
	DOGS-IT.org Skill Frequencies: April, 2007 through 2021-08-12

All Degrees

All Degree Programs	2021-08-12	Jobs Found:	5,535,353	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	20,145	0.364%	5,189	0.769%	0.405%	111.417%
2	Attention to Details	Soft Skills	Problem-solving skills	2	20,479	0.370%	3,259	0.483%	0.113%	30.617%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	34,518	0.624%	6,508	0.965%	0.341%	54.748%
231	Cooperation	Soft Skills	Interpersonal skills	1	47,703	0.862%	8,023	1.190%	0.328%	38.043%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	27,103	0.490%	5,779	0.857%	0.367%	75.008%
3	Creativity	Soft Skills	Problem-solving skills	4	186,227	3.364%	35,635	5.284%	1.920%	57.057%
4	Critical thinking	Soft Skills	Problem-solving skills	3	97,213	1.756%	26,493	3.928%	2.172%	123.681%
1300	Flexibility	Soft Skills	Work ethic	1	255,721	4.620%	43,536	6.455%	1.836%	39.735%
232	Independence	Soft Skills	Interpersonal skills	1	33,529	0.606%	7,404	1.098%	0.492%	81.246%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	700,051	12.647%	113,531	16.834%	4.187%	33.109%
256	Innovation	Soft Skills	Problem-solving skills	1	499,541	9.025%	114,727	17.012%	7.987%	88.502%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	579,918	10.477%	106,142	15.739%	5.262%	50.225%
1422	Internship	Soft Skills	Work ethic	3	139,852	2.527%	28,622	4.244%	1.717%	67.979%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	4,468	0.081%	1,333	0.198%	0.117%	144.872%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	412,907	7.459%	84,742	12.565%	5.106%	68.449%
10	Leadership	Soft Skills	Interpersonal skills	1	1,205,368	21.776%	195,635	29.008%	7.233%	33.214%
258	Learning	Soft Skills	Problem-solving skills	1	556,359	10.051%	128,740	19.089%	9.038%	89.925%
1	Learning Ability	Soft Skills	Problem-solving skills	3	105,441	1.905%	19,124	2.836%	0.931%	48.865%
236	Listening	Soft Skills	Language skills	1	120,814	2.183%	16,870	2.501%	0.319%	14.609%
260	Mathematics	Soft Skills	Problem-solving skills	3	335,354	6.058%	71,389	10.585%	4.527%	74.723%
261	Memorization	Soft Skills	Problem-solving skills	2	381	0.007%	76	0.011%	0.004%	63.724%
18	Negotiation Skills	Soft Skills	Language skills	1	47,615	0.860%	5,064	0.751%	-0.109%	-12.708%
262	Optimization	Soft Skills	Problem-solving skills	1	278,112	5.024%	42,316	6.275%	1.250%	24.884%
19	Oral Communications	Soft Skills	Language skills	5	92,849	1.677%	15,341	2.275%	0.597%	35.612%
273	Persistence	Soft Skills	Work ethic	1	20,413	0.369%	3,085	0.457%	0.089%	24.043%
239	Persuasion	Soft Skills	Language skills	1	9,609	0.174%	1,908	0.283%	0.109%	62.976%
1301	Physical Skill	Soft Skills	Work ethic	2	11,855	0.214%	4,355	0.646%	0.432%	201.515%
240	Presentations	Soft Skills	Language skills	1	281,847	5.092%	50,536	7.493%	2.402%	47.167%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	993,166	17.942%	155,464	23.052%	5.110%	28.479%
20	Questioning skills	Soft Skills	Language skills	1	1,751	0.032%	337	0.050%	0.018%	57.967%
241	Reading Comprehension	Soft Skills	Language skills	1	1,972	0.036%	452	0.067%	0.031%	88.128%
6	Research skills	Soft Skills	Problem-solving skills	1	10,166	0.184%	1,747	0.259%	0.075%	41.048%
15	Responsibility	Soft Skills	Work ethic	2	541,797	9.788%	89,939	13.336%	3.548%	36.249%
234	Self Control	Soft Skills	Interpersonal skills	1	838	0.015%	271	0.040%	0.025%	165.429%
11	Self-esteem	Soft Skills	Interpersonal skills	1	1,241	0.022%	427	0.063%	0.041%	182.409%
16	Self-management	Soft Skills	Work ethic	1	7,668	0.139%	1,895	0.281%	0.142%	102.838%
250	Stress Tolerance	Soft Skills	Physical skills	1	1,894	0.034%	934	0.138%	0.104%	304.752%
12	Teamwork	Soft Skills	Interpersonal skills	1	243,621	4.401%	43,618	6.468%	2.066%	46.951%
17	Time Management	Soft Skills	Work ethic	2	201,533	3.641%	35,719	5.296%	1.656%	45.471%
268	Visualization	Soft Skills	Problem-solving skills	1	88,610	1.601%	27,375	4.059%	2.458%	153.568%
7	Working under pressure	Soft Skills	Problem-solving skills	1	3,678	0.066%	1,034	0.153%	0.087%	130.745%
21	Written Communications	Soft Skills	Language skills	5	822,157	14.853%	117,132	17.368%	2.515%	16.935%
172	Account management	Business Skills	Management skills	1	64,523	1.166%	7,453	1.105%	-0.061%	-5.193%
22	Accounting	Business Skills	Business processes	4	594,223	10.735%	52,940	7.850%	-2.885%	-26.876%
1263	Accounting software	Business Skills	Business processes	8	70,340	1.271%	4,770	0.707%	-0.563%	-44.341%
174	Administration	Business Skills	Management skills	3	1,286,743	23.246%	152,885	22.670%	-0.576%	-2.480%
1313	Analyst	Business Skills	Project management	1	898,152	16.226%	107,851	15.992%	-0.234%	-1.441%
175	Application management	Business Skills	Management skills	5	370,376	6.691%	49,532	7.345%	0.653%	9.765%
150	Asset management	Business Skills	Business processes	1	81,107	1.465%	13,963	2.070%	0.605%	41.300%
151	Auditing	Business Skills	Business processes	5	334,605	6.045%	51,677	7.663%	1.618%	26.762%
1264	Auditing software	Business Skills	Business processes	1	231	0.004%	5	0.001%	-0.003%	-82.234%
152	Billing	Business Skills	Business processes	1	140,565	2.539%	14,576	2.161%	-0.378%	-14.889%
153	Bills of Lading	Business Skills	Business processes	1	289	0.005%	141	0.021%	0.016%	300.446%
1314	Business Analyst	Business Skills	Project management	1	312,438	5.644%	27,954	4.145%	-1.499%	-26.565%
35	Business Intelligence	Business Skills	Strategy skills	1	223,805	4.043%	24,929	3.696%	-0.347%	-8.577%
155	Business performance management (BPM)	Business Skills	Business processes	2	30,781	0.556%	2,244	0.333%	-0.223%	-40.164%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	110,141	1.990%	2,638	0.391%	-1.599%	-80.342%
36	Business Strategy	Business Skills	Strategy skills	3	1,102,460	19.917%	193,642	28.713%	8.796%	44.165%
182	Calendar and scheduling	Business Skills	Project management	3	226,431	4.091%	35,610	5.280%	1.190%	29.080%
156	Capacity planning	Business Skills	Business processes	1	99,247	1.793%	8,243	1.222%	-0.571%	-31.830%
28	Change Management	Business Skills	Management skills	1	225,946	4.082%	33,953	5.034%	0.953%	23.338%
183	Content workflow	Business Skills	Project management	1	189	0.003%	14	0.002%	-0.001%	-39.202%
24	Contracting and legal	Business Skills	Business processes	2	387,950	7.009%	62,770	9.307%	2.299%	32.800%
176	Coordination	Business Skills	Management skills	1	283,301	5.118%	52,853	7.837%	2.719%	53.124%
157	Cost accounting	Business Skills	Business processes	1	8,526	0.154%	1,116	0.165%	0.011%	7.434%
158	Cost estimation	Business Skills	Business processes	1	4,307	0.078%	665	0.099%	0.021%	26.727%
1312	Customer Support	Business Skills	Business processes	6	1,038,093	18.754%	133,248	19.758%	1.004%	5.353%
1339	Education	Business Skills	Industry Segment	1	63,392	1.145%	15,259	2.263%	1.117%	97.567%
1333	Energy	Business Skills	Industry Segment	1	278,283	5.027%	40,634	6.025%	0.998%	19.847%
1340	Entertainment	Business Skills	Industry Segment	1	252,105	4.554%	10,564	1.566%	-2.988%	-65.607%
1319	Environmental	Business Skills	Environmental	16	233,966	4.227%	38,080	5.646%	1.420%	33.588%
1320	Environmental Strategy	Business Skills	Environmental	13	68,328	1.234%	26,511	3.931%	2.697%	218.456%
161	Financial	Business Skills	Business processes	2	1,539,513	27.812%	367,354	54.471%	26.658%	95.850%
1275	Financial Analysis software	Business Skills	Business processes	8	6,815	0.123%	1,109	0.164%	0.041%	33.564%
1332	Health Care	Business Skills	Industry Segment	2	868,034	15.682%	99,056	14.688%	-0.994%	-6.337%
1341	Hospitality	Business Skills	Industry Segment	4	497,565	8.989%	116,375	17.256%	8.267%	91.970%
177	Human resources	Business Skills	Management skills	2	409,449	7.397%	45,017	6.675%	-0.722%	-9.760%
1336	Insurance	Business Skills	Industry Segment	1	30,205	0.546%	3,278	0.486%	-0.060%	-10.926%
1316	Managing/Supervision	Business Skills	Management skills	6	3,089,387	55.812%	361,975	53.673%	-2.139%	-3.832%
1334	Manufacturing	Business Skills	Industry Segment	2	451,803	8.162%	46,237	6.856%	-1.306%	-16.003%
26	Marketing	Business Skills	Business processes	1	646,247	11.675%	60,889	9.029%	-2.646%	-22.667%
185	Monitoring	Business Skills	Project management	1	641,926	11.597%	109,808	16.282%	4.685%	40.401%
179	Negotiation	Business Skills	Management skills	1	190,089	3.434%	27,104	4.019%	0.585%	17.030%
163	Operation and Control	Business Skills	Business processes	3	4,058	0.073%	693	0.103%	0.029%	40.166%
29	Outsourcing Management	Business Skills	Management skills	3	163,728	2.958%	6,410	0.950%	-2.007%	-67.867%
167	Procurement	Business Skills	Business processes	1	159,491	2.881%	21,606	3.204%	0.322%	11.189%
1290	Project Management software	Business Skills	Project management	3	131,500	2.376%	10,447	1.549%	-0.827%	-34.794%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	942,744	17.031%	118,144	17.518%	0.487%	2.859%
168	Quality	Business Skills	Business processes	1	1,642,907	29.680%	254,246	37.699%	8.019%	27.018%
1337	Real Estate	Business Skills	Industry Segment	2	202,528	3.659%	7,288	1.081%	-2.578%	-70.464%
1335	Retail	Business Skills	Industry Segment	2	1,009,281	18.233%	91,066	13.503%	-4.730%	-25.943%
34	Risk Management	Business Skills	Project management	1	194,154	3.508%	43,059	6.385%	2.877%	82.029%
169	Service Orientation	Business Skills	Business processes	1	38,516	0.696%	5,173	0.767%	0.071%	10.236%
27	Supply Chain Management	Business Skills	Business processes	3	207,101	3.741%	23,805	3.530%	-0.212%	-5.657%
1295	Supply Chain Management software	Business Skills	Business processes	4	12,838	0.232%	1,051	0.156%	-0.076%	-32.806%
178	Teaching	Business Skills	Management skills	7	351,857	6.357%	40,336	5.981%	-0.376%	-5.909%
190	Timekeeping	Business Skills	Project management	3	140,319	2.535%	14,152	2.098%	-0.437%	-17.220%
1296	Timekeeping software	Business Skills	Project management	1	6,772	0.122%	1,092	0.162%	0.040%	32.351%
171	Total quality management (TQM)	Business Skills	Business processes	2	5,505	0.099%	448	0.066%	-0.033%	-33.205%
180	Troubleshooting	Business Skills	Management skills	1	691,400	12.491%	98,157	14.555%	2.064%	16.524%
181	Verification	Business Skills	Management skills	1	330,901	5.978%	43,580	6.462%	0.484%	8.097%
1338	Waste Management	Business Skills	Industry Segment	1	5,150	0.093%	428	0.063%	-0.030%	-31.788%
191	Workflow	Business Skills	Project management	1	238,559	4.310%	36,501	5.412%	1.103%	25.583%
31	Working Globally	Business Skills	Management skills	3	25,193	0.455%	733	0.109%	-0.346%	-76.119%
32	Working with Virtual Teams	Business Skills	Management skills	2	10,047	0.182%	1,439	0.213%	0.032%	17.557%
51	4GL	Technical Skills	Software development	3	6,687	0.121%	447	0.066%	-0.055%	-45.135%
1510	Access Control	Technical Skills	Security	1	54,953	0.993%	9,466	1.404%	0.411%	41.383%
987	Access servers & software	Technical Skills	Network	10	159,169	2.875%	18,055	2.677%	-0.198%	-6.897%
38	Agile Development Methods	Technical Skills	Software development	13	368,343	6.654%	72,223	10.709%	4.055%	60.933%
304	Algorithmic software	Technical Skills	Business applications	1	132	0.002%	14	0.002%	-0.000%	-12.948%
1546	Alienvault	Technical Skills	Security	1	382	0.007%	167	0.025%	0.018%	258.819%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	5,996	0.108%	962	0.143%	0.034%	31.685%
1352	Android	Technical Skills	Mobile Platforms	3	97,087	1.754%	14,030	2.080%	0.326%	18.609%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	64,146	1.159%	5,710	0.847%	-0.312%	-26.938%
120	Apple operating systems	Technical Skills	Business applications	6	144,135	2.604%	19,484	2.889%	0.285%	10.951%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	45,270	0.818%	1,218	0.181%	-0.637%	-77.917%
1543	ArcSight	Technical Skills	Security	1	8,439	0.152%	885	0.131%	-0.021%	-13.925%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	154,467	2.791%	54,009	8.008%	5.218%	186.981%
1432	Attribute-Based Access Control	Technical Skills	Security	2	662	0.012%	173	0.026%	0.014%	114.492%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	244	0.004%	52	0.008%	0.003%	74.919%
1265	Backup & Recovery	Technical Skills	Technical applications	16	391,906	7.080%	42,448	6.294%	-0.786%	-11.101%
1386	Biometric	Technical Skills	Information mgmt	2	14,139	0.255%	2,149	0.319%	0.063%	24.750%
1353	Blackberry	Technical Skills	Mobile Platforms	2	36,786	0.665%	784	0.116%	-0.548%	-82.507%
336	Borland Delphi	Technical Skills	Business applications	1	6,898	0.125%	394	0.058%	-0.066%	-53.119%
337	Borland JBuilder	Technical Skills	Business applications	1	4,193	0.076%	15	0.002%	-0.074%	-97.064%
338	Borland Paradox	Technical Skills	Business applications	1	463	0.008%	62	0.009%	0.001%	9.909%
1436	Bring Your Own Devices	Technical Skills	Security	1	1,916	0.035%	805	0.119%	0.085%	244.844%
72	Business Continuity Planning	Technical Skills	Hardware	2	85,291	1.541%	9,489	1.407%	-0.134%	-8.685%
352	Cadence Opus	Technical Skills	Business applications	1	2,228	0.040%	71	0.011%	-0.030%	-73.844%
868	Calculators	Technical Skills	Hardware	1	5,024	0.091%	816	0.121%	0.030%	33.310%
39	CASE Tools	Technical Skills	Software development	1	307,845	5.561%	39,864	5.911%	0.350%	6.285%
367	Categorization or classification software	Technical Skills	Business applications	1	20,684	0.374%	2,170	0.322%	-0.052%	-13.891%
1469	CCPA	Technical Skills	Security	1	2,065	0.037%	1,837	0.272%	0.235%	630.149%
1478	Center for Internet Security	Technical Skills	Security	1	104,201	1.882%	21,378	3.170%	1.287%	68.391%
1441	Certificate management	Technical Skills	Security	1	3,010	0.054%	774	0.115%	0.060%	111.056%
112	Certification	Technical Skills	Misc	3	1,072,544	19.376%	183,128	27.154%	7.778%	40.140%
78	Cisco	Technical Skills	Hardware	1	376,021	6.793%	25,218	3.739%	-3.054%	-44.955%
1009	Cisco Systems IOS	Technical Skills	Network	1	102,200	1.846%	15,190	2.252%	0.406%	21.991%
40	Client-Server	Technical Skills	Software development	1	98,070	1.772%	4,018	0.596%	-1.176%	-66.372%
1437	Cloud Access Security Broker	Technical Skills	Security	1	1,097	0.020%	628	0.093%	0.073%	369.868%
1438	Cloud Configuration Management	Technical Skills	Security	1	4,852	0.088%	603	0.089%	0.002%	2.004%
1445	Cloud Migration	Technical Skills	Security	1	3,808	0.069%	2,220	0.329%	0.260%	378.496%
1455	cloud security	Technical Skills	Security	1	10,530	0.190%	5,160	0.765%	0.575%	302.202%
1456	Cloud Security Posture Management	Technical Skills	Security	1	279	0.005%	135	0.020%	0.015%	297.148%
1486	Cloud Services	Technical Skills	Security	1	53,113	0.960%	19,249	2.854%	1.895%	197.461%
1011	Cluster server software	Technical Skills	Network	9	77,726	1.404%	8,010	1.188%	-0.216%	-15.416%
1147	CMAKE	Technical Skills	Software development	1	1,829	0.033%	659	0.098%	0.065%	195.729%
1151	Compatibility testing	Technical Skills	Software development	1	2,307	0.042%	218	0.032%	-0.009%	-22.441%
1152	Compilers	Technical Skills	Software development	5	56,584	1.022%	9,866	1.463%	0.441%	43.110%
1255	Compliance software	Technical Skills	Technical applications	4	32,086	0.580%	5,374	0.797%	0.217%	37.469%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	91,111	1.646%	7,937	1.177%	-0.469%	-28.500%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	8,634	0.156%	955	0.142%	-0.014%	-9.215%
875	Computer diagnostics	Technical Skills	Hardware	5	233,518	4.219%	37,526	5.564%	1.346%	31.897%
1107	Computer forensics	Technical Skills	Security	1	11,522	0.208%	1,280	0.190%	-0.018%	-8.819%
1266	Computer Hardware	Technical Skills	Hardware	15	133,194	2.406%	22,351	3.314%	0.908%	37.732%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	38,152	0.689%	354	0.052%	-0.637%	-92.384%
1015	Computer servers	Technical Skills	Network	6	453,160	8.187%	45,492	6.745%	-1.441%	-17.604%
1267	Computer Utilities	Technical Skills	Misc	2	3,577	0.065%	505	0.075%	0.010%	15.876%
1447	Configuration Management Database	Technical Skills	Security	1	11,050	0.200%	1,858	0.276%	0.076%	38.009%
1448	Container security	Technical Skills	Security	1	367	0.007%	251	0.037%	0.031%	461.346%
1449	Containers	Technical Skills	Security	1	51,672	0.933%	17,208	2.552%	1.618%	173.337%
59	Content Manager	Technical Skills	Business applications	1	5,560	0.100%	328	0.049%	-0.052%	-51.580%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	3,942	0.071%	1,119	0.166%	0.095%	132.989%
1396	Continuous Improvement	Technical Skills	Software development	1	136,827	2.472%	38,637	5.729%	3.257%	131.768%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	134,145	2.423%	41,750	6.191%	3.767%	155.449%
1453	Control Plane	Technical Skills	Security	1	1,594	0.029%	456	0.068%	0.039%	134.801%
878	Controllers	Technical Skills	Hardware	3	38,515	0.696%	5,612	0.832%	0.136%	19.594%
1454	Crown Jewels	Technical Skills	Security	1	245	0.004%	37	0.005%	0.001%	23.953%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	6,553	0.118%	1,015	0.151%	0.032%	27.130%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	17,724	0.320%	1,182	0.175%	-0.145%	-45.263%
53	Customer Relationship Management	Technical Skills	Business applications	9	312,185	5.640%	27,529	4.082%	-1.558%	-27.623%
1368	Cyber Security	Technical Skills	Information mgmt	3	153,458	2.772%	56,547	8.385%	5.612%	202.442%
1479	Cybersecurity Framework	Technical Skills	Security	2	6,009	0.109%	3,107	0.461%	0.352%	324.387%
1492	Data Access Governance	Technical Skills	Security	1	1,038	0.019%	288	0.043%	0.024%	127.729%
953	Data acquisition systems	Technical Skills	Information mgmt	1	28,204	0.510%	4,286	0.636%	0.126%	24.728%
1434	Data classification	Technical Skills	Security	1	3,406	0.062%	807	0.120%	0.058%	94.470%
955	Data compression software	Technical Skills	Information mgmt	1	15,303	0.276%	1,168	0.173%	-0.103%	-37.355%
956	Data conversion software	Technical Skills	Information mgmt	1	22,096	0.399%	1,941	0.288%	-0.111%	-27.900%
958	Data dictionary	Technical Skills	Information mgmt	1	12,686	0.229%	1,138	0.169%	-0.060%	-26.372%
1495	Data discovery	Technical Skills	Security	1	4,842	0.087%	1,191	0.177%	0.089%	101.888%
959	Data entry	Technical Skills	Information mgmt	1	203,299	3.673%	6,559	0.973%	-2.700%	-73.520%
1502	Data Loss Prevention	Technical Skills	Security	1	15,309	0.277%	3,748	0.556%	0.279%	100.944%
962	Data mapping	Technical Skills	Information mgmt	1	26,068	0.471%	2,748	0.407%	-0.063%	-13.477%
67	Data Mining	Technical Skills	Information mgmt	5	134,379	2.428%	15,256	2.262%	-0.166%	-6.818%
963	Data modeling	Technical Skills	Information mgmt	1	155,516	2.810%	15,734	2.333%	-0.476%	-16.960%
1496	Data retention	Technical Skills	Security	1	3,749	0.068%	533	0.079%	0.011%	16.690%
1494	Data tagging	Technical Skills	Security	1	414	0.007%	122	0.018%	0.011%	141.870%
68	Data Warehousing	Technical Skills	Information mgmt	2	233,046	4.210%	21,049	3.121%	-1.089%	-25.867%
69	Database Administration	Technical Skills	Information mgmt	12	299,058	5.403%	25,690	3.809%	-1.593%	-29.493%
969	Database design software	Technical Skills	Information mgmt	16	236,690	4.276%	18,878	2.799%	-1.477%	-34.537%
1268	Database Reporting	Technical Skills	Information mgmt	3	66,795	1.207%	3,204	0.475%	-0.732%	-60.629%
1269	Database Security	Technical Skills	Information mgmt	2	899	0.016%	124	0.018%	0.002%	13.210%
1373	Database Security	Technical Skills	Information mgmt	1	1,327	0.024%	252	0.037%	0.013%	55.866%
1270	Database Servers	Technical Skills	Information mgmt	3	54,018	0.976%	1,552	0.230%	-0.746%	-76.418%
1271	Database Testing	Technical Skills	Information mgmt	1	4,180	0.076%	420	0.062%	-0.013%	-17.530%
1160	Debugging	Technical Skills	Software development	7	350,246	6.327%	46,360	6.874%	0.547%	8.641%
1385	Decryption	Technical Skills	Information mgmt	2	1,831	0.033%	305	0.045%	0.012%	36.721%
1559	Demisto	Technical Skills	Security	1	103	0.002%	74	0.011%	0.009%	489.681%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	18,410	0.333%	993	0.147%	-0.185%	-55.729%
418	Desktop publishing software	Technical Skills	Business applications	13	92,100	1.664%	22,051	3.270%	1.606%	96.513%
1272	Development Environment	Technical Skills	Software development	13	238,095	4.301%	36,142	5.359%	1.058%	24.590%
1498	Device Management	Technical Skills	Security	1	11,542	0.209%	2,650	0.393%	0.184%	88.446%
1273	Digital Imaging	Technical Skills	Hardware	1	2,300	0.042%	122	0.018%	-0.023%	-56.463%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	14,936	0.270%	1,908	0.283%	0.013%	4.850%
1446	Digital Transformation	Technical Skills	Security	1	27,087	0.489%	17,589	2.608%	2.119%	432.970%
1472	DISA	Technical Skills	Security	1	19,668	0.355%	5,673	0.841%	0.486%	136.742%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	13,628	0.246%	1,301	0.193%	-0.053%	-21.645%
1497	Distributed Denial of Service	Technical Skills	Security	1	3,964	0.072%	842	0.125%	0.053%	74.342%
