0.621%	-5.616%	-90.041%
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%	222	0.252%	0.094%	59.665%
1548	NetWitness	Technical Skills	Security	1	458	0.022%	15	0.017%	-0.005%	-23.187%
1499	Network Access Control	Technical Skills	Security	2	5,864	0.284%	206	0.234%	-0.050%	-17.609%
74	Network administration	Technical Skills	Hardware	17	377,256	18.266%	73,415	83.366%	65.101%	356.412%
1282	Network Administration software	Technical Skills	Network	18	119,263	5.774%	4,784	5.432%	-0.342%	-5.921%
1519	Network discovery	Technical Skills	Security	1	369	0.018%	22	0.025%	0.007%	39.831%
1283	Network Hardware	Technical Skills	Network	11	76,415	3.700%	2,427	2.756%	-0.944%	-25.510%
1284	Network Monitoring software	Technical Skills	Network	15	47,698	2.309%	1,734	1.969%	-0.340%	-14.738%
1059	Network operation system software (NOS)	Technical Skills	Network	2	3,443	0.167%	48	0.055%	-0.112%	-67.303%
1369	Network Security	Technical Skills	Information mgmt	1	9,677	0.469%	280	0.318%	-0.151%	-32.138%
1122	Network security	Technical Skills	Security	1	62,369	3.020%	2,294	2.605%	-0.415%	-13.735%
1285	Network Security software	Technical Skills	Security	37	169,025	8.184%	8,039	9.129%	0.945%	11.547%
1503	Network Segmentation	Technical Skills	Network	1	842	0.041%	63	0.072%	0.031%	75.484%
1286	Network software	Technical Skills	Network	6	191,045	9.250%	73,013	82.910%	73.660%	796.340%
1287	Network Testing	Technical Skills	Network	11	35,101	1.699%	823	0.935%	-0.765%	-45.009%
1521	Next Generation Firewall	Technical Skills	Security	2	953	0.046%	87	0.099%	0.053%	114.109%
1458	NIST	Technical Skills	Security	1	31,858	1.542%	2,388	2.712%	1.169%	75.802%
1065	Novell network software	Technical Skills	Network	2	2,002	0.097%	19	0.022%	-0.075%	-77.741%
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%	104	0.118%	-0.862%	-87.949%
41	Object Oriented Programming	Technical Skills	Software development	5	102,434	4.960%	1,595	1.811%	-3.148%	-63.480%
1288	Office Applications	Technical Skills	Business applications	13	379,958	18.396%	15,390	17.476%	-0.920%	-5.003%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	12,382	0.599%	117	0.133%	-0.467%	-77.838%
116	Open-source databases	Technical Skills	Information mgmt	4	54,446	2.636%	1,637	1.859%	-0.777%	-29.483%
118	Open-source operating systems	Technical Skills	Business applications	8	190,865	9.241%	5,689	6.460%	-2.781%	-30.093%
56	Operating Systems	Technical Skills	Business applications	3	164,926	7.985%	7,344	8.339%	0.354%	4.436%
1482	Operational Technology	Technical Skills	Security	1	5,645	0.273%	502	0.570%	0.297%	108.568%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,502	0.073%	84	0.095%	0.023%	31.165%
117	Oracle databases	Technical Skills	Information mgmt	1	276,224	13.374%	4,429	5.029%	-8.345%	-62.394%
1529	Orchestration & Automation	Technical Skills	Security	1	298	0.014%	28	0.032%	0.017%	120.369%
1488	PaaS	Technical Skills	Security	1	7,891	0.382%	901	1.023%	0.641%	167.794%
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%	38	0.043%	0.021%	90.843%
1466	Payment Card Industry	Technical Skills	Security	1	24,145	1.169%	1,226	1.392%	0.223%	19.089%
1376	Penetration Testing	Technical Skills	Information mgmt	5	82,302	3.985%	4,534	5.149%	1.164%	29.205%
1527	Personal Healthcare Information	Technical Skills	Security	1	3,190	0.154%	273	0.310%	0.156%	100.715%