1504	DMZ	Technical Skills	Network	1	8,354	0.151%	680	0.101%	-0.050%	-33.191%
1451	Docker	Technical Skills	Security	1	50,220	0.907%	24,939	3.698%	2.791%	307.591%
1307	Doctor of Philosophy	Technical Skills	Misc	3	249,368	4.505%	40,244	5.967%	1.462%	32.459%
973	Document management software	Technical Skills	Information mgmt	4	48,350	0.873%	6,356	0.942%	0.069%	7.897%
1020	Domain name system (DNS)	Technical Skills	Network	3	155,018	2.801%	17,338	2.571%	-0.230%	-8.201%
61	Dreamweaver	Technical Skills	Software development	1	21,284	0.385%	558	0.083%	-0.302%	-78.482%
54	DSS/GDSS	Technical Skills	Business applications	5	58,902	1.064%	5,404	0.801%	-0.263%	-24.698%
425	Dynamic modeling software	Technical Skills	Business applications	1	206	0.004%	29	0.004%	0.001%	15.546%
62	Eclipse	Technical Skills	Software development	1	89,594	1.619%	5,277	0.782%	-0.836%	-51.657%
1308	Electronic Commerce	Technical Skills	Business applications	2	204,250	3.690%	13,846	2.053%	-1.637%	-44.360%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	41,369	0.747%	3,430	0.509%	-0.239%	-31.948%
1023	Electronic mail software	Technical Skills	Network	8	77,752	1.405%	7,706	1.143%	-0.262%	-18.653%
1384	Encryption	Technical Skills	Information mgmt	1	484	0.009%	162	0.024%	0.015%	174.721%
1507	Endpoint	Technical Skills	Security	1	22,517	0.407%	7,301	1.083%	0.676%	166.130%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	242,671	4.384%	24,678	3.659%	-0.725%	-16.533%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	289,982	5.239%	24,998	3.707%	-1.532%	-29.245%
1321	Environmental Certification	Technical Skills	Environmental	1	911	0.016%	349	0.052%	0.035%	214.434%
1328	Environmental Cleanup	Technical Skills	Environmental	3	1,759	0.032%	159	0.024%	-0.008%	-25.809%
1329	Environmental Energy	Technical Skills	Environmental	25	23,813	0.430%	4,381	0.650%	0.219%	51.002%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	20,715	0.374%	4,122	0.611%	0.237%	63.322%
1327	Environmental Pollution	Technical Skills	Environmental	25	52,621	0.951%	6,246	0.926%	-0.024%	-2.576%
1324	Environmental Pollution Control	Technical Skills	Environmental	10	10,950	0.198%	2,472	0.367%	0.169%	85.292%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	8	3,978	0.072%	1,042	0.155%	0.083%	114.994%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	58,042	1.049%	3,454	0.512%	-0.536%	-51.157%
1331	Environmental Science	Technical Skills	Environmental	2	1,734	0.031%	128	0.019%	-0.012%	-39.412%
1322	Environmental Technology	Technical Skills	Environmental	2	1,527	0.028%	442	0.066%	0.038%	137.578%
1470	EPRI	Technical Skills	Security	1	191	0.003%	34	0.005%	0.002%	46.106%
1551	Exabeam	Technical Skills	Security	1	292	0.005%	85	0.013%	0.007%	138.923%
461	Expert system software	Technical Skills	Business applications	1	2,101	0.038%	453	0.067%	0.029%	76.968%
1359	Facebook	Technical Skills	Social Networking	1	543,218	9.814%	12,027	1.783%	-8.030%	-81.828%
463	Facilities management software	Technical Skills	Business applications	4	19,000	0.343%	3,860	0.572%	0.229%	66.746%
1476	FedRAMP	Technical Skills	Security	1	5,033	0.091%	2,686	0.398%	0.307%	338.028%
1467	FINRA	Technical Skills	Security	1	3,471	0.063%	774	0.115%	0.052%	83.024%
1556	FireEye	Technical Skills	Security	1	3,654	0.066%	685	0.102%	0.036%	53.867%
1464	FISMA	Technical Skills	Security	1	19,495	0.352%	3,782	0.561%	0.209%	59.229%
468	Flight control software	Technical Skills	Business applications	1	1,723	0.031%	323	0.048%	0.017%	53.865%
1508	Flow analysis	Technical Skills	Security	1	7,368	0.133%	977	0.145%	0.012%	8.835%
469	Flowchart software	Technical Skills	Business applications	5	14,750	0.266%	1,621	0.240%	-0.026%	-9.799%
1367	Forensic	Technical Skills	Information mgmt	2	84,357	1.524%	9,258	1.373%	-0.151%	-9.922%
1552	Fortinet	Technical Skills	Security	1	5,127	0.093%	1,219	0.181%	0.088%	95.148%
1112	Fraud Detection	Technical Skills	Security	1	33,933	0.613%	7,853	1.164%	0.551%	89.949%
63	FrontPage	Technical Skills	Software development	1	3,482	0.063%	28	0.004%	-0.059%	-93.400%
475	Fund accounting software	Technical Skills	Business applications	1	2,465	0.045%	315	0.047%	0.002%	4.886%
1260	Gaming	Technical Skills	Misc	2	115,302	2.083%	16,046	2.379%	0.296%	14.223%
1468	GDPR	Technical Skills	Security	1	5,079	0.092%	3,079	0.457%	0.365%	397.570%
113	Generic databases	Technical Skills	Information mgmt	2	743,389	13.430%	86,980	12.897%	-0.533%	-3.966%
1365	Google Apps	Technical Skills	Business applications	4	16,959	0.306%	2,040	0.302%	-0.004%	-1.269%
1364	Google Plus	Technical Skills	Social Networking	1	1,589	0.029%	73	0.011%	-0.018%	-62.293%
1512	Governance	Technical Skills	Security	1	171,902	3.106%	40,740	6.041%	2.935%	94.519%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	315,253	5.695%	38,323	5.682%	-0.013%	-0.225%
484	Graphic software	Technical Skills	Business applications	16	408,538	7.381%	40,971	6.075%	-1.305%	-17.687%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	78,666	1.421%	3,742	0.555%	-0.866%	-60.957%
1323	Green IT	Technical Skills	Environmental	9	15,314	0.277%	2,421	0.359%	0.082%	29.756%
893	Guidance systems	Technical Skills	Hardware	1	269	0.005%	72	0.011%	0.006%	119.686%
1371	Hacking	Technical Skills	Information mgmt	5	27,762	0.502%	5,183	0.769%	0.267%	53.233%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	1,817	0.033%	430	0.064%	0.031%	94.239%
1277	Hardware Design	Technical Skills	Hardware	21	42,989	0.777%	7,032	1.043%	0.266%	34.259%
1278	Hardware Testing	Technical Skills	Hardware	4	13,627	0.246%	1,977	0.293%	0.047%	19.077%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	3,781	0.068%	1,313	0.195%	0.126%	185.023%
492	Helpdesk or call center	Technical Skills	Business applications	2	287,248	5.189%	27,503	4.078%	-1.111%	-21.414%
1465	HIPAA	Technical Skills	Security	1	65,267	1.179%	12,687	1.881%	0.702%	59.547%
1473	HITRUST	Technical Skills	Security	1	3,874	0.070%	1,583	0.235%	0.165%	235.385%
1377	Homeland Security	Technical Skills	Information mgmt	1	135,961	2.456%	17,509	2.596%	0.140%	5.699%
1487	IaaS	Technical Skills	Security	1	19,420	0.351%	7,118	1.055%	0.705%	200.837%
114	IBM databases	Technical Skills	Information mgmt	2	113,649	2.053%	5,576	0.827%	-1.226%	-59.730%
121	IBM operating systems	Technical Skills	Business applications	4	87,077	1.573%	2,701	0.400%	-1.173%	-74.541%
1513	Identity Access Management	Technical Skills	Security	2	41,026	0.741%	11,670	1.730%	0.989%	133.472%
1511	Identity Governance and Administration	Technical Skills	Security	1	461	0.008%	226	0.034%	0.025%	302.374%
898	Image capture devices	Technical Skills	Hardware	9	28,604	0.517%	5,823	0.863%	0.347%	67.087%
524	Industrial control software	Technical Skills	Business applications	3	24,086	0.435%	4,692	0.696%	0.261%	59.888%
1485	Industrial Control Systems	Technical Skills	Security	1	10,819	0.195%	2,014	0.299%	0.103%	52.790%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	72,207	1.304%	9,409	1.395%	0.091%	6.951%
1375	Information Security	Technical Skills	Information mgmt	3	233,082	4.211%	45,636	6.767%	2.556%	60.702%
899	Infrared	Technical Skills	Hardware	1	6,661	0.120%	757	0.112%	-0.008%	-6.722%
1491	Infrastructure as Code	Technical Skills	Security	1	10,228	0.185%	5,613	0.832%	0.648%	350.430%
1180	Installation	Technical Skills	Software development	1	429,209	7.754%	51,499	7.636%	-0.118%	-1.519%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,705	0.031%	229	0.034%	0.003%	10.239%
536	Internet browser software	Technical Skills	Business applications	4	28,343	0.512%	2,235	0.331%	-0.181%	-35.278%
1483	Internet of Things	Technical Skills	Security	1	28,881	0.522%	11,334	1.681%	1.159%	222.102%
1578	Internet proxy	Technical Skills	Security	1	714	0.013%	50	0.007%	-0.005%	-42.523%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	54,350	0.982%	7,056	1.046%	0.064%	6.557%
541	Inventory management software	Technical Skills	Business applications	3	34,035	0.615%	6,372	0.945%	0.330%	53.664%
1463	ISO 22301	Technical Skills	Security	1	124	0.002%	57	0.008%	0.006%	277.290%
1459	ISO 27000	Technical Skills	Security	1	3,494	0.063%	686	0.102%	0.039%	61.148%
1460	ISO 27001	Technical Skills	Security	1	16,344	0.295%	4,343	0.644%	0.349%	118.099%
1461	ISO 27002	Technical Skills	Security	1	1,996	0.036%	354	0.052%	0.016%	45.568%
1414	ISO 9000	Technical Skills	Software development	1	7,345	0.133%	368	0.055%	-0.078%	-58.878%
73	IT Architecture/Standards	Technical Skills	Hardware	2	42,023	0.759%	5,152	0.764%	0.005%	0.626%
1515	IT Service Management	Technical Skills	Security	1	39,173	0.708%	8,853	1.313%	0.605%	85.492%
1481	ITIL	Technical Skills	Security	1	153,271	2.769%	24,006	3.560%	0.791%	28.553%
1357	Java ME	Technical Skills	Mobile Platforms	2	2,338	0.042%	5	0.001%	-0.041%	-98.245%
1035	Kernel	Technical Skills	Network	1	43,589	0.787%	3,309	0.491%	-0.297%	-37.692%
1442	Key management	Technical Skills	Security	1	11,243	0.203%	1,866	0.277%	0.074%	36.224%
1450	Kubernetes	Technical Skills	Security	1	31,001	0.560%	19,894	2.950%	2.390%	426.707%
907	Lasers	Technical Skills	Hardware	1	1,705	0.031%	296	0.044%	0.013%	42.492%
1516	Least Privilege	Technical Skills	Security	1	1,391	0.025%	538	0.080%	0.055%	217.452%
1038	License management software	Technical Skills	Network	1	3,894	0.070%	688	0.102%	0.032%	45.016%
1361	LinkedIn	Technical Skills	Social Networking	1	53,520	0.967%	11,128	1.650%	0.683%	70.657%
1544	LogRhythm	Technical Skills	Security	1	1,357	0.025%	334	0.050%	0.025%	102.018%
908	Mainframe computers	Technical Skills	Hardware	2	136,495	2.466%	6,292	0.933%	-1.533%	-62.165%
124	Mainframe operating systems	Technical Skills	Business applications	8	66,520	1.202%	6,081	0.902%	-0.300%	-24.968%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	104,154	1.882%	8,019	1.189%	-0.693%	-36.807%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	29,048	0.525%	2,674	0.396%	-0.128%	-24.444%
1549	McAfee Enterprise Security	Technical Skills	Security	1	159	0.003%	69	0.010%	0.007%	256.184%
1281	Medical software	Technical Skills	Business applications	9	43,556	0.787%	8,608	1.276%	0.490%	62.210%
1452	Mesos	Technical Skills	Security	1	3,074	0.056%	714	0.106%	0.050%	90.641%
1517	Metadata analysis	Technical Skills	Security	1	431	0.008%	75	0.011%	0.003%	42.826%
1555	Micro Focus	Technical Skills	Security	1	3,158	0.057%	594	0.088%	0.031%	54.382%
1433	Micro-segmentation	Technical Skills	Security	1	441	0.008%	265	0.039%	0.031%	393.208%
115	Microsoft databases	Technical Skills	Information mgmt	5	647,643	11.700%	45,272	6.713%	-4.987%	-42.626%
119	Microsoft operating systems	Technical Skills	Business applications	4	956,300	17.276%	86,734	12.861%	-4.415%	-25.558%
1518	MITRE	Technical Skills	Security	1	8,431	0.152%	1,341	0.199%	0.047%	30.549%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	25,005	0.452%	2,186	0.324%	-0.128%	-28.246%
1581	Mobile security	Technical Skills	Security	2	3,801	0.069%	591	0.088%	0.019%	27.618%
1431	Multi-Factor Authentication	Technical Skills	Security	3	6,733	0.122%	2,533	0.376%	0.254%	208.780%
625	Multimedia	Technical Skills	Business applications	1	154,955	2.799%	3,447	0.511%	-2.288%	-81.742%
1362	MySpace	Technical Skills	Social Networking	1	5,434	0.098%	30	0.004%	-0.094%	-95.469%
1471	NERC	Technical Skills	Security	1	5,871	0.106%	1,107	0.164%	0.058%	54.760%
1548	NetWitness	Technical Skills	Security	1	920	0.017%	222	0.033%	0.016%	98.056%
1499	Network Access Control	Technical Skills	Security	2	11,872	0.214%	1,534	0.227%	0.013%	6.053%
74	Network administration	Technical Skills	Hardware	17	789,612	14.265%	307,100	45.536%	31.271%	219.219%
1282	Network Administration software	Technical Skills	Network	18	265,184	4.791%	34,980	5.187%	0.396%	8.267%
1519	Network discovery	Technical Skills	Security	1	686	0.012%	171	0.025%	0.013%	104.595%
1283	Network Hardware	Technical Skills	Network	11	187,799	3.393%	20,055	2.974%	-0.419%	-12.350%
1284	Network Monitoring software	Technical Skills	Network	15	131,561	2.377%	15,810	2.344%	-0.032%	-1.366%
1059	Network operation system software (NOS)	Technical Skills	Network	2	6,867	0.124%	590	0.087%	-0.037%	-29.481%
1369	Network Security	Technical Skills	Information mgmt	1	28,896	0.522%	2,718	0.403%	-0.119%	-22.797%
1122	Network security	Technical Skills	Security	1	157,792	2.851%	17,310	2.567%	-0.284%	-9.960%
1285	Network Security software	Technical Skills	Security	37	388,299	7.015%	58,150	8.622%	1.607%	22.915%
1503	Network Segmentation	Technical Skills	Network	1	2,024	0.037%	554	0.082%	0.046%	124.658%
1286	Network software	Technical Skills	Network	6	351,064	6.342%	275,312	40.823%	34.481%	543.667%
1287	Network Testing	Technical Skills	Network	11	83,327	1.505%	8,594	1.274%	-0.231%	-15.349%
1521	Next Generation Firewall	Technical Skills	Security	2	1,852	0.033%	673	0.100%	0.066%	198.261%
1458	NIST	Technical Skills	Security	1	55,741	1.007%	16,891	2.505%	1.498%	148.716%
1065	Novell network software	Technical Skills	Network	2	5,931	0.107%	100	0.015%	-0.092%	-86.161%
643	Oberon	Technical Skills	Business applications	1	563	0.010%	0	0.000%	-0.010%	-100.000%
1413	Object Oriented Design	Technical Skills	Software development	2	114,543	2.069%	5,251	0.779%	-1.291%	-62.373%
41	Object Oriented Programming	Technical Skills	Software development	5	550,437	9.944%	40,965	6.074%	-3.870%	-38.916%
1288	Office Applications	Technical Skills	Business applications	13	828,382	14.965%	122,012	18.092%	3.126%	20.891%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	48,734	0.880%	2,158	0.320%	-0.560%	-63.655%
116	Open-source databases	Technical Skills	Information mgmt	4	264,940	4.786%	26,886	3.987%	-0.800%	-16.708%
118	Open-source operating systems	Technical Skills	Business applications	8	768,811	13.889%	78,736	11.675%	-2.214%	-15.943%
56	Operating Systems	Technical Skills	Business applications	3	457,213	8.260%	58,152	8.623%	0.363%	4.392%
1482	Operational Technology	Technical Skills	Security	1	10,972	0.198%	2,372	0.352%	0.153%	77.440%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	3,806	0.069%	741	0.110%	0.041%	59.798%
117	Oracle databases	Technical Skills	Information mgmt	1	799,539	14.444%	49,075	7.277%	-7.167%	-49.622%
1529	Orchestration & Automation	Technical Skills	Security	1	719	0.013%	310	0.046%	0.033%	253.880%
1488	PaaS	Technical Skills	Security	1	22,746	0.411%	7,868	1.167%	0.756%	183.911%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,395	0.061%	20	0.003%	-0.058%	-95.165%
1522	Panorama	Technical Skills	Security	1	1,152	0.021%	348	0.052%	0.031%	147.942%
1466	Payment Card Industry	Technical Skills	Security	1	57,879	1.046%	10,055	1.491%	0.445%	42.588%
1376	Penetration Testing	Technical Skills	Information mgmt	5	163,643	2.956%	35,354	5.242%	2.286%	77.322%
1527	Personal Healthcare Information	Technical Skills	Security	1	5,972	0.108%	1,804	0.267%	0.160%	147.936%
1528	Personally Identifiable Information	Technical Skills	Security	1	6,526	0.118%	2,067	0.306%	0.189%	159.966%
1289	Physical Tools	Technical Skills	Hardware	1	482	0.009%	129	0.019%	0.010%	119.667%
683	Point of sale (POS)	Technical Skills	Business applications	3	32,740	0.591%	4,989	0.740%	0.148%	25.071%
1525	Policy Decision Point	Technical Skills	Security	1	1,537	0.028%	267	0.040%	0.012%	42.580%
1526	Policy Enforcement Point	Technical Skills	Security	1	1,438	0.026%	215	0.032%	0.006%	22.716%
686	Polka	Technical Skills	Business applications	1	1,368	0.025%	750	0.111%	0.086%	349.985%
931	Printers	Technical Skills	Hardware	4	62,694	1.133%	14,016	2.078%	0.946%	83.494%
1430	Privileged Account Management	Technical Skills	Security	2	47,755	0.863%	1,411	0.209%	-0.654%	-75.749%
43	Programming	Technical Skills	Software development	1	1,258,319	22.732%	138,513	20.538%	-2.194%	-9.651%
700	Provisioning	Technical Skills	Business applications	1	77,099	1.393%	11,986	1.777%	0.384%	27.599%
1545	QRadar	Technical Skills	Security	1	2,625	0.047%	689	0.102%	0.055%	115.433%
1531	Quality of Service	Technical Skills	Security	1	45,042	0.814%	5,090	0.755%	-0.059%	-7.248%
1405	Rapid Application Development	Technical Skills	Software development	2	23,403	0.423%	937	0.139%	-0.284%	-67.138%
1553	Rapid7	Technical Skills	Security	1	1,344	0.024%	379	0.056%	0.032%	131.453%
1258	Rate Control	Technical Skills	Technical applications	1	216	0.004%	19	0.003%	-0.001%	-27.802%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	50,104	0.905%	748	0.111%	-0.794%	-87.747%
1077	Remote control software	Technical Skills	Network	2	6,054	0.109%	843	0.125%	0.016%	14.290%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,847	0.051%	227	0.034%	-0.018%	-34.557%
1379	Risk Analysis	Technical Skills	Information mgmt	1	35,579	0.643%	5,604	0.831%	0.188%	29.279%
1262	Robotics	Technical Skills	Hardware	3	35,955	0.650%	11,186	1.659%	1.009%	155.351%
1532	Role-Based Access Control	Technical Skills	Security	3	6,282	0.113%	1,178	0.175%	0.061%	53.911%
1318	RSA	Technical Skills	Security	1	20,480	0.370%	1,480	0.219%	-0.151%	-40.686%
1489	SaaS	Technical Skills	Security	1	109,056	1.970%	23,697	3.514%	1.544%	78.347%
1429	SASE	Technical Skills	Security	2	728	0.013%	306	0.045%	0.032%	244.995%
1533	SCCM	Technical Skills	Security	1	25,531	0.461%	5,873	0.871%	0.410%	88.806%
44	SDLC	Technical Skills	Software development	7	613,507	11.083%	66,564	9.870%	-1.213%	-10.948%
1500	SecOps	Technical Skills	Security	2	7,873	0.142%	6,096	0.904%	0.762%	535.517%
1537	Secure SDLC	Technical Skills	Security	1	29,045	0.525%	432	0.064%	-0.461%	-87.792%
1132	Secure shell (SSH)	Technical Skills	Security	1	445	0.008%	42	0.006%	-0.002%	-22.534%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	63,492	1.147%	5,953	0.883%	-0.264%	-23.045%
1569	Secure Web Gateway	Technical Skills	Security	1	9,267	0.167%	86	0.013%	-0.155%	-92.383%
76	Security	Technical Skills	Hardware	4	3,435,585	62.066%	275,058	40.785%	-21.281%	-34.288%
1382	Security Audit	Technical Skills	Information mgmt	1	5,434	0.098%	763	0.113%	0.015%	15.246%
1315	Security Clearance	Technical Skills	Misc	2	471,865	8.525%	89,005	13.198%	4.673%	54.817%
1477	Security Frameworks	Technical Skills	Security	1	11,204	0.202%	3,139	0.465%	0.263%	129.954%
1540	Security Information and Event Management	Technical Skills	Security	1	23,339	0.422%	6,859	1.017%	0.595%	141.213%
1584	Security Information Management	Technical Skills	Security	1	8,369	0.151%	668	0.099%	-0.052%	-34.487%
1567	Security Operations Center	Technical Skills	Security	1	32,244	0.583%	10,004	1.483%	0.901%	154.652%
1381	Security Plan	Technical Skills	Information mgmt	1	5,807	0.105%	1,417	0.210%	0.105%	100.281%
1380	Security Policy	Technical Skills	Information mgmt	2	94,348	1.704%	17,748	2.632%	0.927%	54.397%
1457	Security Standards	Technical Skills	Security	1	48,327	0.873%	9,749	1.446%	0.573%	65.574%
1135	Security testing software	Technical Skills	Security	1	15,898	0.287%	3,048	0.452%	0.165%	57.360%
1550	Securonix	Technical Skills	Security	1	176	0.003%	62	0.009%	0.006%	189.136%
1538	Segmentation	Technical Skills	Security	1	21,947	0.396%	5,226	0.775%	0.378%	95.442%
60	Sharepoint Server	Technical Skills	Business applications	1	15,429	0.279%	421	0.062%	-0.216%	-77.604%
1084	Signal generators	Technical Skills	Network	1	1,711	0.031%	625	0.093%	0.062%	199.814%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	39,655	0.716%	2,557	0.379%	-0.337%	-47.076%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	172,009	3.107%	14,716	2.182%	-0.925%	-29.780%
1220	Simulation software	Technical Skills	Software development	5	90,587	1.637%	16,481	2.444%	0.807%	49.328%
1568	Single Sign-On	Technical Skills	Security	3	33,380	0.603%	5,099	0.756%	0.153%	25.378%
1558	SOAR	Technical Skills	Security	1	2,363	0.043%	751	0.111%	0.069%	160.855%
1475	SOC 2	Technical Skills	Security	1	4,787	0.086%	2,290	0.340%	0.253%	292.640%
1366	Social Network	Technical Skills	Social Networking	1	14,587	0.264%	1,083	0.161%	-0.103%	-39.062%
1358	Social Networking	Technical Skills	Social Networking	1	25,344	0.458%	994	0.147%	-0.310%	-67.809%
1534	Software Defined Network	Technical Skills	Security	2	7,277	0.131%	2,242	0.332%	0.201%	152.875%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	2,683	0.048%	1,772	0.263%	0.214%	442.083%
42	Software Development	Technical Skills	Software development	2	1,286,324	23.238%	127,840	18.956%	-4.282%	-18.428%
1291	Software Development software	Technical Skills	Software development	3	7,733	0.140%	294	0.044%	-0.096%	-68.795%
1309	Software Engineering	Technical Skills	Software development	1	789,754	14.267%	86,395	12.810%	-1.457%	-10.212%
1292	Software Installation	Technical Skills	Software development	4	614,600	11.103%	90,202	13.375%	2.272%	20.461%
1223	Software libraries	Technical Skills	Software development	1	1,859	0.034%	282	0.042%	0.008%	24.507%