1528	Personally Identifiable Information	Technical Skills	Security	1	3,499	0.169%	322	0.366%	0.196%	115.834%
1289	Physical Tools	Technical Skills	Hardware	1	172	0.008%	11	0.012%	0.004%	49.994%
683	Point of sale (POS)	Technical Skills	Business applications	3	11,349	0.549%	612	0.695%	0.145%	26.474%
1525	Policy Decision Point	Technical Skills	Security	1	642	0.031%	18	0.020%	-0.011%	-34.242%
1526	Policy Enforcement Point	Technical Skills	Security	1	530	0.026%	17	0.019%	-0.006%	-24.772%
686	Polka	Technical Skills	Business applications	1	137	0.007%	3	0.003%	-0.003%	-48.642%
931	Printers	Technical Skills	Hardware	4	34,319	1.662%	2,472	2.807%	1.145%	68.936%
1430	Privileged Account Management	Technical Skills	Security	2	44,361	2.148%	259	0.294%	-1.854%	-86.307%
43	Programming	Technical Skills	Software development	1	316,045	15.302%	10,388	11.796%	-3.506%	-22.911%
700	Provisioning	Technical Skills	Business applications	1	29,731	1.439%	1,513	1.718%	0.279%	19.354%
1545	QRadar	Technical Skills	Security	1	1,238	0.060%	45	0.051%	-0.009%	-14.749%
1531	Quality of Service	Technical Skills	Security	1	15,981	0.774%	563	0.639%	-0.134%	-17.375%
1405	Rapid Application Development	Technical Skills	Software development	2	7,344	0.356%	58	0.066%	-0.290%	-81.477%
1553	Rapid7	Technical Skills	Security	1	504	0.024%	49	0.056%	0.031%	128.021%
1258	Rate Control	Technical Skills	Technical applications	1	24	0.001%	0	0.000%	-0.001%	-100.000%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	14,240	0.689%	46	0.052%	-0.637%	-92.424%
1077	Remote control software	Technical Skills	Network	2	3,284	0.159%	187	0.212%	0.053%	33.551%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	1,110	0.054%	14	0.016%	-0.038%	-70.419%
1379	Risk Analysis	Technical Skills	Information mgmt	1	15,308	0.741%	756	0.858%	0.117%	15.828%
1262	Robotics	Technical Skills	Hardware	3	8,117	0.393%	724	0.822%	0.429%	109.195%
1532	Role-Based Access Control	Technical Skills	Security	3	2,868	0.139%	180	0.204%	0.066%	47.198%
1318	RSA	Technical Skills	Security	1	6,775	0.328%	122	0.139%	-0.189%	-57.766%
1489	SaaS	Technical Skills	Security	1	23,889	1.157%	1,900	2.158%	1.001%	86.537%
1429	SASE	Technical Skills	Security	2	352	0.017%	81	0.092%	0.075%	439.698%
1533	SCCM	Technical Skills	Security	1	13,924	0.674%	850	0.965%	0.291%	43.174%
44	SDLC	Technical Skills	Software development	7	196,745	9.526%	6,531	7.416%	-2.110%	-22.145%
1500	SecOps	Technical Skills	Security	2	4,491	0.217%	994	1.129%	0.911%	419.101%
1537	Secure SDLC	Technical Skills	Security	1	6,146	0.298%	31	0.035%	-0.262%	-88.170%
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%	540	0.613%	-0.413%	-40.271%
1569	Secure Web Gateway	Technical Skills	Security	1	2,860	0.138%	10	0.011%	-0.127%	-91.799%
76	Security	Technical Skills	Hardware	4	1,359,871	65.841%	34,382	39.043%	-26.798%	-40.702%
1382	Security Audit	Technical Skills	Information mgmt	1	2,553	0.124%	109	0.124%	0.000%	0.135%
1315	Security Clearance	Technical Skills	Misc	2	210,674	10.200%	7,536	8.558%	-1.643%	-16.105%
1477	Security Frameworks	Technical Skills	Security	1	5,525	0.268%	480	0.545%	0.278%	103.759%
1540	Security Information and Event Management	Technical Skills	Security	1	12,314	0.596%	1,066	1.210%	0.614%	103.033%
1584	Security Information Management	Technical Skills	Security	1	3,025	0.146%	52	0.059%	-0.087%	-59.683%
1567	Security Operations Center	Technical Skills	Security	1	14,368	0.696%	1,130	1.283%	0.588%	84.455%
1381	Security Plan	Technical Skills	Information mgmt	1	3,829	0.185%	243	0.276%	0.091%	48.843%
1380	Security Policy	Technical Skills	Information mgmt	2	49,945	2.418%	2,768	3.143%	0.725%	29.982%
1457	Security Standards	Technical Skills	Security	1	23,641	1.145%	1,597	1.813%	0.669%	58.434%
1135	Security testing software	Technical Skills	Security	1	6,462	0.313%	330	0.375%	0.062%	19.772%
1550	Securonix	Technical Skills	Security	1	42	0.002%	1	0.001%	-0.001%	-44.158%
1538	Segmentation	Technical Skills	Security	1	5,541	0.268%	381	0.433%	0.164%	61.267%
60	Sharepoint Server	Technical Skills	Business applications	1	5,648	0.273%	25	0.028%	-0.245%	-89.619%
1084	Signal generators	Technical Skills	Network	1	430	0.021%	17	0.019%	-0.002%	-7.277%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	12,374	0.599%	171	0.194%	-0.405%	-67.589%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	40,052	1.939%	1,026	1.165%	-0.774%	-39.920%
1220	Simulation software	Technical Skills	Software development	5	25,447	1.232%	1,107	1.257%	0.025%	2.028%
1568	Single Sign-On	Technical Skills	Security	3	12,107	0.586%	669	0.760%	0.173%	29.598%
1558	SOAR	Technical Skills	Security	1	1,262	0.061%	322	0.366%	0.305%	498.418%
1475	SOC 2	Technical Skills	Security	1	2,411	0.117%	260	0.295%	0.179%	152.921%
1366	Social Network	Technical Skills	Social Networking	1	3,419	0.166%	44	0.050%	-0.116%	-69.817%
1358	Social Networking	Technical Skills	Social Networking	1	11,689	0.566%	91	0.103%	-0.463%	-81.741%
1534	Software Defined Network	Technical Skills	Security	2	1,738	0.084%	114	0.129%	0.045%	53.838%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	1,377	0.067%	317	0.360%	0.293%	439.925%
42	Software Development	Technical Skills	Software development	2	435,021	21.062%	10,258	11.648%	-9.414%	-44.695%
1291	Software Development software	Technical Skills	Software development	3	2,593	0.126%	20	0.023%	-0.103%	-81.910%
1309	Software Engineering	Technical Skills	Software development	1	245,974	11.909%	5,780	6.563%	-5.346%	-44.888%
1292	Software Installation	Technical Skills	Software development	4	211,618	10.246%	9,204	10.452%	0.206%	2.008%
1223	Software libraries	Technical Skills	Software development	1	301	0.015%	18	0.020%	0.006%	40.254%
1293	Software Maintenance	Technical Skills	Software development	1	7,913	0.383%	148	0.168%	-0.215%	-56.134%
1294	Software Testing	Technical Skills	Software development	14	175,194	8.482%	7,816	8.875%	0.393%	4.634%
1225	Source code management (SCM)	Technical Skills	Software development	5	44,253	2.143%	1,762	2.001%	-0.142%	-6.616%
1541	Splunk	Technical Skills	Security	1	12,274	0.594%	992	1.126%	0.532%	89.554%
1229	Static analysis software	Technical Skills	Software development	1	835	0.040%	18	0.020%	-0.020%	-49.441%
772	Statistical analysis software	Technical Skills	Business applications	27	169,403	8.202%	6,932	7.872%	-0.330%	-4.028%
774	Statistical software	Technical Skills	Business applications	1	62,918	3.046%	3,874	4.399%	1.353%	44.409%
1230	Stress testing software	Technical Skills	Software development	1	3,026	0.147%	87	0.099%	-0.048%	-32.569%
1547	sumo logic	Technical Skills	Security	1	227	0.011%	33	0.037%	0.026%	240.955%
122	Sun operating systems	Technical Skills	Business applications	3	51,655	2.501%	489	0.555%	-1.946%	-77.797%