1293	Software Maintenance	Technical Skills	Software development	1	33,512	0.605%	2,441	0.362%	-0.243%	-40.215%
1294	Software Testing	Technical Skills	Software development	14	583,115	10.534%	81,404	12.070%	1.536%	14.581%
1225	Source code management (SCM)	Technical Skills	Software development	5	185,049	3.343%	23,171	3.436%	0.093%	2.773%
1541	Splunk	Technical Skills	Security	1	31,850	0.575%	11,382	1.688%	1.112%	193.313%
1229	Static analysis software	Technical Skills	Software development	1	4,562	0.082%	713	0.106%	0.023%	28.279%
772	Statistical analysis software	Technical Skills	Business applications	27	472,645	8.539%	83,011	12.309%	3.770%	44.153%
774	Statistical software	Technical Skills	Business applications	1	219,267	3.961%	47,479	7.040%	3.079%	77.726%
1230	Stress testing software	Technical Skills	Software development	1	12,386	0.224%	1,390	0.206%	-0.018%	-7.890%
1547	sumo logic	Technical Skills	Security	1	1,194	0.022%	462	0.069%	0.047%	217.585%
122	Sun operating systems	Technical Skills	Business applications	3	175,106	3.163%	5,429	0.805%	-2.358%	-74.553%
939	Surveillance systems	Technical Skills	Hardware	5	59,851	1.081%	11,874	1.761%	0.679%	62.835%
1564	Swimlane	Technical Skills	Security	1	147	0.003%	61	0.009%	0.006%	240.593%
791	Symantec software	Technical Skills	Business applications	1	34,668	0.626%	1,691	0.251%	-0.376%	-59.965%
1355	Symbian	Technical Skills	Mobile Platforms	1	127	0.002%	5	0.001%	-0.002%	-67.686%
1310	System Administration	Technical Skills	Network	4	329,766	5.957%	37,211	5.518%	-0.440%	-7.384%
45	System Testing	Technical Skills	Software development	5	108,037	1.952%	13,380	1.984%	0.032%	1.650%
46	Systems Analysis	Technical Skills	Software development	8	426,109	7.698%	50,249	7.451%	-0.247%	-3.210%
47	Systems Design	Technical Skills	Software development	1	70,125	1.267%	8,618	1.278%	0.011%	0.869%
1233	Systems Evaluation	Technical Skills	Software development	1	1,060	0.019%	218	0.032%	0.013%	68.800%
1234	Systems integration	Technical Skills	Software development	8	300,976	5.437%	14,067	2.086%	-3.352%	-61.639%
75	TCP/IP	Technical Skills	Hardware	3	259,990	4.697%	22,100	3.277%	-1.420%	-30.232%
1235	Technology Design	Technical Skills	Software development	1	8,754	0.158%	847	0.126%	-0.033%	-20.586%
1236	Templates	Technical Skills	Software development	1	86,414	1.561%	12,102	1.794%	0.233%	14.946%
1239	Test implementation	Technical Skills	Software development	1	2,878	0.052%	760	0.113%	0.061%	116.743%
1302	Testing	Technical Skills	Software development	1	1,626,909	29.391%	220,774	32.736%	3.345%	11.380%
1435	Threat Intelligence	Technical Skills	Security	1	9,165	0.166%	3,528	0.523%	0.358%	215.950%
1561	ThreatConnect	Technical Skills	Security	1	301	0.005%	52	0.008%	0.002%	41.795%
1571	Traffic Analysis	Technical Skills	Security	1	5,963	0.108%	925	0.137%	0.029%	27.321%
1570	Traffic Capture	Technical Skills	Security	1	209	0.004%	13	0.002%	-0.002%	-48.947%
1297	Training software	Technical Skills	Business applications	3	6,194	0.112%	1,064	0.158%	0.046%	40.992%
57	Transaction Processing Systems	Technical Skills	Business applications	4	7,346	0.133%	592	0.088%	-0.045%	-33.856%
1360	Twitter	Technical Skills	Social Networking	1	77,053	1.392%	9,657	1.432%	0.040%	2.867%
1411	Unified Process	Technical Skills	Software development	1	11,164	0.202%	98	0.015%	-0.187%	-92.795%
123	UNIX operating systems	Technical Skills	Business applications	5	699,571	12.638%	37,044	5.493%	-7.145%	-56.538%
1298	UNIX Shells	Technical Skills	Business applications	4	153,515	2.773%	11,274	1.672%	-1.102%	-39.723%
1410	Use Case	Technical Skills	Software development	1	37,008	0.669%	3,656	0.542%	-0.126%	-18.916%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	261	0.005%	157	0.023%	0.019%	393.721%
1572	User Behavior Analytics	Technical Skills	Security	1	407	0.007%	178	0.026%	0.019%	258.962%
48	User-Interface Design	Technical Skills	Software development	2	336,566	6.080%	31,769	4.711%	-1.370%	-22.526%
836	Video creation and editing software	Technical Skills	Business applications	3	18,853	0.341%	2,117	0.314%	-0.027%	-7.836%
1574	Virtual Machine	Technical Skills	Security	1	29,511	0.533%	4,402	0.653%	0.120%	22.430%
840	Visual Color Discrimination	Technical Skills	Business applications	2	414	0.007%	267	0.040%	0.032%	429.339%
64	Visual Studio	Technical Skills	Software development	1	155,790	2.814%	10,685	1.584%	-1.230%	-43.707%
843	Voice dictation & recognition	Technical Skills	Business applications	2	8,177	0.148%	1,199	0.178%	0.030%	20.350%
77	Voice/Data Telecom	Technical Skills	Hardware	10	433,116	7.825%	36,331	5.387%	-2.437%	-31.151%
1575	Vulnerability Management	Technical Skills	Security	1	22,688	0.410%	6,340	0.940%	0.530%	129.359%
1583	Vulnerability Testing	Technical Skills	Security	1	5,362	0.097%	944	0.140%	0.043%	44.500%
1577	Web Application Firewall	Technical Skills	Security	1	4,223	0.076%	1,328	0.197%	0.121%	158.107%
1299	Web Application Server	Technical Skills	Business applications	8	199,157	3.598%	5,964	0.884%	-2.714%	-75.421%
1248	Web platform development software	Technical Skills	Software development	5	11,312	0.204%	115	0.017%	-0.187%	-91.656%
65	web programmer	Technical Skills	Software development	4	98,450	1.779%	3,831	0.568%	-1.211%	-68.061%
1579	Web proxy	Technical Skills	Security	1	2,213	0.040%	412	0.061%	0.021%	52.805%
58	Web servers	Technical Skills	Business applications	6	332,293	6.003%	20,777	3.081%	-2.922%	-48.680%
49	Web-based Application Development	Technical Skills	Software development	2	237,516	4.291%	14,936	2.215%	-2.076%	-48.386%
1356	Windows CE	Technical Skills	Mobile Platforms	4	23,585	0.426%	367	0.054%	-0.372%	-87.228%
1102	Wireless	Technical Skills	Network	5	209,060	3.777%	23,173	3.436%	-0.341%	-9.023%
1363	YouTube	Technical Skills	Social Networking	2	15,561	0.281%	3,955	0.586%	0.305%	108.608%
1524	Zero Trust	Technical Skills	Security	1	831	0.015%	566	0.084%	0.069%	459.034%
79	.NET	Programming Skills	Current	1	526,662	9.515%	30,367	4.503%	-5.012%	-52.675%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	184	0.003%	33	0.005%	0.002%	47.204%
209	A programming language (APL)	Programming Skills	Legacy	2	8,147	0.147%	1,188	0.176%	0.029%	19.685%
99	Ada	Programming Skills	Legacy	1	33,203	0.600%	10,927	1.620%	1.020%	170.113%
80	AJAX	Programming Skills	Current	1	246,272	4.449%	6,606	0.980%	-3.470%	-77.984%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	140	0.003%	16	0.002%	-0.000%	-6.197%
192	Apple AppleScript	Programming Skills	Current	1	730	0.013%	38	0.006%	-0.008%	-57.275%
81	ASP	Programming Skills	Current	2	331,492	5.989%	16,281	2.414%	-3.575%	-59.688%
108	Assembly	Programming Skills	Legacy	2	11,387	0.206%	551	0.082%	-0.124%	-60.284%
211	AWK	Programming Skills	Legacy	1	8,890	0.161%	338	0.050%	-0.110%	-68.794%
83	C#	Programming Skills	Current	2	536,484	9.692%	45,803	6.792%	-2.900%	-29.926%
82	C/C++	Programming Skills	Current	3	1,030,256	18.612%	297,589	44.126%	25.514%	137.080%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	393,086	7.101%	35,471	5.260%	-1.842%	-25.936%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	1,254	0.023%	60	0.009%	-0.014%	-60.729%
84	CGI	Programming Skills	Current	2	37,715	0.681%	1,490	0.221%	-0.460%	-67.574%
217	Clipper	Programming Skills	Legacy	1	777	0.014%	23	0.003%	-0.011%	-75.704%
218	CLU	Programming Skills	Legacy	1	454	0.008%	36	0.005%	-0.003%	-34.917%
100	Cobol	Programming Skills	Legacy	1	35,215	0.636%	2,206	0.327%	-0.309%	-48.584%
85	ColdFusion	Programming Skills	Current	2	27,113	0.490%	805	0.119%	-0.370%	-75.631%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	681	0.012%	80	0.012%	-0.000%	-3.580%
195	Component object model (COM)	Programming Skills	Current	1	584	0.011%	11	0.002%	-0.009%	-84.540%
125	Database programming	Programming Skills	Current	3	103,207	1.865%	4,627	0.686%	-1.178%	-63.203%
1501	DevOps	Programming Skills	Misc	1	82,946	1.498%	38,066	5.644%	4.146%	276.673%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	6,056	0.109%	103	0.015%	-0.094%	-86.040%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	25,442	0.460%	1,088	0.161%	-0.298%	-64.901%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	8,693	0.157%	831	0.123%	-0.034%	-21.539%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	42,853	0.774%	1,030	0.153%	-0.621%	-80.272%
109	Forth	Programming Skills	Legacy	1	25,635	0.463%	7,564	1.122%	0.658%	142.181%
102	Fortran	Programming Skills	Legacy	1	7,770	0.140%	957	0.142%	0.002%	1.091%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	852,274	15.397%	55,748	8.266%	-7.131%	-46.313%
222	J	Programming Skills	Legacy	1	21,775	0.393%	2,838	0.421%	0.027%	6.974%
87	Java/J2EE/J2P	Programming Skills	Current	4	1,125,398	20.331%	101,112	14.993%	-5.338%	-26.257%
97	JavaScript	Programming Skills	Current	3	640,508	11.571%	66,006	9.787%	-1.784%	-15.417%
89	JavaServer Faces	Programming Skills	Current	3	36,914	0.667%	1,226	0.182%	-0.485%	-72.740%
88	JavaServer Pages	Programming Skills	Current	3	157,795	2.851%	4,394	0.652%	-2.199%	-77.145%
223	Job control language (JCL)	Programming Skills	Legacy	2	22,969	0.415%	1,432	0.212%	-0.203%	-48.829%
126	LAMP	Programming Skills	Current	1	44,951	0.812%	1,138	0.169%	-0.643%	-79.221%
104	Lisp	Programming Skills	Legacy	1	2,833	0.051%	170	0.025%	-0.026%	-50.748%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	4,383	0.079%	1,216	0.180%	0.101%	127.711%
201	Microsoft ActiveX	Programming Skills	Current	1	5,669	0.102%	53	0.008%	-0.095%	-92.327%
107	Pascal	Programming Skills	Legacy	1	2,083	0.038%	80	0.012%	-0.026%	-68.477%
90	Perl	Programming Skills	Current	1	318,782	5.759%	18,948	2.810%	-2.949%	-51.214%
91	PHP	Programming Skills	Current	1	193,084	3.488%	13,875	2.057%	-1.431%	-41.019%
103	PL/1	Programming Skills	Legacy	3	912	0.016%	152	0.023%	0.006%	36.795%
105	Prolog	Programming Skills	Legacy	1	1,879	0.034%	101	0.015%	-0.019%	-55.882%
95	Python	Programming Skills	Current	1	402,749	7.276%	102,225	15.158%	7.882%	108.327%
227	R	Programming Skills	Current	1	505,480	9.132%	296,415	43.952%	34.820%	381.303%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	54,836	0.991%	1,050	0.156%	-0.835%	-84.284%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	132,152	2.387%	15,673	2.324%	-0.063%	-2.658%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	2,130	0.038%	168	0.025%	-0.014%	-35.263%
206	Scripting languages	Programming Skills	Current	1	110,208	1.991%	15,410	2.285%	0.294%	14.766%
101	Smalltalk	Programming Skills	Legacy	1	1,118	0.020%	28	0.004%	-0.016%	-79.444%
92	SQL	Programming Skills	Current	3	1,483,609	26.802%	132,790	19.690%	-7.113%	-26.537%
110	TCL	Programming Skills	Legacy	1	19,991	0.361%	1,361	0.202%	-0.159%	-44.121%
98	Unified Modeling Language	Programming Skills	Current	2	120,839	2.183%	4,411	0.654%	-1.529%	-70.039%
93	Visual Basic	Programming Skills	Current	6	295,430	5.337%	15,209	2.255%	-3.082%	-57.746%
207	Web service definition language (WSDL)	Programming Skills	Current	2	33,473	0.605%	1,372	0.203%	-0.401%	-66.358%
94	XML	Programming Skills	Current	2	531,703	9.606%	24,185	3.586%	-6.019%	-62.666%
1342	Computer Science	Majors	Computer Science	2	3,726,796	67.327%	448,477	66.499%	-0.828%	-1.230%
1344	Information Technology	Majors	Information Technology	3	2,255,199	40.742%	254,056	37.671%	-3.071%	-7.537%
1343	Management Information Systems	Majors	Management Information Systems	9	1,462,861	26.428%	226,092	33.525%	7.097%	26.854%

mis Degrees

Management Information Systems	2021-08-12	Jobs Found:	1,642,052	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	7,648	0.466%	2,281	0.970%	0.504%	108.310%
2	Attention to Details	Soft Skills	Problem-solving skills	2	6,352	0.387%	1,116	0.475%	0.088%	22.712%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	11,931	0.727%	2,768	1.177%	0.451%	62.040%
231	Cooperation	Soft Skills	Interpersonal skills	1	17,576	1.070%	3,025	1.287%	0.216%	20.209%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	8,152	0.496%	2,110	0.897%	0.401%	80.780%
3	Creativity	Soft Skills	Problem-solving skills	4	51,730	3.150%	11,529	4.904%	1.754%	55.662%
4	Critical thinking	Soft Skills	Problem-solving skills	3	36,595	2.229%	11,483	4.884%	2.656%	119.162%
1300	Flexibility	Soft Skills	Work ethic	1	79,108	4.818%	16,298	6.932%	2.115%	43.895%
232	Independence	Soft Skills	Interpersonal skills	1	11,635	0.709%	3,219	1.369%	0.661%	93.236%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	230,206	14.019%	41,892	17.819%	3.799%	27.100%
256	Innovation	Soft Skills	Problem-solving skills	1	171,330	10.434%	37,510	15.955%	5.521%	52.914%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	221,317	13.478%	43,823	18.640%	5.162%	38.299%
1422	Internship	Soft Skills	Work ethic	3	31,284	1.905%	7,994	3.400%	1.495%	78.474%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,665	0.101%	470	0.200%	0.099%	97.159%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	150,958	9.193%	35,356	15.039%	5.845%	63.583%
10	Leadership	Soft Skills	Interpersonal skills	1	428,600	26.101%	74,087	31.513%	5.411%	20.732%
258	Learning	Soft Skills	Problem-solving skills	1	140,527	8.558%	38,413	16.339%	7.781%	90.920%
1	Learning Ability	Soft Skills	Problem-solving skills	3	31,866	1.941%	6,513	2.770%	0.830%	42.753%
236	Listening	Soft Skills	Language skills	1	33,686	2.051%	7,336	3.120%	1.069%	52.105%
260	Mathematics	Soft Skills	Problem-solving skills	3	100,665	6.130%	21,528	9.157%	3.026%	49.368%
261	Memorization	Soft Skills	Problem-solving skills	2	185	0.011%	45	0.019%	0.008%	69.892%
18	Negotiation Skills	Soft Skills	Language skills	1	19,761	1.203%	2,069	0.880%	-0.323%	-26.872%
262	Optimization	Soft Skills	Problem-solving skills	1	73,655	4.486%	13,742	5.845%	1.360%	30.311%
19	Oral Communications	Soft Skills	Language skills	5	30,262	1.843%	6,486	2.759%	0.916%	49.697%
273	Persistence	Soft Skills	Work ethic	1	5,845	0.356%	1,220	0.519%	0.163%	45.783%
239	Persuasion	Soft Skills	Language skills	1	3,950	0.241%	835	0.355%	0.115%	47.646%
1301	Physical Skill	Soft Skills	Work ethic	2	5,534	0.337%	2,119	0.901%	0.564%	167.439%
240	Presentations	Soft Skills	Language skills	1	101,608	6.188%	21,014	8.938%	2.750%	44.449%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	335,282	20.418%	60,628	25.788%	5.370%	26.298%
20	Questioning skills	Soft Skills	Language skills	1	452	0.028%	108	0.046%	0.018%	66.885%
241	Reading Comprehension	Soft Skills	Language skills	1	727	0.044%	197	0.084%	0.040%	89.262%
6	Research skills	Soft Skills	Problem-solving skills	1	3,291	0.200%	686	0.292%	0.091%	45.589%
15	Responsibility	Soft Skills	Work ethic	2	200,659	12.220%	37,208	15.826%	3.606%	29.512%
234	Self Control	Soft Skills	Interpersonal skills	1	430	0.026%	162	0.069%	0.043%	163.135%
11	Self-esteem	Soft Skills	Interpersonal skills	1	170	0.010%	87	0.037%	0.027%	257.440%
16	Self-management	Soft Skills	Work ethic	1	2,525	0.154%	730	0.311%	0.157%	101.927%
250	Stress Tolerance	Soft Skills	Physical skills	1	773	0.047%	367	0.156%	0.109%	231.603%
12	Teamwork	Soft Skills	Interpersonal skills	1	86,161	5.247%	14,417	6.132%	0.885%	16.868%
17	Time Management	Soft Skills	Work ethic	2	73,066	4.450%	15,098	6.422%	1.972%	44.323%
268	Visualization	Soft Skills	Problem-solving skills	1	24,096	1.467%	8,949	3.806%	2.339%	159.395%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,303	0.079%	444	0.189%	0.110%	137.997%
21	Written Communications	Soft Skills	Language skills	5	253,561	15.442%	42,112	17.912%	2.471%	15.999%
172	Account management	Business Skills	Management skills	1	27,950	1.702%	3,118	1.326%	-0.376%	-22.084%
22	Accounting	Business Skills	Business processes	4	211,675	12.891%	27,359	11.637%	-1.254%	-9.726%
1263	Accounting software	Business Skills	Business processes	8	10,545	0.642%	1,192	0.507%	-0.135%	-21.048%
174	Administration	Business Skills	Management skills	3	470,123	28.630%	70,705	30.074%	1.444%	5.044%
1313	Analyst	Business Skills	Project management	1	368,333	22.431%	50,881	21.642%	-0.789%	-3.518%
175	Application management	Business Skills	Management skills	5	128,289	7.813%	19,683	8.372%	0.559%	7.160%
150	Asset management	Business Skills	Business processes	1	35,609	2.169%	6,026	2.563%	0.395%	18.196%
151	Auditing	Business Skills	Business processes	5	153,416	9.343%	28,950	12.314%	2.971%	31.798%
1264	Auditing software	Business Skills	Business processes	1	197	0.012%	3	0.001%	-0.011%	-89.364%
152	Billing	Business Skills	Business processes	1	46,786	2.849%	7,426	3.159%	0.309%	10.859%
153	Bills of Lading	Business Skills	Business processes	1	108	0.007%	31	0.013%	0.007%	100.480%
1314	Business Analyst	Business Skills	Project management	1	114,145	6.951%	14,960	6.363%	-0.588%	-8.461%
35	Business Intelligence	Business Skills	Strategy skills	1	85,742	5.222%	11,489	4.887%	-0.335%	-6.412%
155	Business performance management (BPM)	Business Skills	Business processes	2	9,754	0.594%	893	0.380%	-0.214%	-36.056%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	77,534	4.722%	1,480	0.630%	-4.092%	-86.668%
36	Business Strategy	Business Skills	Strategy skills	3	393,415	23.959%	72,645	30.899%	6.941%	28.970%
182	Calendar and scheduling	Business Skills	Project management	3	85,657	5.216%	15,945	6.782%	1.566%	30.015%
156	Capacity planning	Business Skills	Business processes	1	33,692	2.052%	3,123	1.328%	-0.723%	-35.259%
28	Change Management	Business Skills	Management skills	1	98,935	6.025%	16,272	6.921%	0.896%	14.874%
183	Content workflow	Business Skills	Project management	1	80	0.005%	4	0.002%	-0.003%	-65.078%
24	Contracting and legal	Business Skills	Business processes	2	122,363	7.452%	23,076	9.815%	2.364%	31.717%
176	Coordination	Business Skills	Management skills	1	112,170	6.831%	22,358	9.510%	2.679%	39.216%
157	Cost accounting	Business Skills	Business processes	1	4,162	0.253%	503	0.214%	-0.040%	-15.589%
158	Cost estimation	Business Skills	Business processes	1	1,655	0.101%	198	0.084%	-0.017%	-16.440%
1312	Customer Support	Business Skills	Business processes	6	354,279	21.575%	53,294	22.669%	1.093%	5.067%
1339	Education	Business Skills	Industry Segment	1	23,505	1.431%	6,430	2.735%	1.304%	91.066%
1333	Energy	Business Skills	Industry Segment	1	96,106	5.853%	13,643	5.803%	-0.050%	-0.850%
1340	Entertainment	Business Skills	Industry Segment	1	37,491	2.283%	2,453	1.043%	-1.240%	-54.301%
1319	Environmental	Business Skills	Environmental	16	63,340	3.857%	13,523	5.752%	1.895%	49.117%
1320	Environmental Strategy	Business Skills	Environmental	13	16,252	0.990%	8,220	3.496%	2.507%	253.262%
161	Financial	Business Skills	Business processes	2	545,580	33.226%	147,368	62.683%	29.457%	88.659%
1275	Financial Analysis software	Business Skills	Business processes	8	3,012	0.183%	693	0.295%	0.111%	60.698%
1332	Health Care	Business Skills	Industry Segment	2	279,340	17.012%	40,031	17.027%	0.016%	0.091%
1341	Hospitality	Business Skills	Industry Segment	4	135,185	8.233%	42,231	17.963%	9.730%	118.190%
177	Human resources	Business Skills	Management skills	2	117,200	7.137%	18,488	7.864%	0.726%	10.178%
1336	Insurance	Business Skills	Industry Segment	1	12,261	0.747%	1,439	0.612%	-0.135%	-18.028%
1316	Managing/Supervision	Business Skills	Management skills	6	1,009,677	61.489%	138,566	58.939%	-2.550%	-4.147%
1334	Manufacturing	Business Skills	Industry Segment	2	129,432	7.882%	13,456	5.723%	-2.159%	-27.388%
26	Marketing	Business Skills	Business processes	1	155,418	9.465%	18,488	7.864%	-1.601%	-16.915%
185	Monitoring	Business Skills	Project management	1	235,437	14.338%	45,773	19.470%	5.132%	35.790%
179	Negotiation	Business Skills	Management skills	1	73,126	4.453%	10,636	4.524%	0.071%	1.587%
163	Operation and Control	Business Skills	Business processes	3	1,954	0.119%	354	0.151%	0.032%	26.535%
29	Outsourcing Management	Business Skills	Management skills	3	38,493	2.344%	1,956	0.832%	-1.512%	-64.509%
167	Procurement	Business Skills	Business processes	1	54,552	3.322%	8,546	3.635%	0.313%	9.417%
1290	Project Management software	Business Skills	Project management	3	52,615	3.204%	4,704	2.001%	-1.203%	-37.556%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	371,531	22.626%	52,309	22.250%	-0.376%	-1.664%
168	Quality	Business Skills	Business processes	1	502,869	30.624%	90,191	38.363%	7.738%	25.268%
1337	Real Estate	Business Skills	Industry Segment	2	27,800	1.693%	2,572	1.094%	-0.599%	-35.381%
1335	Retail	Business Skills	Industry Segment	2	300,617	18.307%	32,643	13.885%	-4.423%	-24.158%
34	Risk Management	Business Skills	Project management	1	92,618	5.640%	23,350	9.932%	4.292%	76.086%
169	Service Orientation	Business Skills	Business processes	1	14,553	0.886%	2,231	0.949%	0.063%	7.073%
27	Supply Chain Management	Business Skills	Business processes	3	71,779	4.371%	9,007	3.831%	-0.540%	-12.357%
1295	Supply Chain Management software	Business Skills	Business processes	4	6,692	0.408%	449	0.191%	-0.217%	-53.138%
178	Teaching	Business Skills	Management skills	7	83,511	5.086%	14,889	6.333%	1.247%	24.524%
190	Timekeeping	Business Skills	Project management	3	38,087	2.319%	5,879	2.501%	0.181%	7.810%
1296	Timekeeping software	Business Skills	Project management	1	3,022	0.184%	575	0.245%	0.061%	32.894%
171	Total quality management (TQM)	Business Skills	Business processes	2	2,057	0.125%	204	0.087%	-0.038%	-30.733%
180	Troubleshooting	Business Skills	Management skills	1	223,492	13.611%	36,876	15.685%	2.075%	15.243%
181	Verification	Business Skills	Management skills	1	68,903	4.196%	14,641	6.228%	2.031%	48.411%
1338	Waste Management	Business Skills	Industry Segment	1	2,696	0.164%	125	0.053%	-0.111%	-67.617%
191	Workflow	Business Skills	Project management	1	90,249	5.496%	16,083	6.841%	1.345%	24.468%
31	Working Globally	Business Skills	Management skills	3	5,027	0.306%	205	0.087%	-0.219%	-71.518%
32	Working with Virtual Teams	Business Skills	Management skills	2	3,111	0.189%	485	0.206%	0.017%	8.887%
51	4GL	Technical Skills	Software development	3	2,898	0.176%	191	0.081%	-0.095%	-53.967%
1510	Access Control	Technical Skills	Security	1	25,931	1.579%	4,713	2.005%	0.425%	26.944%
987	Access servers & software	Technical Skills	Network	10	59,114	3.600%	9,032	3.842%	0.242%	6.715%
38	Agile Development Methods	Technical Skills	Software development	13	83,551	5.088%	22,445	9.547%	4.459%	87.629%
304	Algorithmic software	Technical Skills	Business applications	1	39	0.002%	2	0.001%	-0.002%	-64.182%
1546	Alienvault	Technical Skills	Security	1	159	0.010%	69	0.029%	0.020%	203.099%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	1,252	0.076%	235	0.100%	0.024%	31.098%
1352	Android	Technical Skills	Mobile Platforms	3	13,470	0.820%	3,377	1.436%	0.616%	75.104%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	7,508	0.457%	1,082	0.460%	0.003%	0.655%
120	Apple operating systems	Technical Skills	Business applications	6	31,852	1.940%	5,795	2.465%	0.525%	27.072%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	1,589	0.097%	119	0.051%	-0.046%	-47.694%
1543	ArcSight	Technical Skills	Security	1	4,011	0.244%	448	0.191%	-0.054%	-21.989%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	21,794	1.327%	10,461	4.450%	3.122%	235.250%
1432	Attribute-Based Access Control	Technical Skills	Security	2	297	0.018%	82	0.035%	0.017%	92.837%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	20	0.001%	10	0.004%	0.003%	249.223%
1265	Backup & Recovery	Technical Skills	Technical applications	16	146,520	8.923%	18,964	8.066%	-0.857%	-9.601%
1386	Biometric	Technical Skills	Information mgmt	2	5,339	0.325%	659	0.280%	-0.045%	-13.790%
1353	Blackberry	Technical Skills	Mobile Platforms	2	11,484	0.699%	292	0.124%	-0.575%	-82.241%
336	Borland Delphi	Technical Skills	Business applications	1	1,940	0.118%	129	0.055%	-0.063%	-53.557%
337	Borland JBuilder	Technical Skills	Business applications	1	1,055	0.064%	0	0.000%	-0.064%	-100.000%
338	Borland Paradox	Technical Skills	Business applications	1	201	0.012%	40	0.017%	0.005%	38.994%
1436	Bring Your Own Devices	Technical Skills	Security	1	1,001	0.061%	606	0.258%	0.197%	322.835%
72	Business Continuity Planning	Technical Skills	Hardware	2	27,963	1.703%	4,627	1.968%	0.265%	15.571%
352	Cadence Opus	Technical Skills	Business applications	1	443	0.027%	22	0.009%	-0.018%	-65.314%
868	Calculators	Technical Skills	Hardware	1	2,687	0.164%	550	0.234%	0.070%	42.964%
39	CASE Tools	Technical Skills	Software development	1	107,493	6.546%	16,031	6.819%	0.273%	4.163%
367	Categorization or classification software	Technical Skills	Business applications	1	5,818	0.354%	628	0.267%	-0.087%	-24.609%
1469	CCPA	Technical Skills	Security	1	1,040	0.063%	956	0.407%	0.343%	542.032%
1478	Center for Internet Security	Technical Skills	Security	1	104,135	6.342%	21,358	9.085%	2.743%	43.251%
1441	Certificate management	Technical Skills	Security	1	1,136	0.069%	351	0.149%	0.080%	115.805%
112	Certification	Technical Skills	Misc	3	420,324	25.597%	81,238	34.555%	8.957%	34.992%
78	Cisco	Technical Skills	Hardware	1	100,830	6.140%	10,830	4.607%	-1.534%	-24.981%
1009	Cisco Systems IOS	Technical Skills	Network	1	19,117	1.164%	3,937	1.675%	0.510%	43.839%
40	Client-Server	Technical Skills	Software development	1	32,924	2.005%	1,835	0.781%	-1.225%	-61.073%
1437	Cloud Access Security Broker	Technical Skills	Security	1	534	0.033%	336	0.143%	0.110%	339.471%
1438	Cloud Configuration Management	Technical Skills	Security	1	1,798	0.109%	247	0.105%	-0.004%	-4.051%
1445	Cloud Migration	Technical Skills	Security	1	1,158	0.071%	738	0.314%	0.243%	345.123%
1455	cloud security	Technical Skills	Security	1	4,995	0.304%	2,803	1.192%	0.888%	291.940%
1456	Cloud Security Posture Management	Technical Skills	Security	1	155	0.009%	102	0.043%	0.034%	359.622%
1486	Cloud Services	Technical Skills	Security	1	14,183	0.864%	6,228	2.649%	1.785%	206.699%
1011	Cluster server software	Technical Skills	Network	9	19,403	1.182%	2,473	1.052%	-0.130%	-10.980%
1147	CMAKE	Technical Skills	Software development	1	121	0.007%	42	0.018%	0.010%	142.436%
1151	Compatibility testing	Technical Skills	Software development	1	279	0.017%	59	0.025%	0.008%	47.700%
1152	Compilers	Technical Skills	Software development	5	15,426	0.939%	3,426	1.457%	0.518%	55.120%
1255	Compliance software	Technical Skills	Technical applications	4	19,927	1.214%	3,821	1.625%	0.412%	33.927%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	13,358	0.813%	2,005	0.853%	0.039%	4.835%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	2,253	0.137%	318	0.135%	-0.002%	-1.418%
875	Computer diagnostics	Technical Skills	Hardware	5	74,169	4.517%	13,031	5.543%	1.026%	22.712%
1107	Computer forensics	Technical Skills	Security	1	5,580	0.340%	808	0.344%	0.004%	1.137%
1266	Computer Hardware	Technical Skills	Hardware	15	48,546	2.956%	9,136	3.886%	0.930%	31.442%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	1,284	0.078%	76	0.032%	-0.046%	-58.659%
1015	Computer servers	Technical Skills	Network	6	147,907	9.007%	19,152	8.146%	-0.861%	-9.561%
1267	Computer Utilities	Technical Skills	Misc	2	429	0.026%	70	0.030%	0.004%	13.965%
1447	Configuration Management Database	Technical Skills	Security	1	5,152	0.314%	1,010	0.430%	0.116%	36.923%
1448	Container security	Technical Skills	Security	1	168	0.010%	128	0.054%	0.044%	432.149%
1449	Containers	Technical Skills	Security	1	15,154	0.923%	4,752	2.021%	1.098%	119.019%
59	Content Manager	Technical Skills	Business applications	1	2,868	0.175%	81	0.034%	-0.140%	-80.274%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	1,416	0.086%	526	0.224%	0.138%	159.451%
1396	Continuous Improvement	Technical Skills	Software development	1	46,260	2.817%	13,431	5.713%	2.896%	102.785%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	27,757	1.690%	11,428	4.861%	3.171%	187.561%
1453	Control Plane	Technical Skills	Security	1	127	0.008%	58	0.025%	0.017%	218.975%
878	Controllers	Technical Skills	Hardware	3	11,940	0.727%	1,557	0.662%	-0.065%	-8.921%
1454	Crown Jewels	Technical Skills	Security	1	49	0.003%	13	0.006%	0.003%	85.302%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	1,270	0.077%	276	0.117%	0.040%	51.788%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	6,830	0.416%	623	0.265%	-0.151%	-36.291%
53	Customer Relationship Management	Technical Skills	Business applications	9	122,179	7.441%	12,361	5.258%	-2.183%	-29.337%
1368	Cyber Security	Technical Skills	Information mgmt	3	69,175	4.213%	26,651	11.336%	7.123%	169.090%
1479	Cybersecurity Framework	Technical Skills	Security	2	4,222	0.257%	2,323	0.988%	0.731%	284.294%
1492	Data Access Governance	Technical Skills	Security	1	312	0.019%	120	0.051%	0.032%	168.633%
953	Data acquisition systems	Technical Skills	Information mgmt	1	8,209	0.500%	1,193	0.507%	0.008%	1.504%
1434	Data classification	Technical Skills	Security	1	1,748	0.106%	484	0.206%	0.099%	93.391%
955	Data compression software	Technical Skills	Information mgmt	1	2,350	0.143%	249	0.106%	-0.037%	-25.995%
956	Data conversion software	Technical Skills	Information mgmt	1	9,751	0.594%	972	0.413%	-0.180%	-30.378%
958	Data dictionary	Technical Skills	Information mgmt	1	5,510	0.336%	593	0.252%	-0.083%	-24.832%
1495	Data discovery	Technical Skills	Security	1	1,486	0.090%	489	0.208%	0.117%	129.838%
959	Data entry	Technical Skills	Information mgmt	1	34,051	2.074%	2,830	1.204%	-0.870%	-41.952%
1502	Data Loss Prevention	Technical Skills	Security	1	7,788	0.474%	2,236	0.951%	0.477%	100.530%
962	Data mapping	Technical Skills	Information mgmt	1	10,588	0.645%	1,381	0.587%	-0.057%	-8.901%
67	Data Mining	Technical Skills	Information mgmt	5	27,122	1.652%	4,880	2.076%	0.424%	25.670%
963	Data modeling	Technical Skills	Information mgmt	1	56,400	3.435%	6,545	2.784%	-0.651%	-18.948%
1496	Data retention	Technical Skills	Security	1	1,687	0.103%	264	0.112%	0.010%	9.300%
1494	Data tagging	Technical Skills	Security	1	193	0.012%	56	0.024%	0.012%	102.658%
68	Data Warehousing	Technical Skills	Information mgmt	2	81,205	4.945%	8,822	3.752%	-1.193%	-24.122%
69	Database Administration	Technical Skills	Information mgmt	12	106,365	6.478%	11,148	4.742%	-1.736%	-26.797%
969	Database design software	Technical Skills	Information mgmt	16	78,701	4.793%	7,816	3.325%	-1.468%	-30.636%
1268	Database Reporting	Technical Skills	Information mgmt	3	28,903	1.760%	1,675	0.712%	-1.048%	-59.523%
1269	Database Security	Technical Skills	Information mgmt	2	135	0.008%	31	0.013%	0.005%	60.384%
1373	Database Security	Technical Skills	Information mgmt	1	575	0.035%	169	0.072%	0.037%	105.282%
1270	Database Servers	Technical Skills	Information mgmt	3	17,123	1.043%	622	0.265%	-0.778%	-74.629%
1271	Database Testing	Technical Skills	Information mgmt	1	1,359	0.083%	146	0.062%	-0.021%	-24.965%
1160	Debugging	Technical Skills	Software development	7	85,011	5.177%	14,405	6.127%	0.950%	18.351%
1385	Decryption	Technical Skills	Information mgmt	2	441	0.027%	127	0.054%	0.027%	101.140%
1559	Demisto	Technical Skills	Security	1	38	0.002%	28	0.012%	0.010%	414.644%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	4,969	0.303%	351	0.149%	-0.153%	-50.663%
418	Desktop publishing software	Technical Skills	Business applications	13	26,780	1.631%	7,729	3.288%	1.657%	101.579%
1272	Development Environment	Technical Skills	Software development	13	52,046	3.170%	10,748	4.572%	1.402%	44.236%
1498	Device Management	Technical Skills	Security	1	3,859	0.235%	1,063	0.452%	0.217%	92.394%
1273	Digital Imaging	Technical Skills	Hardware	1	1,264	0.077%	39	0.017%	-0.060%	-78.450%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,767	0.108%	260	0.111%	0.003%	2.771%
1446	Digital Transformation	Technical Skills	Security	1	8,043	0.490%	5,062	2.153%	1.663%	339.579%
1472	DISA	Technical Skills	Security	1	12,577	0.766%	3,621	1.540%	0.774%	101.087%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	4,689	0.286%	476	0.202%	-0.083%	-29.098%
1497	Distributed Denial of Service	Technical Skills	Security	1	1,219	0.074%	405	0.172%	0.098%	132.051%
1504	DMZ	Technical Skills	Network	1	2,907	0.177%	366	0.156%	-0.021%	-12.064%
1451	Docker	Technical Skills	Security	1	10,888	0.663%	6,445	2.741%	2.078%	313.435%
1307	Doctor of Philosophy	Technical Skills	Misc	3	46,409	2.826%	8,195	3.486%	0.659%	23.333%
973	Document management software	Technical Skills	Information mgmt	4	19,659	1.197%	2,821	1.200%	0.003%	0.225%
1020	Domain name system (DNS)	Technical Skills	Network	3	49,938	3.041%	7,161	3.046%	0.005%	0.156%
61	Dreamweaver	Technical Skills	Software development	1	5,402	0.329%	194	0.083%	-0.246%	-74.917%
54	DSS/GDSS	Technical Skills	Business applications	5	25,418	1.548%	3,259	1.386%	-0.162%	-10.448%
425	Dynamic modeling software	Technical Skills	Business applications	1	40	0.002%	0	0.000%	-0.002%	-100.000%
62	Eclipse	Technical Skills	Software development	1	21,656	1.319%	1,702	0.724%	-0.595%	-45.107%
1308	Electronic Commerce	Technical Skills	Business applications	2	41,572	2.532%	4,181	1.778%	-0.753%	-29.756%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	15,763	0.960%	1,541	0.655%	-0.304%	-31.720%
1023	Electronic mail software	Technical Skills	Network	8	27,839	1.695%	3,438	1.462%	-0.233%	-13.745%
1384	Encryption	Technical Skills	Information mgmt	1	129	0.008%	58	0.025%	0.017%	214.030%
1507	Endpoint	Technical Skills	Security	1	8,970	0.546%	3,581	1.523%	0.977%	178.833%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	104,611	6.371%	12,477	5.307%	-1.064%	-16.696%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	118,574	7.221%	12,534	5.331%	-1.890%	-26.170%
1321	Environmental Certification	Technical Skills	Environmental	1	301	0.018%	125	0.053%	0.035%	190.052%
1328	Environmental Cleanup	Technical Skills	Environmental	3	181	0.011%	62	0.026%	0.015%	139.246%
1329	Environmental Energy	Technical Skills	Environmental	25	8,388	0.511%	1,379	0.587%	0.076%	14.825%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	5,286	0.322%	1,120	0.476%	0.154%	47.987%
1327	Environmental Pollution	Technical Skills	Environmental	25	7,184	0.438%	1,907	0.811%	0.374%	85.403%
1324	Environmental Pollution Control	Technical Skills	Environmental	10	3,813	0.232%	789	0.336%	0.103%	44.525%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	8	1,295	0.079%	361	0.154%	0.075%	94.702%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	17,010	1.036%	1,158	0.493%	-0.543%	-52.452%
1331	Environmental Science	Technical Skills	Environmental	2	1,216	0.074%	32	0.014%	-0.060%	-81.620%
1322	Environmental Technology	Technical Skills	Environmental	2	533	0.032%	118	0.050%	0.018%	54.628%
1470	EPRI	Technical Skills	Security	1	54	0.003%	12	0.005%	0.002%	55.210%
1551	Exabeam	Technical Skills	Security	1	49	0.003%	22	0.009%	0.006%	213.588%
461	Expert system software	Technical Skills	Business applications	1	768	0.047%	286	0.122%	0.075%	160.098%
1359	Facebook	Technical Skills	Social Networking	1	140,913	8.582%	3,595	1.529%	-7.052%	-82.181%
463	Facilities management software	Technical Skills	Business applications	4	9,579	0.583%	1,437	0.611%	0.028%	4.778%
1476	FedRAMP	Technical Skills	Security	1	3,048	0.186%	1,699	0.723%	0.537%	289.324%
1467	FINRA	Technical Skills	Security	1	1,326	0.081%	414	0.176%	0.095%	118.067%
1556	FireEye	Technical Skills	Security	1	1,173	0.071%	316	0.134%	0.063%	88.157%
1464	FISMA	Technical Skills	Security	1	11,924	0.726%	2,461	1.047%	0.321%	44.152%
468	Flight control software	Technical Skills	Business applications	1	187	0.011%	26	0.011%	-0.000%	-2.890%
1508	Flow analysis	Technical Skills	Security	1	4,246	0.259%	539	0.229%	-0.029%	-11.337%
469	Flowchart software	Technical Skills	Business applications	5	5,483	0.334%	852	0.362%	0.028%	8.531%
1367	Forensic	Technical Skills	Information mgmt	2	24,992	1.522%	4,809	2.046%	0.524%	34.396%
1552	Fortinet	Technical Skills	Security	1	1,387	0.084%	469	0.199%	0.115%	136.172%
1112	Fraud Detection	Technical Skills	Security	1	13,072	0.796%	3,371	1.434%	0.638%	80.115%
63	FrontPage	Technical Skills	Software development	1	1,497	0.091%	10	0.004%	-0.087%	-95.334%
475	Fund accounting software	Technical Skills	Business applications	1	1,469	0.089%	186	0.079%	-0.010%	-11.565%
1260	Gaming	Technical Skills	Misc	2	21,830	1.329%	3,168	1.348%	0.018%	1.359%
1468	GDPR	Technical Skills	Security	1	2,746	0.167%	1,729	0.735%	0.568%	339.771%
113	Generic databases	Technical Skills	Information mgmt	2	235,737	14.356%	32,330	13.752%	-0.605%	-4.212%
1365	Google Apps	Technical Skills	Business applications	4	4,469	0.272%	758	0.322%	0.050%	18.465%
1364	Google Plus	Technical Skills	Social Networking	1	85	0.005%	10	0.004%	-0.001%	-17.830%
1512	Governance	Technical Skills	Security	1	78,795	4.799%	20,486	8.714%	3.915%	81.590%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	108,326	6.597%	17,904	7.615%	1.018%	15.438%
484	Graphic software	Technical Skills	Business applications	16	112,632	6.859%	14,144	6.016%	-0.843%	-12.291%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	15,255	0.929%	785	0.334%	-0.595%	-64.059%
1323	Green IT	Technical Skills	Environmental	9	3,273	0.199%	270	0.115%	-0.084%	-42.383%
893	Guidance systems	Technical Skills	Hardware	1	85	0.005%	26	0.011%	0.006%	113.642%
1371	Hacking	Technical Skills	Information mgmt	5	9,827	0.598%	2,398	1.020%	0.422%	70.436%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	134	0.008%	42	0.018%	0.010%	118.916%
1277	Hardware Design	Technical Skills	Hardware	21	8,038	0.490%	1,436	0.611%	0.121%	24.778%
1278	Hardware Testing	Technical Skills	Hardware	4	2,465	0.150%	640	0.272%	0.122%	81.341%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,735	0.106%	701	0.298%	0.193%	182.196%
492	Helpdesk or call center	Technical Skills	Business applications	2	86,228	5.251%	11,529	4.904%	-0.347%	-6.615%
1465	HIPAA	Technical Skills	Security	1	33,002	2.010%	6,920	2.943%	0.934%	46.453%
1473	HITRUST	Technical Skills	Security	1	2,640	0.161%	1,091	0.464%	0.303%	188.638%
1377	Homeland Security	Technical Skills	Information mgmt	1	59,906	3.648%	4,992	2.123%	-1.525%	-41.798%
1487	IaaS	Technical Skills	Security	1	6,003	0.366%	2,521	1.072%	0.707%	193.317%
114	IBM databases	Technical Skills	Information mgmt	2	40,211	2.449%	2,386	1.015%	-1.434%	-58.556%
121	IBM operating systems	Technical Skills	Business applications	4	28,917	1.761%	1,270	0.540%	-1.221%	-69.325%
1513	Identity Access Management	Technical Skills	Security	2	20,810	1.267%	6,146	2.614%	1.347%	106.278%
1511	Identity Governance and Administration	Technical Skills	Security	1	223	0.014%	127	0.054%	0.040%	297.769%
898	Image capture devices	Technical Skills	Hardware	9	10,797	0.658%	2,904	1.235%	0.578%	87.856%
524	Industrial control software	Technical Skills	Business applications	3	6,502	0.396%	1,504	0.640%	0.244%	61.560%
1485	Industrial Control Systems	Technical Skills	Security	1	3,643	0.222%	843	0.359%	0.137%	61.622%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	22,538	1.373%	3,470	1.476%	0.103%	7.534%
1375	Information Security	Technical Skills	Information mgmt	3	115,001	7.003%	24,899	10.591%	3.587%	51.221%
899	Infrared	Technical Skills	Hardware	1	1,125	0.069%	91	0.039%	-0.030%	-43.504%
1491	Infrastructure as Code	Technical Skills	Security	1	3,172	0.193%	1,994	0.848%	0.655%	339.061%
1180	Installation	Technical Skills	Software development	1	162,827	9.916%	23,468	9.982%	0.066%	0.666%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	353	0.021%	31	0.013%	-0.008%	-38.663%
536	Internet browser software	Technical Skills	Business applications	4	9,807	0.597%	886	0.377%	-0.220%	-36.900%
1483	Internet of Things	Technical Skills	Security	1	5,809	0.354%	3,125	1.329%	0.975%	275.735%
1578	Internet proxy	Technical Skills	Security	1	201	0.012%	19	0.008%	-0.004%	-33.978%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	26,253	1.599%	4,007	1.704%	0.106%	6.604%
541	Inventory management software	Technical Skills	Business applications	3	15,350	0.935%	2,877	1.224%	0.289%	30.907%
1463	ISO 22301	Technical Skills	Security	1	67	0.004%	40	0.017%	0.013%	316.982%
1459	ISO 27000	Technical Skills	Security	1	1,857	0.113%	487	0.207%	0.094%	83.168%
1460	ISO 27001	Technical Skills	Security	1	9,394	0.572%	2,786	1.185%	0.613%	107.140%
1461	ISO 27002	Technical Skills	Security	1	1,290	0.079%	266	0.113%	0.035%	44.021%
1414	ISO 9000	Technical Skills	Software development	1	3,031	0.185%	214	0.091%	-0.094%	-50.687%
73	IT Architecture/Standards	Technical Skills	Hardware	2	16,052	0.978%	2,866	1.219%	0.241%	24.704%
1515	IT Service Management	Technical Skills	Security	1	15,062	0.917%	3,941	1.676%	0.759%	82.750%
1481	ITIL	Technical Skills	Security	1	63,316	3.856%	11,584	4.927%	1.071%	27.784%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,202	0.073%	2	0.001%	-0.072%	-98.838%
1035	Kernel	Technical Skills	Network	1	3,607	0.220%	405	0.172%	-0.047%	-21.577%
1442	Key management	Technical Skills	Security	1	3,999	0.244%	929	0.395%	0.152%	62.254%
1450	Kubernetes	Technical Skills	Security	1	7,480	0.456%	5,302	2.255%	1.800%	395.074%
907	Lasers	Technical Skills	Hardware	1	232	0.014%	47	0.020%	0.006%	41.495%
1516	Least Privilege	Technical Skills	Security	1	856	0.052%	394	0.168%	0.115%	221.481%
1038	License management software	Technical Skills	Network	1	1,558	0.095%	257	0.109%	0.014%	15.212%
1361	LinkedIn	Technical Skills	Social Networking	1	13,613	0.829%	4,073	1.732%	0.903%	108.974%
1544	LogRhythm	Technical Skills	Security	1	711	0.043%	187	0.080%	0.036%	83.698%
908	Mainframe computers	Technical Skills	Hardware	2	42,466	2.586%	3,032	1.290%	-1.296%	-50.132%
124	Mainframe operating systems	Technical Skills	Business applications	8	19,431	1.183%	1,657	0.705%	-0.479%	-40.439%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	30,376	1.850%	3,438	1.462%	-0.388%	-20.949%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	14,574	0.888%	1,172	0.499%	-0.389%	-43.833%