939	Surveillance systems	Technical Skills	Hardware	5	23,757	1.150%	960	1.090%	-0.060%	-5.226%
1564	Swimlane	Technical Skills	Security	1	101	0.005%	2	0.002%	-0.003%	-53.557%
791	Symantec software	Technical Skills	Business applications	1	13,213	0.640%	145	0.165%	-0.475%	-74.262%
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%	5,471	6.213%	-0.257%	-3.970%
45	System Testing	Technical Skills	Software development	5	32,658	1.581%	1,265	1.436%	-0.145%	-9.153%
46	Systems Analysis	Technical Skills	Software development	8	160,678	7.780%	5,657	6.424%	-1.356%	-17.427%
47	Systems Design	Technical Skills	Software development	1	25,290	1.224%	905	1.028%	-0.197%	-16.072%
1233	Systems Evaluation	Technical Skills	Software development	1	685	0.033%	21	0.024%	-0.009%	-28.099%
1234	Systems integration	Technical Skills	Software development	8	108,864	5.271%	1,464	1.662%	-3.608%	-68.460%
75	TCP/IP	Technical Skills	Hardware	3	79,104	3.830%	2,324	2.639%	-1.191%	-31.096%
1235	Technology Design	Technical Skills	Software development	1	2,554	0.124%	139	0.158%	0.034%	27.645%
1236	Templates	Technical Skills	Software development	1	34,258	1.659%	1,527	1.734%	0.075%	4.541%
1239	Test implementation	Technical Skills	Software development	1	812	0.039%	50	0.057%	0.017%	44.418%
1302	Testing	Technical Skills	Software development	1	526,399	25.487%	22,212	25.223%	-0.264%	-1.035%
1435	Threat Intelligence	Technical Skills	Security	1	4,537	0.220%	448	0.509%	0.289%	131.589%
1561	ThreatConnect	Technical Skills	Security	1	87	0.004%	9	0.010%	0.006%	142.623%
1571	Traffic Analysis	Technical Skills	Security	1	2,766	0.134%	77	0.087%	-0.046%	-34.710%
1570	Traffic Capture	Technical Skills	Security	1	95	0.005%	1	0.001%	-0.003%	-75.312%
1297	Training software	Technical Skills	Business applications	3	3,334	0.161%	144	0.164%	0.002%	1.299%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,596	0.126%	38	0.043%	-0.083%	-65.669%
1360	Twitter	Technical Skills	Social Networking	1	31,271	1.514%	675	0.766%	-0.748%	-49.374%
1411	Unified Process	Technical Skills	Software development	1	3,448	0.167%	12	0.014%	-0.153%	-91.838%
123	UNIX operating systems	Technical Skills	Business applications	5	210,568	10.195%	2,301	2.613%	-7.582%	-74.371%
1298	UNIX Shells	Technical Skills	Business applications	4	37,862	1.833%	858	0.974%	-0.859%	-46.851%
1410	Use Case	Technical Skills	Software development	1	12,655	0.613%	352	0.400%	-0.213%	-34.764%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	97	0.005%	16	0.018%	0.013%	286.862%
1572	User Behavior Analytics	Technical Skills	Security	1	209	0.010%	20	0.023%	0.013%	124.436%
48	User-Interface Design	Technical Skills	Software development	2	106,397	5.151%	2,155	2.447%	-2.704%	-52.496%
836	Video creation and editing software	Technical Skills	Business applications	3	2,571	0.124%	95	0.108%	-0.017%	-13.338%
1574	Virtual Machine	Technical Skills	Security	1	10,834	0.525%	496	0.563%	0.039%	7.375%
840	Visual Color Discrimination	Technical Skills	Business applications	2	190	0.009%	21	0.024%	0.015%	159.223%
64	Visual Studio	Technical Skills	Software development	1	39,855	1.930%	715	0.812%	-1.118%	-57.924%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,894	0.140%	35	0.040%	-0.100%	-71.635%
77	Voice/Data Telecom	Technical Skills	Hardware	10	205,091	9.930%	5,678	6.448%	-3.482%	-35.068%