1549	McAfee Enterprise Security	Technical Skills	Security	1	46	0.003%	15	0.006%	0.004%	127.754%
1281	Medical software	Technical Skills	Business applications	9	17,264	1.051%	3,295	1.402%	0.350%	33.305%
1452	Mesos	Technical Skills	Security	1	344	0.021%	123	0.052%	0.031%	149.735%
1517	Metadata analysis	Technical Skills	Security	1	143	0.009%	32	0.014%	0.005%	56.295%
1555	Micro Focus	Technical Skills	Security	1	1,351	0.082%	268	0.114%	0.032%	38.552%
1433	Micro-segmentation	Technical Skills	Security	1	217	0.013%	156	0.066%	0.053%	402.108%
115	Microsoft databases	Technical Skills	Information mgmt	5	214,304	13.051%	19,618	8.344%	-4.706%	-36.062%
119	Microsoft operating systems	Technical Skills	Business applications	4	300,215	18.283%	33,899	14.419%	-3.864%	-21.135%
1518	MITRE	Technical Skills	Security	1	2,821	0.172%	582	0.248%	0.076%	44.096%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	2,708	0.165%	483	0.205%	0.041%	24.575%
1581	Mobile security	Technical Skills	Security	2	1,103	0.067%	254	0.108%	0.041%	60.839%
1431	Multi-Factor Authentication	Technical Skills	Security	3	3,076	0.187%	1,273	0.541%	0.354%	189.051%
625	Multimedia	Technical Skills	Business applications	1	18,926	1.153%	978	0.416%	-0.737%	-63.908%
1362	MySpace	Technical Skills	Social Networking	1	1,965	0.120%	0	0.000%	-0.120%	-100.000%
1471	NERC	Technical Skills	Security	1	3,098	0.189%	576	0.245%	0.056%	29.859%
1548	NetWitness	Technical Skills	Security	1	470	0.029%	135	0.057%	0.029%	100.617%
1499	Network Access Control	Technical Skills	Security	2	4,927	0.300%	794	0.338%	0.038%	12.556%
74	Network administration	Technical Skills	Hardware	17	263,921	16.073%	125,860	53.534%	37.462%	233.078%
1282	Network Administration software	Technical Skills	Network	18	99,033	6.031%	15,561	6.619%	0.588%	9.746%
1519	Network discovery	Technical Skills	Security	1	370	0.023%	116	0.049%	0.027%	118.972%
1283	Network Hardware	Technical Skills	Network	11	60,181	3.665%	8,327	3.542%	-0.123%	-3.359%
1284	Network Monitoring software	Technical Skills	Network	15	42,845	2.609%	6,086	2.589%	-0.021%	-0.788%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,078	0.127%	257	0.109%	-0.017%	-13.619%
1369	Network Security	Technical Skills	Information mgmt	1	8,752	0.533%	1,079	0.459%	-0.074%	-13.891%
1122	Network security	Technical Skills	Security	1	62,981	3.836%	8,849	3.764%	-0.072%	-1.867%
1285	Network Security software	Technical Skills	Security	37	153,122	9.325%	28,208	11.998%	2.673%	28.667%
1503	Network Segmentation	Technical Skills	Network	1	915	0.056%	309	0.131%	0.076%	135.868%
1286	Network software	Technical Skills	Network	6	139,397	8.489%	114,771	48.818%	40.329%	475.057%
1287	Network Testing	Technical Skills	Network	11	21,424	1.305%	3,067	1.305%	-0.000%	-0.013%
1521	Next Generation Firewall	Technical Skills	Security	2	719	0.044%	334	0.142%	0.098%	224.452%
1458	NIST	Technical Skills	Security	1	36,007	2.193%	11,832	5.033%	2.840%	129.511%
1065	Novell network software	Technical Skills	Network	2	2,477	0.151%	46	0.020%	-0.131%	-87.029%
643	Oberon	Technical Skills	Business applications	1	173	0.011%	0	0.000%	-0.011%	-100.000%
1413	Object Oriented Design	Technical Skills	Software development	2	17,832	1.086%	889	0.378%	-0.708%	-65.180%
41	Object Oriented Programming	Technical Skills	Software development	5	102,667	6.252%	9,227	3.925%	-2.328%	-37.229%
1288	Office Applications	Technical Skills	Business applications	13	314,456	19.150%	50,878	21.641%	2.491%	13.006%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	16,910	1.030%	994	0.423%	-0.607%	-58.944%
116	Open-source databases	Technical Skills	Information mgmt	4	45,295	2.758%	7,240	3.080%	0.321%	11.640%
118	Open-source operating systems	Technical Skills	Business applications	8	164,734	10.032%	23,604	10.040%	0.008%	0.077%
56	Operating Systems	Technical Skills	Business applications	3	162,542	9.899%	23,293	9.908%	0.009%	0.090%
1482	Operational Technology	Technical Skills	Security	1	4,197	0.256%	1,009	0.429%	0.174%	67.913%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,266	0.077%	248	0.105%	0.028%	36.820%
117	Oracle databases	Technical Skills	Information mgmt	1	255,167	15.540%	20,885	8.883%	-6.656%	-42.833%
1529	Orchestration & Automation	Technical Skills	Security	1	230	0.014%	113	0.048%	0.034%	243.149%
1488	PaaS	Technical Skills	Security	1	6,669	0.406%	2,915	1.240%	0.834%	205.288%
1354	Palm OS	Technical Skills	Mobile Platforms	3	167	0.010%	2	0.001%	-0.009%	-91.635%
1522	Panorama	Technical Skills	Security	1	493	0.030%	165	0.070%	0.040%	133.760%
1466	Payment Card Industry	Technical Skills	Security	1	28,237	1.720%	6,257	2.661%	0.942%	54.768%
1376	Penetration Testing	Technical Skills	Information mgmt	5	81,046	4.936%	18,570	7.899%	2.963%	60.034%
1527	Personal Healthcare Information	Technical Skills	Security	1	2,570	0.157%	871	0.370%	0.214%	136.710%
1528	Personally Identifiable Information	Technical Skills	Security	1	2,756	0.168%	1,032	0.439%	0.271%	161.537%
1289	Physical Tools	Technical Skills	Hardware	1	76	0.005%	28	0.012%	0.007%	157.322%
683	Point of sale (POS)	Technical Skills	Business applications	3	11,395	0.694%	2,314	0.984%	0.290%	41.834%
1525	Policy Decision Point	Technical Skills	Security	1	562	0.034%	100	0.043%	0.008%	24.279%
1526	Policy Enforcement Point	Technical Skills	Security	1	590	0.036%	87	0.037%	0.001%	2.991%
686	Polka	Technical Skills	Business applications	1	51	0.003%	23	0.010%	0.007%	214.985%
931	Printers	Technical Skills	Hardware	4	24,296	1.480%	6,167	2.623%	1.144%	77.285%
1430	Privileged Account Management	Technical Skills	Security	2	13,303	0.810%	762	0.324%	-0.486%	-59.993%
43	Programming	Technical Skills	Software development	1	327,376	19.937%	41,790	17.775%	-2.162%	-10.842%
700	Provisioning	Technical Skills	Business applications	1	26,461	1.611%	5,081	2.161%	0.550%	34.114%
1545	QRadar	Technical Skills	Security	1	1,369	0.083%	376	0.160%	0.077%	91.830%
1531	Quality of Service	Technical Skills	Security	1	11,580	0.705%	2,052	0.873%	0.168%	23.766%
1405	Rapid Application Development	Technical Skills	Software development	2	7,050	0.429%	312	0.133%	-0.297%	-69.090%
1553	Rapid7	Technical Skills	Security	1	716	0.044%	232	0.099%	0.055%	126.312%
1258	Rate Control	Technical Skills	Technical applications	1	14	0.001%	6	0.003%	0.002%	199.334%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	15,472	0.942%	323	0.137%	-0.805%	-85.419%
1077	Remote control software	Technical Skills	Network	2	2,063	0.126%	249	0.106%	-0.020%	-15.699%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	929	0.057%	62	0.026%	-0.030%	-53.387%
1379	Risk Analysis	Technical Skills	Information mgmt	1	17,061	1.039%	2,989	1.271%	0.232%	22.364%
1262	Robotics	Technical Skills	Hardware	3	8,038	0.490%	2,843	1.209%	0.720%	147.037%
1532	Role-Based Access Control	Technical Skills	Security	3	3,479	0.212%	642	0.273%	0.061%	28.888%
1318	RSA	Technical Skills	Security	1	9,114	0.555%	799	0.340%	-0.215%	-38.769%
1489	SaaS	Technical Skills	Security	1	22,508	1.371%	7,384	3.141%	1.770%	129.133%
1429	SASE	Technical Skills	Security	2	270	0.016%	147	0.063%	0.046%	280.265%
1533	SCCM	Technical Skills	Security	1	9,490	0.578%	2,611	1.111%	0.533%	92.164%
44	SDLC	Technical Skills	Software development	7	199,504	12.150%	25,397	10.803%	-1.347%	-11.087%
1500	SecOps	Technical Skills	Security	2	3,302	0.201%	2,585	1.100%	0.898%	446.784%
1537	Secure SDLC	Technical Skills	Security	1	11,898	0.725%	223	0.095%	-0.630%	-86.909%
1132	Secure shell (SSH)	Technical Skills	Security	1	82	0.005%	27	0.011%	0.006%	129.976%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	17,381	1.058%	2,506	1.066%	0.007%	0.702%
1569	Secure Web Gateway	Technical Skills	Security	1	1,176	0.072%	42	0.018%	-0.054%	-75.056%
76	Security	Technical Skills	Hardware	4	1,002,582	61.057%	107,039	45.529%	-15.528%	-25.432%
1382	Security Audit	Technical Skills	Information mgmt	1	2,908	0.177%	543	0.231%	0.054%	30.418%
1315	Security Clearance	Technical Skills	Misc	2	184,730	11.250%	31,039	13.202%	1.952%	17.355%
1477	Security Frameworks	Technical Skills	Security	1	6,516	0.397%	2,244	0.954%	0.558%	140.533%
1540	Security Information and Event Management	Technical Skills	Security	1	11,621	0.708%	3,775	1.606%	0.898%	126.885%
1584	Security Information Management	Technical Skills	Security	1	3,657	0.223%	248	0.105%	-0.117%	-52.635%
1567	Security Operations Center	Technical Skills	Security	1	13,221	0.805%	4,866	2.070%	1.265%	157.063%
1381	Security Plan	Technical Skills	Information mgmt	1	3,750	0.228%	976	0.415%	0.187%	81.782%
1380	Security Policy	Technical Skills	Information mgmt	2	50,937	3.102%	10,229	4.351%	1.249%	40.259%
1457	Security Standards	Technical Skills	Security	1	23,872	1.454%	5,502	2.340%	0.886%	60.977%
1135	Security testing software	Technical Skills	Security	1	6,884	0.419%	1,448	0.616%	0.197%	46.913%
1550	Securonix	Technical Skills	Security	1	78	0.005%	29	0.012%	0.008%	159.678%
1538	Segmentation	Technical Skills	Security	1	7,069	0.430%	1,723	0.733%	0.302%	70.239%
60	Sharepoint Server	Technical Skills	Business applications	1	5,681	0.346%	206	0.088%	-0.258%	-74.674%
1084	Signal generators	Technical Skills	Network	1	234	0.014%	35	0.015%	0.001%	4.468%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	10,485	0.639%	800	0.340%	-0.298%	-46.709%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	39,165	2.385%	5,484	2.333%	-0.053%	-2.202%
1220	Simulation software	Technical Skills	Software development	5	22,185	1.351%	2,896	1.232%	-0.119%	-8.826%
1568	Single Sign-On	Technical Skills	Security	3	12,447	0.758%	2,415	1.027%	0.269%	35.514%
1558	SOAR	Technical Skills	Security	1	1,030	0.063%	381	0.162%	0.099%	158.357%
1475	SOC 2	Technical Skills	Security	1	3,053	0.186%	1,541	0.655%	0.470%	252.540%
1366	Social Network	Technical Skills	Social Networking	1	2,287	0.139%	442	0.188%	0.049%	34.986%
1358	Social Networking	Technical Skills	Social Networking	1	8,586	0.523%	156	0.066%	-0.457%	-87.310%
1534	Software Defined Network	Technical Skills	Security	2	1,223	0.074%	513	0.218%	0.144%	192.970%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	812	0.049%	545	0.232%	0.182%	368.784%
42	Software Development	Technical Skills	Software development	2	299,800	18.258%	37,767	16.064%	-2.193%	-12.014%
1291	Software Development software	Technical Skills	Software development	3	2,638	0.161%	98	0.042%	-0.119%	-74.053%
1309	Software Engineering	Technical Skills	Software development	1	140,307	8.545%	19,714	8.385%	-0.159%	-1.864%
1292	Software Installation	Technical Skills	Software development	4	199,844	12.170%	33,190	14.117%	1.947%	15.997%
1223	Software libraries	Technical Skills	Software development	1	321	0.020%	36	0.015%	-0.004%	-21.670%
1293	Software Maintenance	Technical Skills	Software development	1	7,974	0.486%	685	0.291%	-0.194%	-40.001%
1294	Software Testing	Technical Skills	Software development	14	167,778	10.218%	26,698	11.356%	1.138%	11.141%
1225	Source code management (SCM)	Technical Skills	Software development	5	42,423	2.584%	6,172	2.625%	0.042%	1.615%
1541	Splunk	Technical Skills	Security	1	10,187	0.620%	4,314	1.835%	1.215%	195.778%
1229	Static analysis software	Technical Skills	Software development	1	574	0.035%	171	0.073%	0.038%	108.073%
772	Statistical analysis software	Technical Skills	Business applications	27	136,639	8.321%	26,985	11.478%	3.157%	37.937%
774	Statistical software	Technical Skills	Business applications	1	70,185	4.274%	16,060	6.831%	2.557%	59.821%
1230	Stress testing software	Technical Skills	Software development	1	3,436	0.209%	614	0.261%	0.052%	24.810%
1547	sumo logic	Technical Skills	Security	1	345	0.021%	158	0.067%	0.046%	219.868%
122	Sun operating systems	Technical Skills	Business applications	3	57,987	3.531%	2,008	0.854%	-2.677%	-75.814%
939	Surveillance systems	Technical Skills	Hardware	5	16,825	1.025%	3,808	1.620%	0.595%	58.079%
1564	Swimlane	Technical Skills	Security	1	44	0.003%	18	0.008%	0.005%	185.728%
791	Symantec software	Technical Skills	Business applications	1	11,284	0.687%	791	0.336%	-0.351%	-51.040%
1355	Symbian	Technical Skills	Mobile Platforms	1	35	0.002%	0	0.000%	-0.002%	-100.000%
1310	System Administration	Technical Skills	Network	4	124,809	7.601%	16,852	7.168%	-0.433%	-5.694%
45	System Testing	Technical Skills	Software development	5	36,558	2.226%	4,985	2.120%	-0.106%	-4.761%
46	Systems Analysis	Technical Skills	Software development	8	180,831	11.013%	23,692	10.077%	-0.935%	-8.492%
47	Systems Design	Technical Skills	Software development	1	27,978	1.704%	3,697	1.573%	-0.131%	-7.708%
1233	Systems Evaluation	Technical Skills	Software development	1	424	0.026%	110	0.047%	0.021%	81.200%
1234	Systems integration	Technical Skills	Software development	8	152,475	9.286%	6,416	2.729%	-6.557%	-70.610%
75	TCP/IP	Technical Skills	Hardware	3	68,578	4.176%	7,874	3.349%	-0.827%	-19.806%
1235	Technology Design	Technical Skills	Software development	1	5,046	0.307%	289	0.123%	-0.184%	-59.998%
1236	Templates	Technical Skills	Software development	1	28,666	1.746%	4,815	2.048%	0.302%	17.317%
1239	Test implementation	Technical Skills	Software development	1	812	0.049%	222	0.094%	0.045%	90.954%
1302	Testing	Technical Skills	Software development	1	524,015	31.912%	79,255	33.711%	1.799%	5.637%
1435	Threat Intelligence	Technical Skills	Security	1	3,923	0.239%	1,643	0.699%	0.460%	192.517%
1561	ThreatConnect	Technical Skills	Security	1	68	0.004%	24	0.010%	0.006%	146.510%
1571	Traffic Analysis	Technical Skills	Security	1	2,064	0.126%	375	0.160%	0.034%	26.898%
1570	Traffic Capture	Technical Skills	Security	1	56	0.003%	4	0.002%	-0.002%	-50.111%
1297	Training software	Technical Skills	Business applications	3	2,370	0.144%	515	0.219%	0.075%	51.772%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,093	0.127%	174	0.074%	-0.053%	-41.935%
1360	Twitter	Technical Skills	Social Networking	1	21,134	1.287%	3,619	1.539%	0.252%	19.602%
1411	Unified Process	Technical Skills	Software development	1	3,895	0.237%	35	0.015%	-0.222%	-93.724%
123	UNIX operating systems	Technical Skills	Business applications	5	176,327	10.738%	12,750	5.423%	-5.315%	-49.496%
1298	UNIX Shells	Technical Skills	Business applications	4	41,167	2.507%	3,518	1.496%	-1.011%	-40.313%
1410	Use Case	Technical Skills	Software development	1	13,775	0.839%	1,322	0.562%	-0.277%	-32.970%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	104	0.006%	79	0.034%	0.027%	430.550%
1572	User Behavior Analytics	Technical Skills	Security	1	171	0.010%	84	0.036%	0.025%	243.096%
48	User-Interface Design	Technical Skills	Software development	2	63,438	3.863%	8,449	3.594%	-0.270%	-6.977%
836	Video creation and editing software	Technical Skills	Business applications	3	2,866	0.175%	448	0.191%	0.016%	9.178%
1574	Virtual Machine	Technical Skills	Security	1	9,941	0.605%	1,832	0.779%	0.174%	28.715%
840	Visual Color Discrimination	Technical Skills	Business applications	2	132	0.008%	66	0.028%	0.020%	249.223%
64	Visual Studio	Technical Skills	Software development	1	44,040	2.682%	3,872	1.647%	-1.035%	-38.593%
843	Voice dictation & recognition	Technical Skills	Business applications	2	1,777	0.108%	255	0.108%	0.000%	0.227%
77	Voice/Data Telecom	Technical Skills	Hardware	10	139,415	8.490%	15,236	6.481%	-2.010%	-23.670%
1575	Vulnerability Management	Technical Skills	Security	1	12,892	0.785%	3,888	1.654%	0.869%	110.639%
1583	Vulnerability Testing	Technical Skills	Security	1	2,469	0.150%	507	0.216%	0.065%	43.423%
1577	Web Application Firewall	Technical Skills	Security	1	1,699	0.103%	618	0.263%	0.159%	154.055%
1299	Web Application Server	Technical Skills	Business applications	8	64,738	3.943%	2,378	1.011%	-2.931%	-74.344%
1248	Web platform development software	Technical Skills	Software development	5	2,466	0.150%	40	0.017%	-0.133%	-88.671%
65	web programmer	Technical Skills	Software development	4	24,982	1.521%	1,370	0.583%	-0.939%	-61.698%
1579	Web proxy	Technical Skills	Security	1	858	0.052%	223	0.095%	0.043%	81.531%
58	Web servers	Technical Skills	Business applications	6	92,633	5.641%	7,260	3.088%	-2.553%	-45.260%
49	Web-based Application Development	Technical Skills	Software development	2	61,216	3.728%	4,754	2.022%	-1.706%	-45.759%
1356	Windows CE	Technical Skills	Mobile Platforms	4	2,479	0.151%	129	0.055%	-0.096%	-63.655%
1102	Wireless	Technical Skills	Network	5	59,434	3.619%	8,071	3.433%	-0.187%	-5.153%
1363	YouTube	Technical Skills	Social Networking	2	2,832	0.172%	1,010	0.430%	0.257%	149.092%
1524	Zero Trust	Technical Skills	Security	1	292	0.018%	214	0.091%	0.073%	411.874%
79	.NET	Programming Skills	Current	1	138,167	8.414%	10,710	4.555%	-3.859%	-45.860%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	8	0.000%	3	0.001%	0.001%	161.917%
209	A programming language (APL)	Programming Skills	Legacy	2	2,310	0.141%	416	0.177%	0.036%	25.781%
99	Ada	Programming Skills	Legacy	1	14,251	0.868%	5,139	2.186%	1.318%	151.864%
80	AJAX	Programming Skills	Current	1	48,358	2.945%	2,208	0.939%	-2.006%	-68.109%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	44	0.003%	11	0.005%	0.002%	74.611%
192	Apple AppleScript	Programming Skills	Current	1	95	0.006%	10	0.004%	-0.002%	-26.479%
81	ASP	Programming Skills	Current	2	95,882	5.839%	6,511	2.769%	-3.070%	-52.571%
108	Assembly	Programming Skills	Legacy	2	1,409	0.086%	116	0.049%	-0.036%	-42.498%
211	AWK	Programming Skills	Legacy	1	1,993	0.121%	93	0.040%	-0.082%	-67.408%
83	C#	Programming Skills	Current	2	116,707	7.107%	13,027	5.541%	-1.566%	-22.039%
82	C/C++	Programming Skills	Current	3	235,141	14.320%	112,475	47.841%	33.521%	234.087%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	76,670	4.669%	9,749	4.147%	-0.522%	-11.189%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	472	0.029%	31	0.013%	-0.016%	-54.128%
84	CGI	Programming Skills	Current	2	10,430	0.635%	648	0.276%	-0.360%	-56.607%
217	Clipper	Programming Skills	Legacy	1	251	0.015%	6	0.003%	-0.013%	-83.304%
218	CLU	Programming Skills	Legacy	1	191	0.012%	18	0.008%	-0.004%	-34.178%
100	Cobol	Programming Skills	Legacy	1	15,853	0.965%	1,202	0.511%	-0.454%	-47.043%
85	ColdFusion	Programming Skills	Current	2	9,439	0.575%	365	0.155%	-0.420%	-72.992%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	353	0.021%	15	0.006%	-0.015%	-70.321%
195	Component object model (COM)	Programming Skills	Current	1	176	0.011%	1	0.000%	-0.010%	-96.032%
125	Database programming	Programming Skills	Current	3	25,472	1.551%	1,951	0.830%	-0.721%	-46.503%
1501	DevOps	Programming Skills	Misc	1	23,555	1.434%	13,121	5.581%	4.147%	289.060%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,691	0.103%	39	0.017%	-0.086%	-83.892%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	3,873	0.236%	246	0.105%	-0.131%	-55.637%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	2,203	0.134%	220	0.094%	-0.041%	-30.251%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	10,529	0.641%	468	0.199%	-0.442%	-68.955%
109	Forth	Programming Skills	Legacy	1	11,068	0.674%	3,484	1.482%	0.808%	119.858%
102	Fortran	Programming Skills	Legacy	1	1,690	0.103%	118	0.050%	-0.053%	-51.233%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	217,877	13.269%	16,545	7.037%	-6.231%	-46.962%
222	J	Programming Skills	Legacy	1	6,418	0.391%	956	0.407%	0.016%	4.038%
87	Java/J2EE/J2P	Programming Skills	Current	4	242,088	14.743%	26,203	11.145%	-3.598%	-24.402%
97	JavaScript	Programming Skills	Current	3	134,406	8.185%	18,845	8.016%	-0.170%	-2.071%
89	JavaServer Faces	Programming Skills	Current	3	9,437	0.575%	411	0.175%	-0.400%	-69.581%
88	JavaServer Pages	Programming Skills	Current	3	36,314	2.212%	1,748	0.744%	-1.468%	-66.380%
223	Job control language (JCL)	Programming Skills	Legacy	2	8,572	0.522%	645	0.274%	-0.248%	-47.445%
126	LAMP	Programming Skills	Current	1	5,033	0.307%	267	0.114%	-0.193%	-62.948%
104	Lisp	Programming Skills	Legacy	1	210	0.013%	36	0.015%	0.003%	19.733%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	943	0.057%	394	0.168%	0.110%	191.821%
201	Microsoft ActiveX	Programming Skills	Current	1	1,429	0.087%	15	0.006%	-0.081%	-92.669%
107	Pascal	Programming Skills	Legacy	1	767	0.047%	17	0.007%	-0.039%	-84.519%
90	Perl	Programming Skills	Current	1	60,538	3.687%	5,154	2.192%	-1.494%	-40.537%
91	PHP	Programming Skills	Current	1	32,428	1.975%	4,152	1.766%	-0.209%	-10.573%
103	PL/1	Programming Skills	Legacy	3	351	0.021%	68	0.029%	0.008%	35.311%
105	Prolog	Programming Skills	Legacy	1	250	0.015%	34	0.014%	-0.001%	-5.011%
95	Python	Programming Skills	Current	1	64,564	3.932%	24,234	10.308%	6.376%	162.160%