1575	Vulnerability Management	Technical Skills	Security	1	12,538	0.607%	904	1.027%	0.419%	69.102%
1583	Vulnerability Testing	Technical Skills	Security	1	2,304	0.112%	127	0.144%	0.033%	29.279%
1577	Web Application Firewall	Technical Skills	Security	1	1,880	0.091%	141	0.160%	0.069%	75.902%
1299	Web Application Server	Technical Skills	Business applications	8	60,302	2.920%	423	0.480%	-2.439%	-83.548%
1248	Web platform development software	Technical Skills	Software development	5	3,100	0.150%	10	0.011%	-0.139%	-92.434%
65	web programmer	Technical Skills	Software development	4	63,009	3.051%	702	0.797%	-2.254%	-73.870%
1579	Web proxy	Technical Skills	Security	1	958	0.046%	34	0.039%	-0.008%	-16.762%
58	Web servers	Technical Skills	Business applications	6	97,486	4.720%	1,559	1.770%	-2.950%	-62.493%
49	Web-based Application Development	Technical Skills	Software development	2	62,285	3.016%	1,153	1.309%	-1.706%	-56.584%
1356	Windows CE	Technical Skills	Mobile Platforms	4	4,411	0.214%	19	0.022%	-0.192%	-89.898%
1102	Wireless	Technical Skills	Network	5	68,858	3.334%	3,184	3.616%	0.282%	8.449%
1363	YouTube	Technical Skills	Social Networking	2	4,069	0.197%	386	0.438%	0.241%	122.489%
1524	Zero Trust	Technical Skills	Security	2	518	0.025%	213	0.242%	0.217%	864.402%
79	.NET	Programming Skills	Current	1	163,788	7.930%	2,263	2.570%	-5.360%	-67.595%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	47	0.002%	0	0.000%	-0.002%	-100.000%
209	A programming language (APL)	Programming Skills	Legacy	2	2,442	0.118%	77	0.087%	-0.031%	-26.047%
99	Ada	Programming Skills	Legacy	1	14,352	0.695%	1,553	1.764%	1.069%	153.786%
80	AJAX	Programming Skills	Current	1	51,574	2.497%	285	0.324%	-2.173%	-87.039%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	68	0.003%	1	0.001%	-0.002%	-65.510%
192	Apple AppleScript	Programming Skills	Current	1	189	0.009%	7	0.008%	-0.001%	-13.135%
81	ASP	Programming Skills	Current	2	88,630	4.291%	1,080	1.226%	-3.065%	-71.421%
108	Assembly	Programming Skills	Legacy	2	1,801	0.087%	9	0.010%	-0.077%	-88.280%
211	AWK	Programming Skills	Legacy	1	1,741	0.084%	15	0.017%	-0.067%	-79.793%
83	C#	Programming Skills	Current	2	144,170	6.980%	2,406	2.732%	-4.248%	-60.859%
82	C/C++	Programming Skills	Current	3	323,166	15.647%	67,892	77.095%	61.448%	392.721%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	86,510	4.189%	2,278	2.587%	-1.602%	-38.242%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	520	0.025%	5	0.006%	-0.019%	-77.449%
84	CGI	Programming Skills	Current	2	15,299	0.741%	46	0.052%	-0.688%	-92.948%
217	Clipper	Programming Skills	Legacy	1	161	0.008%	3	0.003%	-0.004%	-56.298%
218	CLU	Programming Skills	Legacy	1	190	0.009%	2	0.002%	-0.007%	-75.312%
100	Cobol	Programming Skills	Legacy	1	11,949	0.579%	175	0.199%	-0.380%	-65.651%
85	ColdFusion	Programming Skills	Current	2	8,344	0.404%	91	0.103%	-0.301%	-74.421%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	201	0.010%	10	0.011%	0.002%	16.684%
195	Component object model (COM)	Programming Skills	Current	1	58	0.003%	0	0.000%	-0.003%	-100.000%
125	Database programming	Programming Skills	Current	3	24,292	1.176%	286	0.325%	-0.851%	-72.387%