227	R	Programming Skills	Current	1	170,275	10.370%	119,697	50.913%	40.543%	390.981%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	14,814	0.902%	44	0.019%	-0.883%	-97.926%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	17,927	1.092%	4,000	1.701%	0.610%	55.842%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	303	0.018%	22	0.009%	-0.009%	-49.288%
206	Scripting languages	Programming Skills	Current	1	22,379	1.363%	4,461	1.897%	0.535%	39.227%
101	Smalltalk	Programming Skills	Legacy	1	294	0.018%	3	0.001%	-0.017%	-92.873%
92	SQL	Programming Skills	Current	3	436,866	26.605%	50,294	21.393%	-5.212%	-19.592%
110	TCL	Programming Skills	Legacy	1	2,528	0.154%	112	0.048%	-0.106%	-69.056%
98	Unified Modeling Language	Programming Skills	Current	2	31,640	1.927%	1,292	0.550%	-1.377%	-71.479%
93	Visual Basic	Programming Skills	Current	6	104,985	6.394%	6,574	2.796%	-3.597%	-56.264%
207	Web service definition language (WSDL)	Programming Skills	Current	2	8,734	0.532%	546	0.232%	-0.300%	-56.337%
94	XML	Programming Skills	Current	2	132,236	8.053%	8,863	3.770%	-4.283%	-53.187%
1342	Computer Science	Majors	Computer Science	2	1,015,713	61.856%	142,839	60.756%	-1.100%	-1.778%
1344	Information Technology	Majors	Information Technology	3	635,340	38.692%	88,775	37.760%	-0.931%	-2.407%
1343	Management Information Systems	Majors	Management Information Systems	9	1,462,582	89.070%	226,092	96.168%	7.098%	7.969%

cs Degrees

Computer Science	2021-08-12	Jobs Found:	3,841,309	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	14,841	0.386%	3,542	0.771%	0.385%	99.667%
2	Attention to Details	Soft Skills	Problem-solving skills	2	15,287	0.398%	2,140	0.466%	0.068%	17.115%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	21,003	0.547%	3,503	0.763%	0.216%	39.534%
231	Cooperation	Soft Skills	Interpersonal skills	1	30,430	0.792%	4,423	0.963%	0.171%	21.600%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	20,838	0.542%	4,248	0.925%	0.383%	70.549%
3	Creativity	Soft Skills	Problem-solving skills	4	137,892	3.590%	25,439	5.540%	1.951%	54.341%
4	Critical thinking	Soft Skills	Problem-solving skills	3	65,309	1.700%	16,490	3.591%	1.891%	111.236%
1300	Flexibility	Soft Skills	Work ethic	1	138,815	3.614%	28,404	6.186%	2.572%	71.184%
232	Independence	Soft Skills	Interpersonal skills	1	20,865	0.543%	4,011	0.874%	0.330%	60.825%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	484,565	12.615%	71,877	15.654%	3.040%	24.096%
256	Innovation	Soft Skills	Problem-solving skills	1	349,119	9.089%	82,965	18.069%	8.981%	98.811%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	351,279	9.145%	63,056	13.733%	4.588%	50.174%
1422	Internship	Soft Skills	Work ethic	3	79,208	2.062%	22,882	4.984%	2.921%	141.682%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	2,674	0.070%	769	0.167%	0.098%	140.594%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	274,987	7.159%	52,035	11.333%	4.174%	58.308%
10	Leadership	Soft Skills	Interpersonal skills	1	787,795	20.509%	123,936	26.992%	6.484%	31.615%
258	Learning	Soft Skills	Problem-solving skills	1	363,239	9.456%	95,415	20.781%	11.324%	119.758%
1	Learning Ability	Soft Skills	Problem-solving skills	3	78,241	2.037%	12,844	2.797%	0.760%	37.336%
236	Listening	Soft Skills	Language skills	1	61,757	1.608%	10,740	2.339%	0.731%	45.492%
260	Mathematics	Soft Skills	Problem-solving skills	3	299,327	7.792%	63,235	13.772%	5.980%	76.739%
261	Memorization	Soft Skills	Problem-solving skills	2	202	0.005%	45	0.010%	0.005%	86.372%
18	Negotiation Skills	Soft Skills	Language skills	1	28,113	0.732%	2,890	0.629%	-0.102%	-13.998%
262	Optimization	Soft Skills	Problem-solving skills	1	216,193	5.628%	32,297	7.034%	1.406%	24.980%
19	Oral Communications	Soft Skills	Language skills	5	60,540	1.576%	9,163	1.996%	0.420%	26.624%
273	Persistence	Soft Skills	Work ethic	1	17,216	0.448%	2,453	0.534%	0.086%	19.202%
239	Persuasion	Soft Skills	Language skills	1	5,763	0.150%	1,085	0.236%	0.086%	57.507%
1301	Physical Skill	Soft Skills	Work ethic	2	7,147	0.186%	2,540	0.553%	0.367%	197.324%
240	Presentations	Soft Skills	Language skills	1	175,772	4.576%	29,650	6.458%	1.882%	41.122%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	766,633	19.958%	109,295	23.804%	3.846%	19.270%
20	Questioning skills	Soft Skills	Language skills	1	1,317	0.034%	238	0.052%	0.018%	51.186%
241	Reading Comprehension	Soft Skills	Language skills	1	968	0.025%	203	0.044%	0.019%	75.445%
6	Research skills	Soft Skills	Problem-solving skills	1	6,614	0.172%	1,050	0.229%	0.057%	32.814%
15	Responsibility	Soft Skills	Work ethic	2	361,493	9.411%	55,819	12.157%	2.746%	29.182%
234	Self Control	Soft Skills	Interpersonal skills	1	519	0.014%	123	0.027%	0.013%	98.270%
11	Self-esteem	Soft Skills	Interpersonal skills	1	1,080	0.028%	341	0.074%	0.046%	164.150%
16	Self-management	Soft Skills	Work ethic	1	5,329	0.139%	1,116	0.243%	0.104%	75.202%
250	Stress Tolerance	Soft Skills	Physical skills	1	1,189	0.031%	548	0.119%	0.088%	285.584%
12	Teamwork	Soft Skills	Interpersonal skills	1	167,214	4.353%	25,584	5.572%	1.219%	28.002%
17	Time Management	Soft Skills	Work ethic	2	138,713	3.611%	22,560	4.913%	1.302%	36.064%
268	Visualization	Soft Skills	Problem-solving skills	1	75,316	1.961%	22,225	4.840%	2.880%	146.873%
7	Working under pressure	Soft Skills	Problem-solving skills	1	2,676	0.070%	746	0.162%	0.093%	133.224%
21	Written Communications	Soft Skills	Language skills	5	587,356	15.291%	78,459	17.088%	1.797%	11.754%
172	Account management	Business Skills	Management skills	1	33,528	0.873%	4,835	1.053%	0.180%	20.645%
22	Accounting	Business Skills	Business processes	4	208,738	5.434%	22,061	4.805%	-0.629%	-11.581%
1263	Accounting software	Business Skills	Business processes	8	26,036	0.678%	3,632	0.791%	0.113%	16.706%
174	Administration	Business Skills	Management skills	3	775,697	20.194%	92,605	20.169%	-0.025%	-0.124%
1313	Analyst	Business Skills	Project management	1	560,795	14.599%	66,582	14.501%	-0.098%	-0.672%
175	Application management	Business Skills	Management skills	5	282,291	7.349%	36,284	7.902%	0.554%	7.532%
150	Asset management	Business Skills	Business processes	1	49,542	1.290%	8,504	1.852%	0.562%	43.605%
151	Auditing	Business Skills	Business processes	5	166,044	4.323%	26,043	5.672%	1.349%	31.216%
1264	Auditing software	Business Skills	Business processes	1	100	0.003%	1	0.000%	-0.002%	-91.634%
152	Billing	Business Skills	Business processes	1	56,370	1.467%	6,850	1.492%	0.024%	1.663%
153	Bills of Lading	Business Skills	Business processes	1	158	0.004%	94	0.020%	0.016%	397.726%
1314	Business Analyst	Business Skills	Project management	1	183,453	4.776%	17,617	3.837%	-0.939%	-19.661%
35	Business Intelligence	Business Skills	Strategy skills	1	162,423	4.228%	18,212	3.966%	-0.262%	-6.194%
155	Business performance management (BPM)	Business Skills	Business processes	2	20,895	0.544%	1,176	0.256%	-0.288%	-52.915%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	34,061	0.887%	1,453	0.316%	-0.570%	-64.312%
36	Business Strategy	Business Skills	Strategy skills	3	695,300	18.101%	120,650	26.277%	8.176%	45.169%
182	Calendar and scheduling	Business Skills	Project management	3	140,949	3.669%	18,559	4.042%	0.373%	10.157%
156	Capacity planning	Business Skills	Business processes	1	78,389	2.041%	6,252	1.362%	-0.679%	-33.276%
28	Change Management	Business Skills	Management skills	1	145,747	3.794%	20,002	4.356%	0.562%	14.814%
183	Content workflow	Business Skills	Project management	1	135	0.004%	9	0.002%	-0.002%	-44.226%
24	Contracting and legal	Business Skills	Business processes	2	172,173	4.482%	36,132	7.869%	3.387%	75.569%
176	Coordination	Business Skills	Management skills	1	171,864	4.474%	28,875	6.289%	1.815%	40.558%
157	Cost accounting	Business Skills	Business processes	1	2,596	0.068%	369	0.080%	0.013%	18.916%
158	Cost estimation	Business Skills	Business processes	1	3,009	0.078%	404	0.088%	0.010%	12.326%
1312	Customer Support	Business Skills	Business processes	6	703,768	18.321%	86,965	18.940%	0.619%	3.380%
1339	Education	Business Skills	Industry Segment	1	37,299	0.971%	8,576	1.868%	0.897%	92.357%
1333	Energy	Business Skills	Industry Segment	1	188,419	4.905%	28,067	6.113%	1.208%	24.621%
1340	Entertainment	Business Skills	Industry Segment	1	79,635	2.073%	8,877	1.933%	-0.140%	-6.743%
1319	Environmental	Business Skills	Environmental	16	94,433	2.458%	23,976	5.222%	2.763%	112.409%
1320	Environmental Strategy	Business Skills	Environmental	13	56,108	1.461%	20,027	4.362%	2.901%	198.615%
161	Financial	Business Skills	Business processes	2	852,439	22.191%	240,123	52.297%	30.105%	135.662%
1275	Financial Analysis software	Business Skills	Business processes	8	2,794	0.073%	369	0.080%	0.008%	10.489%
1332	Health Care	Business Skills	Industry Segment	2	422,094	10.988%	60,214	13.114%	2.126%	19.346%
1341	Hospitality	Business Skills	Industry Segment	4	219,114	5.704%	76,609	16.685%	10.981%	192.503%
177	Human resources	Business Skills	Management skills	2	128,353	3.341%	21,981	4.787%	1.446%	43.272%
1336	Insurance	Business Skills	Industry Segment	1	20,606	0.536%	2,177	0.474%	-0.062%	-11.614%
1316	Managing/Supervision	Business Skills	Management skills	6	1,901,984	49.514%	225,658	49.146%	-0.368%	-0.742%
1334	Manufacturing	Business Skills	Industry Segment	2	220,985	5.753%	31,467	6.853%	1.100%	19.128%
26	Marketing	Business Skills	Business processes	1	312,343	8.131%	40,390	8.797%	0.665%	8.184%
185	Monitoring	Business Skills	Project management	1	461,812	12.022%	70,417	15.336%	3.314%	27.565%
179	Negotiation	Business Skills	Management skills	1	112,639	2.932%	15,871	3.457%	0.524%	17.879%
163	Operation and Control	Business Skills	Business processes	3	2,751	0.072%	441	0.096%	0.024%	34.112%
29	Outsourcing Management	Business Skills	Management skills	3	72,875	1.897%	2,499	0.544%	-1.353%	-71.312%
167	Procurement	Business Skills	Business processes	1	59,529	1.550%	10,202	2.222%	0.672%	43.376%
1290	Project Management software	Business Skills	Project management	3	81,101	2.111%	5,507	1.199%	-0.912%	-43.192%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	608,033	15.829%	70,309	15.313%	-0.516%	-3.261%
168	Quality	Business Skills	Business processes	1	1,148,227	29.892%	172,016	37.464%	7.572%	25.332%
1337	Real Estate	Business Skills	Industry Segment	2	26,084	0.679%	4,518	0.984%	0.305%	44.908%
1335	Retail	Business Skills	Industry Segment	2	527,366	13.729%	59,830	13.030%	-0.698%	-5.087%
34	Risk Management	Business Skills	Project management	1	112,202	2.921%	22,418	4.882%	1.962%	67.154%
169	Service Orientation	Business Skills	Business processes	1	25,285	0.658%	3,025	0.659%	0.001%	0.088%
27	Supply Chain Management	Business Skills	Business processes	3	102,412	2.666%	14,543	3.167%	0.501%	18.802%
1295	Supply Chain Management software	Business Skills	Business processes	4	6,244	0.163%	528	0.115%	-0.048%	-29.256%
178	Teaching	Business Skills	Management skills	7	109,316	2.846%	23,773	5.178%	2.332%	81.937%
190	Timekeeping	Business Skills	Project management	3	40,783	1.062%	5,344	1.164%	0.102%	9.624%
1296	Timekeeping software	Business Skills	Project management	1	4,250	0.111%	599	0.130%	0.020%	17.912%
171	Total quality management (TQM)	Business Skills	Business processes	2	3,895	0.101%	260	0.057%	-0.045%	-44.155%
180	Troubleshooting	Business Skills	Management skills	1	532,345	13.858%	69,087	15.047%	1.188%	8.573%
181	Verification	Business Skills	Management skills	1	275,096	7.162%	29,841	6.499%	-0.662%	-9.250%
1338	Waste Management	Business Skills	Industry Segment	1	2,830	0.074%	246	0.054%	-0.020%	-27.278%
191	Workflow	Business Skills	Project management	1	167,726	4.366%	23,323	5.080%	0.713%	16.333%
31	Working Globally	Business Skills	Management skills	3	19,557	0.509%	609	0.133%	-0.376%	-73.948%
32	Working with Virtual Teams	Business Skills	Management skills	2	7,279	0.189%	1,044	0.227%	0.038%	19.991%
51	4GL	Technical Skills	Software development	3	5,502	0.143%	354	0.077%	-0.066%	-46.173%
1510	Access Control	Technical Skills	Security	1	39,765	1.035%	6,633	1.445%	0.409%	39.550%
987	Access servers & software	Technical Skills	Network	10	116,609	3.036%	12,466	2.715%	-0.321%	-10.563%
38	Agile Development Methods	Technical Skills	Software development	13	319,674	8.322%	59,327	12.921%	4.599%	55.262%
304	Algorithmic software	Technical Skills	Business applications	1	130	0.003%	14	0.003%	-0.000%	-9.904%
1546	Alienvault	Technical Skills	Security	1	311	0.008%	134	0.029%	0.021%	260.466%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	5,040	0.131%	790	0.172%	0.041%	31.134%
1352	Android	Technical Skills	Mobile Platforms	3	89,851	2.339%	12,441	2.710%	0.370%	15.838%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	57,936	1.508%	4,831	1.052%	-0.456%	-30.240%
120	Apple operating systems	Technical Skills	Business applications	6	116,753	3.039%	14,678	3.197%	0.157%	5.177%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	7,657	0.199%	1,124	0.245%	0.045%	22.808%
1543	ArcSight	Technical Skills	Security	1	5,579	0.145%	573	0.125%	-0.020%	-14.075%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	137,036	3.567%	48,073	10.470%	6.902%	193.485%
1432	Attribute-Based Access Control	Technical Skills	Security	2	505	0.013%	116	0.025%	0.012%	92.170%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	223	0.006%	45	0.010%	0.004%	68.821%
1265	Backup & Recovery	Technical Skills	Technical applications	16	286,192	7.450%	28,545	6.217%	-1.234%	-16.557%
1386	Biometric	Technical Skills	Information mgmt	2	10,026	0.261%	1,651	0.360%	0.099%	37.765%
1353	Blackberry	Technical Skills	Mobile Platforms	2	25,481	0.663%	413	0.090%	-0.573%	-86.440%
336	Borland Delphi	Technical Skills	Business applications	1	5,866	0.153%	303	0.066%	-0.087%	-56.786%
337	Borland JBuilder	Technical Skills	Business applications	1	3,861	0.101%	15	0.003%	-0.097%	-96.750%
338	Borland Paradox	Technical Skills	Business applications	1	316	0.008%	35	0.008%	-0.001%	-7.338%
1436	Bring Your Own Devices	Technical Skills	Security	1	1,607	0.042%	724	0.158%	0.116%	276.914%
72	Business Continuity Planning	Technical Skills	Hardware	2	43,334	1.128%	5,851	1.274%	0.146%	12.959%
352	Cadence Opus	Technical Skills	Business applications	1	1,450	0.038%	44	0.010%	-0.028%	-74.613%
868	Calculators	Technical Skills	Hardware	1	2,801	0.073%	515	0.112%	0.039%	53.820%
39	CASE Tools	Technical Skills	Software development	1	161,106	4.194%	25,120	5.471%	1.277%	30.445%
367	Categorization or classification software	Technical Skills	Business applications	1	17,552	0.457%	1,667	0.363%	-0.094%	-20.544%
1469	CCPA	Technical Skills	Security	1	1,453	0.038%	1,307	0.285%	0.247%	652.541%
1478	Center for Internet Security	Technical Skills	Security	1	47,750	1.243%	9,669	2.106%	0.863%	69.406%
1441	Certificate management	Technical Skills	Security	1	2,425	0.063%	592	0.129%	0.066%	104.235%
112	Certification	Technical Skills	Misc	3	663,786	17.280%	107,638	23.443%	6.162%	35.662%
78	Cisco	Technical Skills	Hardware	1	179,459	4.672%	17,533	3.819%	-0.853%	-18.264%
1009	Cisco Systems IOS	Technical Skills	Network	1	90,531	2.357%	12,870	2.803%	0.446%	18.933%
40	Client-Server	Technical Skills	Software development	1	69,037	1.797%	3,254	0.709%	-1.089%	-60.567%
1437	Cloud Access Security Broker	Technical Skills	Security	1	767	0.020%	440	0.096%	0.076%	379.929%
1438	Cloud Configuration Management	Technical Skills	Security	1	3,334	0.087%	305	0.066%	-0.020%	-23.466%
1445	Cloud Migration	Technical Skills	Security	1	2,849	0.074%	1,625	0.354%	0.280%	377.178%
1455	cloud security	Technical Skills	Security	1	8,314	0.216%	3,887	0.847%	0.630%	291.133%
1456	Cloud Security Posture Management	Technical Skills	Security	1	168	0.004%	72	0.016%	0.011%	258.545%
1486	Cloud Services	Technical Skills	Security	1	45,666	1.189%	16,034	3.492%	2.303%	193.744%
1011	Cluster server software	Technical Skills	Network	9	65,355	1.701%	6,585	1.434%	-0.267%	-15.706%
1147	CMAKE	Technical Skills	Software development	1	1,792	0.047%	649	0.141%	0.095%	202.989%
1151	Compatibility testing	Technical Skills	Software development	1	2,082	0.054%	188	0.041%	-0.013%	-24.457%
1152	Compilers	Technical Skills	Software development	5	41,550	1.082%	5,930	1.292%	0.210%	19.400%
1255	Compliance software	Technical Skills	Technical applications	4	18,443	0.480%	2,958	0.644%	0.164%	34.180%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	34,748	0.905%	5,599	1.219%	0.315%	34.803%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	5,556	0.145%	592	0.129%	-0.016%	-10.859%
875	Computer diagnostics	Technical Skills	Hardware	5	176,223	4.588%	25,835	5.627%	1.039%	22.650%
1107	Computer forensics	Technical Skills	Security	1	8,473	0.221%	787	0.171%	-0.049%	-22.293%
1266	Computer Hardware	Technical Skills	Hardware	15	88,684	2.309%	13,755	2.996%	0.687%	29.758%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	2,745	0.071%	219	0.048%	-0.024%	-33.255%
1015	Computer servers	Technical Skills	Network	6	360,148	9.376%	32,433	7.064%	-2.312%	-24.660%
1267	Computer Utilities	Technical Skills	Misc	2	3,275	0.085%	474	0.103%	0.018%	21.084%
1447	Configuration Management Database	Technical Skills	Security	1	6,925	0.180%	1,051	0.229%	0.049%	26.971%
1448	Container security	Technical Skills	Security	1	285	0.007%	187	0.041%	0.033%	448.930%
1449	Containers	Technical Skills	Security	1	41,784	1.088%	14,905	3.246%	2.158%	198.430%
59	Content Manager	Technical Skills	Business applications	1	2,768	0.072%	215	0.047%	-0.025%	-35.018%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	2,562	0.067%	711	0.155%	0.088%	132.172%
1396	Continuous Improvement	Technical Skills	Software development	1	88,333	2.300%	23,176	5.048%	2.748%	119.500%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	123,360	3.211%	37,602	8.189%	4.978%	155.010%
1453	Control Plane	Technical Skills	Security	1	1,546	0.040%	436	0.095%	0.055%	135.937%
878	Controllers	Technical Skills	Hardware	3	27,086	0.705%	4,158	0.906%	0.200%	28.428%
1454	Crown Jewels	Technical Skills	Security	1	220	0.006%	24	0.005%	-0.001%	-8.734%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	4,163	0.108%	764	0.166%	0.058%	53.535%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	13,623	0.355%	893	0.194%	-0.160%	-45.160%
53	Customer Relationship Management	Technical Skills	Business applications	9	177,999	4.634%	17,802	3.877%	-0.757%	-16.330%
1368	Cyber Security	Technical Skills	Information mgmt	3	108,691	2.830%	36,538	7.958%	5.128%	181.236%
1479	Cybersecurity Framework	Technical Skills	Security	2	3,716	0.097%	1,891	0.412%	0.315%	325.731%
1492	Data Access Governance	Technical Skills	Security	1	747	0.019%	170	0.037%	0.018%	90.392%
953	Data acquisition systems	Technical Skills	Information mgmt	1	22,005	0.573%	3,447	0.751%	0.178%	31.051%
1434	Data classification	Technical Skills	Security	1	2,377	0.062%	609	0.133%	0.071%	114.342%
955	Data compression software	Technical Skills	Information mgmt	1	13,405	0.349%	988	0.215%	-0.134%	-38.339%
956	Data conversion software	Technical Skills	Information mgmt	1	15,262	0.397%	1,351	0.294%	-0.103%	-25.943%
958	Data dictionary	Technical Skills	Information mgmt	1	10,188	0.265%	854	0.186%	-0.079%	-29.872%
1495	Data discovery	Technical Skills	Security	1	3,905	0.102%	1,033	0.225%	0.123%	121.309%
959	Data entry	Technical Skills	Information mgmt	1	16,541	0.431%	2,665	0.580%	0.150%	34.789%
1502	Data Loss Prevention	Technical Skills	Security	1	11,246	0.293%	2,839	0.618%	0.326%	111.197%
962	Data mapping	Technical Skills	Information mgmt	1	18,948	0.493%	1,893	0.412%	-0.081%	-16.419%
67	Data Mining	Technical Skills	Information mgmt	5	79,462	2.069%	12,222	2.662%	0.593%	28.678%
963	Data modeling	Technical Skills	Information mgmt	1	129,170	3.363%	13,075	2.848%	-0.515%	-15.316%
1496	Data retention	Technical Skills	Security	1	2,966	0.077%	396	0.086%	0.009%	11.698%
1494	Data tagging	Technical Skills	Security	1	349	0.009%	103	0.022%	0.013%	146.906%
68	Data Warehousing	Technical Skills	Information mgmt	2	185,720	4.835%	16,690	3.635%	-1.200%	-24.817%
69	Database Administration	Technical Skills	Information mgmt	12	235,194	6.123%	18,397	4.007%	-2.116%	-34.560%
969	Database design software	Technical Skills	Information mgmt	16	200,113	5.210%	15,290	3.330%	-1.879%	-36.078%
1268	Database Reporting	Technical Skills	Information mgmt	3	51,768	1.348%	2,386	0.520%	-0.828%	-61.441%
1269	Database Security	Technical Skills	Information mgmt	2	724	0.019%	81	0.018%	-0.001%	-6.402%
1373	Database Security	Technical Skills	Information mgmt	1	947	0.025%	218	0.047%	0.023%	92.587%
1270	Database Servers	Technical Skills	Information mgmt	3	43,677	1.137%	1,289	0.281%	-0.856%	-75.310%
1271	Database Testing	Technical Skills	Information mgmt	1	3,577	0.093%	369	0.080%	-0.013%	-13.697%
1160	Debugging	Technical Skills	Software development	7	302,401	7.872%	38,113	8.301%	0.428%	5.441%
1385	Decryption	Technical Skills	Information mgmt	2	1,388	0.036%	251	0.055%	0.019%	51.288%