1501	DevOps	Programming Skills	Misc	1	26,271	1.272%	4,009	4.552%	3.280%	257.905%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,037	0.050%	15	0.017%	-0.033%	-66.075%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	52,407	2.537%	47,543	53.987%	51.450%	2,027.677%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	2,663	0.129%	118	0.134%	0.005%	3.925%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	9,678	0.469%	86	0.098%	-0.371%	-79.159%
109	Forth	Programming Skills	Legacy	1	12,979	0.628%	1,640	1.862%	1.234%	196.354%
102	Fortran	Programming Skills	Legacy	1	1,464	0.071%	48	0.055%	-0.016%	-23.103%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	237,593	11.504%	4,135	4.696%	-6.808%	-59.182%
222	J	Programming Skills	Legacy	1	8,329	0.403%	373	0.424%	0.020%	5.033%
87	Java/J2EE/J2P	Programming Skills	Current	4	271,012	13.122%	5,221	5.929%	-7.193%	-54.817%
97	JavaScript	Programming Skills	Current	3	131,564	6.370%	3,882	4.408%	-1.962%	-30.797%
89	JavaServer Faces	Programming Skills	Current	3	10,019	0.485%	133	0.151%	-0.334%	-68.866%
88	JavaServer Pages	Programming Skills	Current	3	37,655	1.823%	195	0.221%	-1.602%	-87.854%
223	Job control language (JCL)	Programming Skills	Legacy	2	9,583	0.464%	110	0.125%	-0.339%	-73.078%
126	LAMP	Programming Skills	Current	1	10,625	0.514%	75	0.085%	-0.429%	-83.445%
104	Lisp	Programming Skills	Legacy	1	608	0.029%	36	0.041%	0.011%	38.870%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	1,045	0.051%	94	0.107%	0.056%	110.970%
201	Microsoft ActiveX	Programming Skills	Current	1	1,024	0.050%	3	0.003%	-0.046%	-93.129%
107	Pascal	Programming Skills	Legacy	1	464	0.022%	3	0.003%	-0.019%	-84.836%
90	Perl	Programming Skills	Current	1	64,049	3.101%	1,098	1.247%	-1.854%	-59.793%
91	PHP	Programming Skills	Current	1	43,966	2.129%	958	1.088%	-1.041%	-48.896%
103	PL/1	Programming Skills	Legacy	3	354	0.017%	10	0.011%	-0.006%	-33.747%
105	Prolog	Programming Skills	Legacy	1	793	0.038%	9	0.010%	-0.028%	-73.382%
95	Python	Programming Skills	Current	1	68,105	3.297%	5,879	6.676%	3.378%	102.457%
227	R	Programming Skills	Current	1	244,290	11.828%	71,622	81.330%	69.503%	587.621%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	15,338	0.743%	26	0.030%	-0.713%	-96.024%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	22,576	1.093%	744	0.845%	-0.248%	-22.708%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	313	0.015%	8	0.009%	-0.006%	-40.055%
206	Scripting languages	Programming Skills	Current	1	23,639	1.145%	1,165	1.323%	0.178%	15.586%
101	Smalltalk	Programming Skills	Legacy	1	190	0.009%	1	0.001%	-0.008%	-87.656%
92	SQL	Programming Skills	Current	3	430,906	20.863%	10,613	12.052%	-8.812%	-42.235%
110	TCL	Programming Skills	Legacy	1	2,403	0.116%	28	0.032%	-0.085%	-72.672%
98	Unified Modeling Language	Programming Skills	Current	2	30,659	1.484%	263	0.299%	-1.186%	-79.881%
93	Visual Basic	Programming Skills	Current	6	82,175	3.979%	1,239	1.407%	-2.572%	-64.638%
207	Web service definition language (WSDL)	Programming Skills	Current	2	8,541	0.414%	106	0.120%	-0.293%	-70.892%
94	XML	Programming Skills	Current	2	128,263	6.210%	1,764	2.003%	-4.207%	-67.744%
1342	Computer Science	Majors	Computer Science	2	688,913	33.355%	30,716	34.880%	1.524%	4.570%
1344	Information Technology	Majors	Information Technology	3	1,900,695	92.026%	65,384	74.247%	-17.779%	-19.320%
1343	Management Information Systems	Majors	Management Information Systems	9	438,622	21.237%	22,665	25.737%	4.500%	21.192%

Home | Data

All Degree Programs

Management Information Systems

Computer Science

Information Technology