1559	Demisto	Technical Skills	Security	1	77	0.002%	53	0.012%	0.010%	475.844%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	15,450	0.402%	862	0.188%	-0.214%	-53.323%
418	Desktop publishing software	Technical Skills	Business applications	13	61,402	1.598%	14,276	3.109%	1.511%	94.511%
1272	Development Environment	Technical Skills	Software development	13	205,361	5.346%	29,807	6.492%	1.146%	21.428%
1498	Device Management	Technical Skills	Security	1	8,683	0.226%	1,900	0.414%	0.188%	83.064%
1273	Digital Imaging	Technical Skills	Hardware	1	966	0.025%	83	0.018%	-0.007%	-28.118%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	13,092	0.341%	1,672	0.364%	0.023%	6.844%
1446	Digital Transformation	Technical Skills	Security	1	20,419	0.532%	13,276	2.891%	2.360%	443.942%
1472	DISA	Technical Skills	Security	1	11,484	0.299%	2,916	0.635%	0.336%	112.429%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	10,091	0.263%	806	0.176%	-0.087%	-33.178%
1497	Distributed Denial of Service	Technical Skills	Security	1	3,328	0.087%	604	0.132%	0.045%	51.836%
1504	DMZ	Technical Skills	Network	1	6,554	0.171%	462	0.101%	-0.070%	-41.027%
1451	Docker	Technical Skills	Security	1	46,552	1.212%	22,804	4.967%	3.755%	309.819%
1307	Doctor of Philosophy	Technical Skills	Misc	3	175,595	4.571%	32,367	7.049%	2.478%	54.209%
973	Document management software	Technical Skills	Information mgmt	4	28,915	0.753%	2,935	0.639%	-0.114%	-15.081%
1020	Domain name system (DNS)	Technical Skills	Network	3	125,347	3.263%	12,542	2.732%	-0.532%	-16.291%
61	Dreamweaver	Technical Skills	Software development	1	15,359	0.400%	404	0.088%	-0.312%	-77.994%
54	DSS/GDSS	Technical Skills	Business applications	5	40,037	1.042%	3,449	0.751%	-0.291%	-27.930%
425	Dynamic modeling software	Technical Skills	Business applications	1	161	0.004%	28	0.006%	0.002%	45.496%
62	Eclipse	Technical Skills	Software development	1	78,915	2.054%	4,811	1.048%	-1.007%	-48.997%
1308	Electronic Commerce	Technical Skills	Business applications	2	166,276	4.329%	11,721	2.553%	-1.776%	-41.027%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	30,529	0.795%	2,477	0.539%	-0.255%	-32.121%
1023	Electronic mail software	Technical Skills	Network	8	54,498	1.419%	4,768	1.038%	-0.380%	-26.806%
1384	Encryption	Technical Skills	Information mgmt	1	415	0.011%	136	0.030%	0.019%	174.164%
1507	Endpoint	Technical Skills	Security	1	17,077	0.445%	5,386	1.173%	0.728%	163.861%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	162,475	4.230%	15,268	3.325%	-0.904%	-21.383%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	164,823	4.291%	15,571	3.391%	-0.900%	-20.965%
1321	Environmental Certification	Technical Skills	Environmental	1	365	0.010%	118	0.026%	0.016%	170.464%
1328	Environmental Cleanup	Technical Skills	Environmental	3	655	0.017%	86	0.019%	0.002%	9.844%
1329	Environmental Energy	Technical Skills	Environmental	25	15,496	0.403%	2,873	0.626%	0.222%	55.109%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	13,920	0.362%	3,090	0.673%	0.311%	85.712%
1327	Environmental Pollution	Technical Skills	Environmental	25	12,326	0.321%	3,732	0.813%	0.492%	153.302%
1324	Environmental Pollution Control	Technical Skills	Environmental	10	6,831	0.178%	1,699	0.370%	0.192%	108.079%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	8	2,575	0.067%	635	0.138%	0.071%	106.308%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	8,908	0.232%	2,043	0.445%	0.213%	91.870%
1331	Environmental Science	Technical Skills	Environmental	2	544	0.014%	106	0.023%	0.009%	63.015%
1322	Environmental Technology	Technical Skills	Environmental	2	945	0.025%	309	0.067%	0.043%	173.556%
1470	EPRI	Technical Skills	Security	1	135	0.004%	21	0.005%	0.001%	30.138%
1551	Exabeam	Technical Skills	Security	1	255	0.007%	64	0.014%	0.007%	109.971%
461	Expert system software	Technical Skills	Business applications	1	1,692	0.044%	399	0.087%	0.043%	97.284%
1359	Facebook	Technical Skills	Social Networking	1	451,303	11.749%	8,893	1.937%	-9.812%	-83.515%
463	Facilities management software	Technical Skills	Business applications	4	7,269	0.189%	1,311	0.286%	0.096%	50.886%
1476	FedRAMP	Technical Skills	Security	1	3,241	0.084%	1,719	0.374%	0.290%	343.728%
1467	FINRA	Technical Skills	Security	1	2,092	0.054%	394	0.086%	0.031%	57.563%
1556	FireEye	Technical Skills	Security	1	2,875	0.075%	437	0.095%	0.020%	27.164%
1464	FISMA	Technical Skills	Security	1	12,399	0.323%	2,148	0.468%	0.145%	44.933%
468	Flight control software	Technical Skills	Business applications	1	1,507	0.039%	269	0.059%	0.019%	49.334%
1508	Flow analysis	Technical Skills	Security	1	4,350	0.113%	661	0.144%	0.031%	27.125%
469	Flowchart software	Technical Skills	Business applications	5	11,088	0.289%	1,262	0.275%	-0.014%	-4.780%
1367	Forensic	Technical Skills	Information mgmt	2	34,580	0.900%	6,353	1.384%	0.483%	53.700%
1552	Fortinet	Technical Skills	Security	1	4,108	0.107%	850	0.185%	0.078%	73.105%
1112	Fraud Detection	Technical Skills	Security	1	23,182	0.603%	5,338	1.163%	0.559%	92.640%
63	FrontPage	Technical Skills	Software development	1	2,536	0.066%	25	0.005%	-0.061%	-91.753%
475	Fund accounting software	Technical Skills	Business applications	1	825	0.021%	67	0.015%	-0.007%	-32.058%
1260	Gaming	Technical Skills	Misc	2	91,715	2.388%	13,700	2.984%	0.596%	24.968%
1468	GDPR	Technical Skills	Security	1	3,636	0.095%	2,182	0.475%	0.381%	402.054%
113	Generic databases	Technical Skills	Information mgmt	2	612,400	15.942%	68,256	14.866%	-1.077%	-6.755%
1365	Google Apps	Technical Skills	Business applications	4	13,843	0.360%	1,229	0.268%	-0.093%	-25.725%
1364	Google Plus	Technical Skills	Social Networking	1	1,560	0.041%	66	0.014%	-0.026%	-64.605%
1512	Governance	Technical Skills	Security	1	111,233	2.896%	25,047	5.455%	2.559%	88.383%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	189,249	4.927%	25,010	5.447%	0.520%	10.561%
484	Graphic software	Technical Skills	Business applications	16	273,418	7.118%	29,046	6.326%	-0.792%	-11.125%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	70,418	1.833%	3,433	0.748%	-1.085%	-59.214%
1323	Green IT	Technical Skills	Environmental	9	10,567	0.275%	2,056	0.448%	0.173%	62.776%
893	Guidance systems	Technical Skills	Hardware	1	228	0.006%	65	0.014%	0.008%	138.506%
1371	Hacking	Technical Skills	Information mgmt	5	22,011	0.573%	4,137	0.901%	0.328%	57.241%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	1,591	0.041%	381	0.083%	0.042%	100.343%
1277	Hardware Design	Technical Skills	Hardware	21	35,047	0.912%	5,962	1.298%	0.386%	42.318%
1278	Hardware Testing	Technical Skills	Hardware	4	10,820	0.282%	1,408	0.307%	0.025%	8.867%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,494	0.039%	408	0.089%	0.050%	128.470%
492	Helpdesk or call center	Technical Skills	Business applications	2	131,364	3.420%	15,606	3.399%	-0.021%	-0.612%
1465	HIPAA	Technical Skills	Security	1	40,112	1.044%	7,894	1.719%	0.675%	64.643%
1473	HITRUST	Technical Skills	Security	1	2,522	0.066%	1,083	0.236%	0.170%	259.255%
1377	Homeland Security	Technical Skills	Information mgmt	1	65,522	1.706%	7,277	1.585%	-0.121%	-7.085%
1487	IaaS	Technical Skills	Security	1	15,725	0.409%	5,548	1.208%	0.799%	195.166%
114	IBM databases	Technical Skills	Information mgmt	2	91,016	2.369%	4,363	0.950%	-1.419%	-59.896%
121	IBM operating systems	Technical Skills	Business applications	4	63,224	1.646%	2,055	0.448%	-1.198%	-72.807%
1513	Identity Access Management	Technical Skills	Security	2	29,412	0.766%	8,281	1.804%	1.038%	135.547%
1511	Identity Governance and Administration	Technical Skills	Security	1	309	0.008%	169	0.037%	0.029%	357.560%
898	Image capture devices	Technical Skills	Hardware	9	19,867	0.517%	3,801	0.828%	0.311%	60.061%
524	Industrial control software	Technical Skills	Business applications	3	17,723	0.461%	3,359	0.732%	0.270%	58.560%
1485	Industrial Control Systems	Technical Skills	Security	1	6,985	0.182%	1,383	0.301%	0.119%	65.644%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	59,279	1.543%	7,616	1.659%	0.116%	7.485%
1375	Information Security	Technical Skills	Information mgmt	3	163,987	4.269%	29,945	6.522%	2.253%	52.769%
899	Infrared	Technical Skills	Hardware	1	3,303	0.086%	545	0.119%	0.033%	38.041%
1491	Infrastructure as Code	Technical Skills	Security	1	8,873	0.231%	4,782	1.041%	0.810%	350.878%
1180	Installation	Technical Skills	Software development	1	310,281	8.077%	34,330	7.477%	-0.601%	-7.437%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,445	0.038%	152	0.033%	-0.005%	-11.997%
536	Internet browser software	Technical Skills	Business applications	4	20,234	0.527%	1,335	0.291%	-0.236%	-44.802%
1483	Internet of Things	Technical Skills	Security	1	26,058	0.678%	9,965	2.170%	1.492%	219.931%
1578	Internet proxy	Technical Skills	Security	1	517	0.013%	37	0.008%	-0.005%	-40.127%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	41,482	1.080%	5,048	1.099%	0.020%	1.807%
541	Inventory management software	Technical Skills	Business applications	3	17,714	0.461%	2,636	0.574%	0.113%	24.494%
1463	ISO 22301	Technical Skills	Security	1	79	0.002%	37	0.008%	0.006%	291.827%
1459	ISO 27000	Technical Skills	Security	1	2,378	0.062%	416	0.091%	0.029%	46.353%
1460	ISO 27001	Technical Skills	Security	1	10,641	0.277%	2,768	0.603%	0.326%	117.622%
1461	ISO 27002	Technical Skills	Security	1	1,434	0.037%	186	0.041%	0.003%	8.513%
1414	ISO 9000	Technical Skills	Software development	1	5,249	0.137%	221	0.048%	-0.089%	-64.776%
73	IT Architecture/Standards	Technical Skills	Hardware	2	25,856	0.673%	3,337	0.727%	0.054%	7.973%
1515	IT Service Management	Technical Skills	Security	1	24,538	0.639%	5,225	1.138%	0.499%	78.142%
1481	ITIL	Technical Skills	Security	1	100,402	2.614%	14,337	3.122%	0.509%	19.464%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,154	0.030%	5	0.001%	-0.029%	-96.375%
1035	Kernel	Technical Skills	Network	1	41,313	1.075%	3,092	0.673%	-0.402%	-37.386%
1442	Key management	Technical Skills	Security	1	7,960	0.207%	1,347	0.293%	0.086%	41.571%
1450	Kubernetes	Technical Skills	Security	1	28,754	0.749%	18,380	4.003%	3.254%	434.770%
907	Lasers	Technical Skills	Hardware	1	1,201	0.031%	205	0.045%	0.013%	42.801%
1516	Least Privilege	Technical Skills	Security	1	947	0.025%	338	0.074%	0.049%	198.598%
1038	License management software	Technical Skills	Network	1	2,624	0.068%	404	0.088%	0.020%	28.806%
1361	LinkedIn	Technical Skills	Social Networking	1	39,900	1.039%	7,664	1.669%	0.630%	60.695%
1544	LogRhythm	Technical Skills	Security	1	853	0.022%	236	0.051%	0.029%	131.464%
908	Mainframe computers	Technical Skills	Hardware	2	74,107	1.929%	4,493	0.979%	-0.951%	-49.278%
124	Mainframe operating systems	Technical Skills	Business applications	8	46,080	1.200%	3,758	0.818%	-0.381%	-31.772%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	78,473	2.043%	5,322	1.159%	-0.884%	-43.262%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	14,675	0.382%	1,470	0.320%	-0.062%	-16.197%
1549	McAfee Enterprise Security	Technical Skills	Security	1	73	0.002%	12	0.003%	0.001%	37.524%
1281	Medical software	Technical Skills	Business applications	9	26,721	0.696%	5,746	1.251%	0.556%	79.901%
1452	Mesos	Technical Skills	Security	1	2,943	0.077%	692	0.151%	0.074%	96.714%
1517	Metadata analysis	Technical Skills	Security	1	244	0.006%	66	0.014%	0.008%	126.295%
1555	Micro Focus	Technical Skills	Security	1	2,580	0.067%	434	0.095%	0.027%	40.731%
1433	Micro-segmentation	Technical Skills	Security	1	388	0.010%	232	0.051%	0.040%	400.237%
115	Microsoft databases	Technical Skills	Information mgmt	5	537,719	13.998%	36,694	7.992%	-6.007%	-42.910%
119	Microsoft operating systems	Technical Skills	Business applications	4	755,652	19.672%	60,821	13.246%	-6.425%	-32.663%
1518	MITRE	Technical Skills	Security	1	6,675	0.174%	957	0.208%	0.035%	19.945%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	23,337	0.608%	1,914	0.417%	-0.191%	-31.385%
1581	Mobile security	Technical Skills	Security	2	3,240	0.084%	465	0.101%	0.017%	20.068%
1431	Multi-Factor Authentication	Technical Skills	Security	3	5,107	0.133%	1,883	0.410%	0.277%	208.464%
625	Multimedia	Technical Skills	Business applications	1	31,124	0.810%	2,220	0.483%	-0.327%	-40.327%
1362	MySpace	Technical Skills	Social Networking	1	3,922	0.102%	28	0.006%	-0.096%	-94.027%
1471	NERC	Technical Skills	Security	1	4,207	0.110%	813	0.177%	0.068%	61.673%
1548	NetWitness	Technical Skills	Security	1	621	0.016%	130	0.028%	0.012%	75.134%
1499	Network Access Control	Technical Skills	Security	2	8,383	0.218%	1,070	0.233%	0.015%	6.784%
74	Network administration	Technical Skills	Hardware	17	557,075	14.502%	210,054	45.748%	31.246%	215.455%
1282	Network Administration software	Technical Skills	Network	18	195,229	5.082%	23,439	5.105%	0.022%	0.442%
1519	Network discovery	Technical Skills	Security	1	550	0.014%	135	0.029%	0.015%	105.348%
1283	Network Hardware	Technical Skills	Network	11	140,928	3.669%	13,716	2.987%	-0.682%	-18.576%
1284	Network Monitoring software	Technical Skills	Network	15	103,504	2.694%	11,225	2.445%	-0.250%	-9.270%
1059	Network operation system software (NOS)	Technical Skills	Network	2	4,170	0.109%	349	0.076%	-0.033%	-29.982%
1369	Network Security	Technical Skills	Information mgmt	1	23,926	0.623%	2,085	0.454%	-0.169%	-27.095%
1122	Network security	Technical Skills	Security	1	118,881	3.095%	12,297	2.678%	-0.417%	-13.462%
1285	Network Security software	Technical Skills	Security	37	283,321	7.376%	39,316	8.563%	1.187%	16.094%
1503	Network Segmentation	Technical Skills	Network	1	1,456	0.038%	405	0.088%	0.050%	132.709%
1286	Network software	Technical Skills	Network	6	249,039	6.483%	188,305	41.011%	34.528%	532.578%
1287	Network Testing	Technical Skills	Network	11	59,971	1.561%	6,621	1.442%	-0.119%	-7.636%
1521	Next Generation Firewall	Technical Skills	Security	2	1,382	0.036%	456	0.099%	0.063%	176.043%
1458	NIST	Technical Skills	Security	1	35,019	0.912%	10,460	2.278%	1.366%	149.889%
1065	Novell network software	Technical Skills	Network	2	4,370	0.114%	65	0.014%	-0.100%	-87.556%
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	105,421	2.744%	4,933	1.074%	-1.670%	-60.853%
41	Object Oriented Programming	Technical Skills	Software development	5	506,394	13.183%	38,647	8.417%	-4.766%	-36.152%
1288	Office Applications	Technical Skills	Business applications	13	484,762	12.620%	61,915	13.485%	0.865%	6.853%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	40,422	1.052%	1,729	0.377%	-0.676%	-64.215%
116	Open-source databases	Technical Skills	Information mgmt	4	240,192	6.253%	24,384	5.311%	-0.942%	-15.069%
118	Open-source operating systems	Technical Skills	Business applications	8	670,377	17.452%	65,684	14.305%	-3.146%	-18.029%
56	Operating Systems	Technical Skills	Business applications	3	365,729	9.521%	42,337	9.221%	-0.300%	-3.154%
1482	Operational Technology	Technical Skills	Security	1	6,716	0.175%	1,560	0.340%	0.165%	94.327%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	2,595	0.068%	501	0.109%	0.042%	61.518%
117	Oracle databases	Technical Skills	Information mgmt	1	606,856	15.798%	38,018	8.280%	-7.518%	-47.589%
1529	Orchestration & Automation	Technical Skills	Security	1	608	0.016%	262	0.057%	0.041%	260.510%
1488	PaaS	Technical Skills	Security	1	19,347	0.504%	6,390	1.392%	0.888%	176.317%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,218	0.084%	20	0.004%	-0.079%	-94.800%
1522	Panorama	Technical Skills	Security	1	849	0.022%	212	0.046%	0.024%	108.905%
1466	Payment Card Industry	Technical Skills	Security	1	41,536	1.081%	7,186	1.565%	0.484%	44.738%
1376	Penetration Testing	Technical Skills	Information mgmt	5	115,176	2.998%	23,775	5.178%	2.180%	72.694%
1527	Personal Healthcare Information	Technical Skills	Security	1	3,521	0.092%	1,065	0.232%	0.140%	153.048%
1528	Personally Identifiable Information	Technical Skills	Security	1	4,415	0.115%	1,330	0.290%	0.175%	152.023%
1289	Physical Tools	Technical Skills	Hardware	1	312	0.008%	60	0.013%	0.005%	60.885%
683	Point of sale (POS)	Technical Skills	Business applications	3	22,642	0.589%	2,813	0.613%	0.023%	3.938%
1525	Policy Decision Point	Technical Skills	Security	1	1,016	0.026%	177	0.039%	0.012%	45.747%
1526	Policy Enforcement Point	Technical Skills	Security	1	1,014	0.026%	135	0.029%	0.003%	11.382%
686	Polka	Technical Skills	Business applications	1	1,312	0.034%	720	0.157%	0.123%	359.112%
931	Printers	Technical Skills	Hardware	4	39,694	1.033%	8,389	1.827%	0.794%	76.809%
1430	Privileged Account Management	Technical Skills	Security	2	4,423	0.115%	1,007	0.219%	0.104%	90.473%
43	Programming	Technical Skills	Software development	1	1,090,291	28.383%	119,742	26.079%	-2.305%	-8.119%
700	Provisioning	Technical Skills	Business applications	1	58,899	1.533%	8,800	1.917%	0.383%	24.996%
1545	QRadar	Technical Skills	Security	1	1,871	0.049%	493	0.107%	0.059%	120.441%
1531	Quality of Service	Technical Skills	Security	1	35,119	0.914%	3,729	0.812%	-0.102%	-11.168%
1405	Rapid Application Development	Technical Skills	Software development	2	19,483	0.507%	767	0.167%	-0.340%	-67.065%
1553	Rapid7	Technical Skills	Security	1	1,061	0.028%	272	0.059%	0.032%	114.473%
1258	Rate Control	Technical Skills	Technical applications	1	198	0.005%	9	0.002%	-0.003%	-61.973%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	40,548	1.056%	502	0.109%	-0.946%	-89.643%
1077	Remote control software	Technical Skills	Network	2	3,845	0.100%	567	0.123%	0.023%	23.369%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,291	0.060%	163	0.035%	-0.024%	-40.477%
1379	Risk Analysis	Technical Skills	Information mgmt	1	24,707	0.643%	3,738	0.814%	0.171%	26.572%
1262	Robotics	Technical Skills	Hardware	3	29,407	0.766%	8,909	1.940%	1.175%	153.453%
1532	Role-Based Access Control	Technical Skills	Security	3	4,912	0.128%	928	0.202%	0.074%	58.055%
1318	RSA	Technical Skills	Security	1	15,943	0.415%	972	0.212%	-0.203%	-48.995%
1489	SaaS	Technical Skills	Security	1	96,670	2.517%	19,962	4.348%	1.831%	72.756%
1429	SASE	Technical Skills	Security	2	594	0.015%	238	0.052%	0.036%	235.205%
1533	SCCM	Technical Skills	Security	1	17,955	0.467%	3,772	0.822%	0.354%	75.754%
44	SDLC	Technical Skills	Software development	7	499,734	13.009%	53,296	11.607%	-1.402%	-10.777%
1500	SecOps	Technical Skills	Security	2	6,108	0.159%	4,716	1.027%	0.868%	545.944%
1537	Secure SDLC	Technical Skills	Security	1	24,676	0.642%	337	0.073%	-0.569%	-88.575%
1132	Secure shell (SSH)	Technical Skills	Security	1	354	0.009%	17	0.004%	-0.006%	-59.824%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	50,992	1.327%	4,684	1.020%	-0.307%	-23.152%
1569	Secure Web Gateway	Technical Skills	Security	1	6,907	0.180%	81	0.018%	-0.162%	-90.189%
76	Security	Technical Skills	Hardware	4	2,417,832	62.943%	183,911	40.054%	-22.889%	-36.364%
1382	Security Audit	Technical Skills	Information mgmt	1	3,804	0.099%	425	0.093%	-0.006%	-6.531%
1315	Security Clearance	Technical Skills	Misc	2	311,013	8.097%	57,345	12.489%	4.393%	54.254%
1477	Security Frameworks	Technical Skills	Security	1	7,989	0.208%	2,160	0.470%	0.262%	126.194%
1540	Security Information and Event Management	Technical Skills	Security	1	17,304	0.450%	4,934	1.075%	0.624%	138.546%
1584	Security Information Management	Technical Skills	Security	1	6,246	0.163%	497	0.108%	-0.054%	-33.431%
1567	Security Operations Center	Technical Skills	Security	1	23,842	0.621%	6,966	1.517%	0.896%	144.433%
1381	Security Plan	Technical Skills	Information mgmt	1	3,487	0.091%	816	0.178%	0.087%	95.775%
1380	Security Policy	Technical Skills	Information mgmt	2	64,264	1.673%	11,451	2.494%	0.821%	49.072%
1457	Security Standards	Technical Skills	Security	1	34,537	0.899%	6,916	1.506%	0.607%	67.529%
1135	Security testing software	Technical Skills	Security	1	12,818	0.334%	2,376	0.517%	0.184%	55.077%
1550	Securonix	Technical Skills	Security	1	151	0.004%	55	0.012%	0.008%	204.723%
1538	Segmentation	Technical Skills	Security	1	15,541	0.405%	3,936	0.857%	0.453%	111.883%
60	Sharepoint Server	Technical Skills	Business applications	1	12,083	0.315%	311	0.068%	-0.247%	-78.467%
1084	Signal generators	Technical Skills	Network	1	1,328	0.035%	530	0.115%	0.081%	233.886%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	33,476	0.871%	1,987	0.433%	-0.439%	-50.343%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	155,476	4.047%	12,788	2.785%	-1.262%	-31.189%
1220	Simulation software	Technical Skills	Software development	5	73,578	1.915%	13,183	2.871%	0.956%	49.895%
1568	Single Sign-On	Technical Skills	Security	3	27,178	0.708%	3,962	0.863%	0.155%	21.960%
1558	SOAR	Technical Skills	Security	1	1,702	0.044%	526	0.115%	0.070%	158.551%
1475	SOC 2	Technical Skills	Security	1	3,251	0.085%	1,614	0.352%	0.267%	315.343%
1366	Social Network	Technical Skills	Social Networking	1	12,547	0.327%	679	0.148%	-0.179%	-54.726%
1358	Social Networking	Technical Skills	Social Networking	1	19,524	0.508%	794	0.173%	-0.335%	-65.977%
1534	Software Defined Network	Technical Skills	Security	2	6,328	0.165%	1,837	0.400%	0.235%	142.864%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	2,014	0.052%	1,295	0.282%	0.230%	437.936%
42	Software Development	Technical Skills	Software development	2	1,005,301	26.171%	109,720	23.896%	-2.275%	-8.692%
1291	Software Development software	Technical Skills	Software development	3	6,386	0.166%	245	0.053%	-0.113%	-67.904%
1309	Software Engineering	Technical Skills	Software development	1	619,492	16.127%	79,855	17.392%	1.265%	7.842%
1292	Software Installation	Technical Skills	Software development	4	481,079	12.524%	69,581	15.154%	2.630%	21.002%
1223	Software libraries	Technical Skills	Software development	1	1,728	0.045%	270	0.059%	0.014%	30.719%
1293	Software Maintenance	Technical Skills	Software development	1	29,759	0.775%	2,202	0.480%	-0.295%	-38.096%
1294	Software Testing	Technical Skills	Software development	14	471,197	12.267%	62,135	13.532%	1.266%	10.320%
1225	Source code management (SCM)	Technical Skills	Software development	5	163,708	4.262%	19,713	4.293%	0.032%	0.740%
1541	Splunk	Technical Skills	Security	1	25,792	0.671%	8,567	1.866%	1.194%	177.884%
1229	Static analysis software	Technical Skills	Software development	1	4,265	0.111%	652	0.142%	0.031%	27.894%
772	Statistical analysis software	Technical Skills	Business applications	27	328,451	8.550%	61,385	13.369%	4.819%	56.355%
774	Statistical software	Technical Skills	Business applications	1	168,301	4.381%	38,865	8.464%	4.083%	93.193%
1230	Stress testing software	Technical Skills	Software development	1	10,036	0.261%	796	0.173%	-0.088%	-33.645%
1547	sumo logic	Technical Skills	Security	1	1,137	0.030%	433	0.094%	0.065%	218.601%
122	Sun operating systems	Technical Skills	Business applications	3	142,013	3.697%	3,879	0.845%	-2.852%	-77.149%
939	Surveillance systems	Technical Skills	Hardware	5	39,497	1.028%	8,097	1.763%	0.735%	71.506%
1564	Swimlane	Technical Skills	Security	1	98	0.003%	45	0.010%	0.007%	284.155%
791	Symantec software	Technical Skills	Business applications	1	25,739	0.670%	1,101	0.240%	-0.430%	-64.214%
1355	Symbian	Technical Skills	Mobile Platforms	1	120	0.003%	4	0.001%	-0.002%	-72.113%
1310	System Administration	Technical Skills	Network	4	249,030	6.483%	24,671	5.373%	-1.110%	-17.119%
45	System Testing	Technical Skills	Software development	5	87,808	2.286%	10,378	2.260%	-0.026%	-1.122%
46	Systems Analysis	Technical Skills	Software development	8	321,529	8.370%	35,538	7.740%	-0.630%	-7.532%
47	Systems Design	Technical Skills	Software development	1	55,648	1.449%	6,222	1.355%	-0.094%	-6.459%
1233	Systems Evaluation	Technical Skills	Software development	1	512	0.013%	158	0.034%	0.021%	158.171%
1234	Systems integration	Technical Skills	Software development	8	167,706	4.366%	9,978	2.173%	-2.193%	-50.225%
75	TCP/IP	Technical Skills	Hardware	3	217,068	5.651%	17,561	3.825%	-1.826%	-32.318%
1235	Technology Design	Technical Skills	Software development	1	3,685	0.096%	571	0.124%	0.028%	29.634%
1236	Templates	Technical Skills	Software development	1	60,168	1.566%	7,729	1.683%	0.117%	7.468%
1239	Test implementation	Technical Skills	Software development	1	2,083	0.054%	492	0.107%	0.053%	97.604%
1302	Testing	Technical Skills	Software development	1	1,273,592	33.155%	165,533	36.052%	2.897%	8.736%
1435	Threat Intelligence	Technical Skills	Security	1	7,029	0.183%	2,689	0.586%	0.403%	220.050%
1561	ThreatConnect	Technical Skills	Security	1	263	0.007%	41	0.009%	0.002%	30.421%
1571	Traffic Analysis	Technical Skills	Security	1	4,518	0.118%	631	0.137%	0.020%	16.843%
1570	Traffic Capture	Technical Skills	Security	1	151	0.004%	10	0.002%	-0.002%	-44.596%
1297	Training software	Technical Skills	Business applications	3	3,028	0.079%	346	0.075%	-0.003%	-4.404%
57	Transaction Processing Systems	Technical Skills	Business applications	4	5,017	0.131%	441	0.096%	-0.035%	-26.462%
1360	Twitter	Technical Skills	Social Networking	1	52,226	1.360%	7,141	1.555%	0.196%	14.391%
1411	Unified Process	Technical Skills	Software development	1	8,937	0.233%	60	0.013%	-0.220%	-94.383%
123	UNIX operating systems	Technical Skills	Business applications	5	564,184	14.687%	30,464	6.635%	-8.052%	-54.826%
1298	UNIX Shells	Technical Skills	Business applications	4	134,913	3.512%	9,762	2.126%	-1.386%	-39.465%
1410	Use Case	Technical Skills	Software development	1	27,711	0.721%	2,733	0.595%	-0.126%	-17.490%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	214	0.006%	126	0.027%	0.022%	392.580%
1572	User Behavior Analytics	Technical Skills	Security	1	307	0.008%	140	0.030%	0.022%	281.513%
48	User-Interface Design	Technical Skills	Software development	2	261,699	6.813%	28,143	6.129%	-0.683%	-10.032%
836	Video creation and editing software	Technical Skills	Business applications	3	16,552	0.431%	1,887	0.411%	-0.020%	-4.624%
1574	Virtual Machine	Technical Skills	Security	1	23,201	0.604%	3,401	0.741%	0.137%	22.637%
840	Visual Color Discrimination	Technical Skills	Business applications	2	276	0.007%	192	0.042%	0.035%	481.985%
64	Visual Studio	Technical Skills	Software development	1	136,776	3.561%	9,408	2.049%	-1.512%	-42.455%
843	Voice dictation & recognition	Technical Skills	Business applications	2	5,727	0.149%	1,056	0.230%	0.081%	54.261%
77	Voice/Data Telecom	Technical Skills	Hardware	10	263,393	6.857%	24,417	5.318%	-1.539%	-22.445%
1575	Vulnerability Management	Technical Skills	Security	1	15,752	0.410%	4,266	0.929%	0.519%	126.571%
1583	Vulnerability Testing	Technical Skills	Security	1	4,237	0.110%	669	0.146%	0.035%	32.095%
1577	Web Application Firewall	Technical Skills	Security	1	3,232	0.084%	1,013	0.221%	0.136%	162.215%
1299	Web Application Server	Technical Skills	Business applications	8	161,956	4.216%	4,802	1.046%	-3.170%	-75.195%
1248	Web platform development software	Technical Skills	Software development	5	9,927	0.258%	102	0.022%	-0.236%	-91.404%
65	web programmer	Technical Skills	Software development	4	42,218	1.099%	2,781	0.606%	-0.493%	-44.891%
1579	Web proxy	Technical Skills	Security	1	1,641	0.043%	310	0.068%	0.025%	58.042%
58	Web servers	Technical Skills	Business applications	6	283,850	7.389%	17,542	3.820%	-3.569%	-48.298%
49	Web-based Application Development	Technical Skills	Software development	2	200,609	5.222%	12,762	2.779%	-2.443%	-46.778%
1356	Windows CE	Technical Skills	Mobile Platforms	4	21,660	0.564%	285	0.062%	-0.502%	-88.992%
1102	Wireless	Technical Skills	Network	5	162,416	4.228%	17,383	3.786%	-0.442%	-10.460%
1363	YouTube	Technical Skills	Social Networking	2	12,688	0.330%	2,930	0.638%	0.308%	93.194%
1524	Zero Trust	Technical Skills	Security	1	657	0.017%	449	0.098%	0.081%	471.743%
79	.NET	Programming Skills	Current	1	429,308	11.176%	26,698	5.815%	-5.361%	-47.973%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	150	0.004%	32	0.007%	0.003%	78.476%
209	A programming language (APL)	Programming Skills	Legacy	2	6,635	0.173%	996	0.217%	0.044%	25.585%
99	Ada	Programming Skills	Legacy	1	21,562	0.561%	7,115	1.550%	0.988%	176.061%
80	AJAX	Programming Skills	Current	1	220,567	5.742%	6,064	1.321%	-4.421%	-76.999%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	105	0.003%	15	0.003%	0.001%	19.515%
192	Apple AppleScript	Programming Skills	Current	1	610	0.016%	29	0.006%	-0.010%	-60.227%
81	ASP	Programming Skills	Current	2	284,231	7.399%	13,094	2.852%	-4.548%	-61.459%
108	Assembly	Programming Skills	Legacy	2	10,533	0.274%	519	0.113%	-0.161%	-58.777%
211	AWK	Programming Skills	Legacy	1	8,073	0.210%	312	0.068%	-0.142%	-67.667%
83	C#	Programming Skills	Current	2	454,182	11.824%	42,256	9.203%	-2.621%	-22.164%
82	C/C++	Programming Skills	Current	3	828,671	21.573%	213,422	46.481%	24.909%	115.465%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	349,928	9.110%	31,513	6.863%	-2.246%	-24.659%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	970	0.025%	55	0.012%	-0.013%	-52.564%
84	CGI	Programming Skills	Current	2	27,375	0.713%	1,203	0.262%	-0.451%	-63.235%
217	Clipper	Programming Skills	Legacy	1	640	0.017%	19	0.004%	-0.013%	-75.163%
218	CLU	Programming Skills	Legacy	1	222	0.006%	22	0.005%	-0.001%	-17.093%
100	Cobol	Programming Skills	Legacy	1	27,736	0.722%	1,696	0.369%	-0.353%	-48.843%
85	ColdFusion	Programming Skills	Current	2	22,516	0.586%	616	0.134%	-0.452%	-77.112%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	481	0.013%	45	0.010%	-0.003%	-21.731%
195	Component object model (COM)	Programming Skills	Current	1	553	0.014%	11	0.002%	-0.012%	-83.359%
125	Database programming	Programming Skills	Current	3	92,456	2.407%	4,031	0.878%	-1.529%	-63.525%
1501	DevOps	Programming Skills	Misc	1	72,546	1.889%	32,500	7.078%	5.190%	274.792%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,466	0.142%	87	0.019%	-0.123%	-86.684%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	23,119	0.602%	990	0.216%	-0.386%	-64.175%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	6,698	0.174%	634	0.138%	-0.036%	-20.811%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	38,614	1.005%	926	0.202%	-0.804%	-79.937%
109	Forth	Programming Skills	Legacy	1	15,423	0.402%	3,948	0.860%	0.458%	114.155%
102	Fortran	Programming Skills	Legacy	1	6,919	0.180%	814	0.177%	-0.003%	-1.576%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	686,513	17.872%	47,354	10.313%	-7.559%	-42.293%
222	J	Programming Skills	Legacy	1	15,523	0.404%	1,964	0.428%	0.024%	5.849%
87	Java/J2EE/J2P	Programming Skills	Current	4	965,859	25.144%	92,280	20.098%	-5.046%	-20.069%
97	JavaScript	Programming Skills	Current	3	577,744	15.040%	59,859	13.037%	-2.004%	-13.321%
89	JavaServer Faces	Programming Skills	Current	3	33,078	0.861%	974	0.212%	-0.649%	-75.366%
88	JavaServer Pages	Programming Skills	Current	3	139,391	3.629%	3,646	0.794%	-2.835%	-78.117%
223	Job control language (JCL)	Programming Skills	Legacy	2	16,195	0.422%	1,083	0.236%	-0.186%	-44.054%
126	LAMP	Programming Skills	Current	1	39,418	1.026%	1,018	0.222%	-0.804%	-78.394%
104	Lisp	Programming Skills	Legacy	1	2,610	0.068%	146	0.032%	-0.036%	-53.201%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	3,726	0.097%	1,047	0.228%	0.131%	135.084%
201	Microsoft ActiveX	Programming Skills	Current	1	5,187	0.135%	45	0.010%	-0.125%	-92.742%
107	Pascal	Programming Skills	Legacy	1	1,700	0.044%	67	0.015%	-0.030%	-67.028%
90	Perl	Programming Skills	Current	1	288,333	7.506%	16,597	3.615%	-3.891%	-51.843%
91	PHP	Programming Skills	Current	1	171,670	4.469%	11,812	2.573%	-1.896%	-42.436%
103	PL/1	Programming Skills	Legacy	3	720	0.019%	101	0.022%	0.003%	17.357%
105	Prolog	Programming Skills	Legacy	1	1,561	0.041%	40	0.009%	-0.032%	-78.562%
95	Python	Programming Skills	Current	1	375,309	9.770%	92,776	20.206%	10.435%	106.808%
227	R	Programming Skills	Current	1	358,947	9.344%	205,636	44.786%	35.441%	379.279%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	46,080	1.200%	960	0.209%	-0.991%	-82.571%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	123,092	3.204%	14,485	3.155%	-0.050%	-1.552%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	2,007	0.052%	160	0.035%	-0.017%	-33.305%
206	Scripting languages	Programming Skills	Current	1	100,400	2.614%	13,570	2.955%	0.342%	13.075%
101	Smalltalk	Programming Skills	Legacy	1	1,029	0.027%	27	0.006%	-0.021%	-78.048%
92	SQL	Programming Skills	Current	3	1,225,093	31.893%	109,731	23.898%	-7.994%	-25.066%
110	TCL	Programming Skills	Legacy	1	18,865	0.491%	1,256	0.274%	-0.218%	-44.300%
98	Unified Modeling Language	Programming Skills	Current	2	106,763	2.779%	3,766	0.820%	-1.959%	-70.489%
93	Visual Basic	Programming Skills	Current	6	243,917	6.350%	11,881	2.588%	-3.762%	-59.250%
207	Web service definition language (WSDL)	Programming Skills	Current	2	29,431	0.766%	1,205	0.262%	-0.504%	-65.747%
94	XML	Programming Skills	Current	2	467,602	12.173%	20,842	4.539%	-7.634%	-62.711%
1342	Computer Science	Majors	Computer Science	2	3,726,735	97.017%	448,477	97.674%	0.657%	0.677%
1344	Information Technology	Majors	Information Technology	3	988,877	25.743%	111,568	24.299%	-1.445%	-5.612%
1343	Management Information Systems	Majors	Management Information Systems	9	1,010,441	26.305%	142,727	31.085%	4.780%	18.172%

IT Degrees

Information Technology	2021-08-12	Jobs Found:	1,968,637	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	7,528	0.382%	2,019	0.811%	0.428%	111.971%
2	Attention to Details	Soft Skills	Problem-solving skills	2	6,084	0.309%	1,194	0.479%	0.170%	55.108%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	15,034	0.764%	2,734	1.098%	0.334%	43.729%
231	Cooperation	Soft Skills	Interpersonal skills	1	20,754	1.054%	3,746	1.504%	0.450%	42.655%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	8,694	0.442%	2,013	0.808%	0.367%	82.997%
3	Creativity	Soft Skills	Problem-solving skills	4	61,919	3.145%	12,239	4.914%	1.768%	56.222%
4	Critical thinking	Soft Skills	Problem-solving skills	3	37,689	1.914%	10,504	4.217%	2.303%	120.272%
1300	Flexibility	Soft Skills	Work ethic	1	128,235	6.514%	17,453	7.007%	0.493%	7.568%
232	Independence	Soft Skills	Interpersonal skills	1	13,290	0.675%	2,804	1.126%	0.451%	66.753%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	267,965	13.612%	45,874	18.417%	4.805%	35.303%
256	Innovation	Soft Skills	Problem-solving skills	1	176,954	8.989%	39,356	15.800%	6.812%	75.780%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	267,096	13.568%	47,500	19.070%	5.502%	40.555%
1422	Internship	Soft Skills	Work ethic	3	63,747	3.238%	7,200	2.891%	-0.348%	-10.733%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,922	0.098%	530	0.213%	0.115%	117.943%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	164,708	8.367%	35,012	14.056%	5.690%	68.005%
10	Leadership	Soft Skills	Interpersonal skills	1	469,223	23.835%	81,354	32.661%	8.826%	37.031%
258	Learning	Soft Skills	Problem-solving skills	1	220,523	11.202%	39,261	15.762%	4.560%	40.711%
1	Learning Ability	Soft Skills	Problem-solving skills	3	35,155	1.786%	7,425	2.981%	1.195%	66.928%
236	Listening	Soft Skills	Language skills	1	64,965	3.300%	7,260	2.915%	-0.385%	-11.676%
260	Mathematics	Soft Skills	Problem-solving skills	3	70,350	3.574%	15,299	6.142%	2.569%	71.877%
261	Memorization	Soft Skills	Problem-solving skills	2	200	0.010%	23	0.009%	-0.001%	-9.110%
18	Negotiation Skills	Soft Skills	Language skills	1	20,908	1.062%	2,399	0.963%	-0.099%	-9.315%
262	Optimization	Soft Skills	Problem-solving skills	1	82,859	4.209%	12,871	5.167%	0.958%	22.770%
19	Oral Communications	Soft Skills	Language skills	5	37,457	1.903%	6,432	2.582%	0.680%	35.717%
273	Persistence	Soft Skills	Work ethic	1	4,983	0.253%	804	0.323%	0.070%	27.522%
239	Persuasion	Soft Skills	Language skills	1	4,264	0.217%	909	0.365%	0.148%	68.487%
1301	Physical Skill	Soft Skills	Work ethic	2	5,086	0.258%	1,913	0.768%	0.510%	197.275%
240	Presentations	Soft Skills	Language skills	1	117,037	5.945%	22,248	8.932%	2.987%	50.241%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	310,901	15.793%	56,120	22.531%	6.738%	42.664%
20	Questioning skills	Soft Skills	Language skills	1	691	0.035%	155	0.062%	0.027%	77.286%
241	Reading Comprehension	Soft Skills	Language skills	1	1,057	0.054%	247	0.099%	0.045%	84.689%
6	Research skills	Soft Skills	Problem-solving skills	1	4,180	0.212%	741	0.297%	0.085%	40.108%
15	Responsibility	Soft Skills	Work ethic	2	211,987	10.768%	37,880	15.208%	4.440%	41.228%
234	Self Control	Soft Skills	Interpersonal skills	1	335	0.017%	156	0.063%	0.046%	268.044%
11	Self-esteem	Soft Skills	Interpersonal skills	1	107	0.005%	23	0.009%	0.004%	69.888%
16	Self-management	Soft Skills	Work ethic	1	2,511	0.128%	698	0.280%	0.153%	119.699%
250	Stress Tolerance	Soft Skills	Physical skills	1	843	0.043%	417	0.167%	0.125%	290.956%
12	Teamwork	Soft Skills	Interpersonal skills	1	99,017	5.030%	19,605	7.871%	2.841%	56.487%
17	Time Management	Soft Skills	Work ethic	2	73,357	3.726%	13,894	5.578%	1.852%	49.694%
268	Visualization	Soft Skills	Problem-solving skills	1	21,406	1.087%	6,298	2.528%	1.441%	132.534%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,704	0.087%	516	0.207%	0.121%	139.332%
21	Written Communications	Soft Skills	Language skills	5	299,328	15.205%	45,926	18.438%	3.233%	21.264%
172	Account management	Business Skills	Management skills	1	21,004	1.067%	2,936	1.179%	0.112%	10.478%
22	Accounting	Business Skills	Business processes	4	354,696	18.017%	21,727	8.723%	-9.295%	-51.587%
1263	Accounting software	Business Skills	Business processes	8	44,168	2.244%	1,141	0.458%	-1.786%	-79.583%
174	Administration	Business Skills	Management skills	3	619,696	31.478%	73,526	29.519%	-1.960%	-6.226%
1313	Analyst	Business Skills	Project management	1	387,836	19.701%	46,960	18.853%	-0.848%	-4.303%
175	Application management	Business Skills	Management skills	5	135,595	6.888%	21,193	8.508%	1.621%	23.529%
150	Asset management	Business Skills	Business processes	1	33,220	1.687%	5,808	2.332%	0.644%	38.181%
151	Auditing	Business Skills	Business processes	5	170,378	8.655%	24,345	9.774%	1.119%	12.932%
1264	Auditing software	Business Skills	Business processes	1	151	0.008%	3	0.001%	-0.006%	-84.298%
152	Billing	Business Skills	Business processes	1	73,040	3.710%	5,615	2.254%	-1.456%	-39.241%
153	Bills of Lading	Business Skills	Business processes	1	55	0.003%	16	0.006%	0.004%	129.920%
1314	Business Analyst	Business Skills	Project management	1	147,457	7.490%	11,691	4.694%	-2.797%	-37.338%
35	Business Intelligence	Business Skills	Strategy skills	1	79,445	4.036%	8,354	3.354%	-0.682%	-16.891%
155	Business performance management (BPM)	Business Skills	Business processes	2	11,631	0.591%	1,078	0.433%	-0.158%	-26.748%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	29,397	1.493%	1,310	0.526%	-0.967%	-64.780%
36	Business Strategy	Business Skills	Strategy skills	3	467,838	23.765%	84,883	34.078%	10.313%	43.399%
182	Calendar and scheduling	Business Skills	Project management	3	91,891	4.668%	15,817	6.350%	1.682%	36.041%
156	Capacity planning	Business Skills	Business processes	1	33,023	1.677%	3,495	1.403%	-0.274%	-16.353%
28	Change Management	Business Skills	Management skills	1	96,971	4.926%	16,696	6.703%	1.777%	36.079%
183	Content workflow	Business Skills	Project management	1	64	0.003%	6	0.002%	-0.001%	-25.905%
24	Contracting and legal	Business Skills	Business processes	2	223,143	11.335%	26,859	10.783%	-0.552%	-4.868%
176	Coordination	Business Skills	Management skills	1	128,291	6.517%	25,829	10.370%	3.853%	59.122%
157	Cost accounting	Business Skills	Business processes	1	4,246	0.216%	572	0.230%	0.014%	6.472%
158	Cost estimation	Business Skills	Business processes	1	1,951	0.099%	319	0.128%	0.029%	29.227%
1312	Customer Support	Business Skills	Business processes	6	434,281	22.060%	62,757	25.195%	3.135%	14.212%
1339	Education	Business Skills	Industry Segment	1	30,688	1.559%	7,696	3.090%	1.531%	98.206%
1333	Energy	Business Skills	Industry Segment	1	98,845	5.021%	15,178	6.094%	1.073%	21.361%
1340	Entertainment	Business Skills	Industry Segment	1	172,268	8.751%	2,161	0.868%	-7.883%	-90.086%
1319	Environmental	Business Skills	Environmental	16	145,538	7.393%	15,560	6.247%	-1.146%	-15.501%
1320	Environmental Strategy	Business Skills	Environmental	13	16,514	0.839%	7,642	3.068%	2.229%	265.742%
161	Financial	Business Skills	Business processes	2	695,920	35.350%	129,389	51.946%	16.596%	46.946%
1275	Financial Analysis software	Business Skills	Business processes	8	3,112	0.158%	375	0.151%	-0.008%	-4.762%
1332	Health Care	Business Skills	Industry Segment	2	477,550	24.258%	41,836	16.796%	-7.462%	-30.761%
1341	Hospitality	Business Skills	Industry Segment	4	292,174	14.841%	41,081	16.493%	1.651%	11.127%
177	Human resources	Business Skills	Management skills	2	284,885	14.471%	24,240	9.732%	-4.740%	-32.751%
1336	Insurance	Business Skills	Industry Segment	1	11,630	0.591%	1,242	0.499%	-0.092%	-15.596%
1316	Managing/Supervision	Business Skills	Management skills	6	1,304,176	66.248%	151,409	60.786%	-5.461%	-8.244%
1334	Manufacturing	Business Skills	Industry Segment	2	232,274	11.799%	15,429	6.194%	-5.604%	-47.500%
26	Marketing	Business Skills	Business processes	1	332,724	16.901%	19,831	7.962%	-8.940%	-52.894%
185	Monitoring	Business Skills	Project management	1	248,378	12.617%	49,245	19.770%	7.154%	56.700%
179	Negotiation	Business Skills	Management skills	1	85,244	4.330%	12,317	4.945%	0.615%	14.199%
163	Operation and Control	Business Skills	Business processes	3	1,737	0.088%	343	0.138%	0.049%	56.068%
29	Outsourcing Management	Business Skills	Management skills	3	104,345	5.300%	4,103	1.647%	-3.653%	-68.922%
167	Procurement	Business Skills	Business processes	1	95,963	4.875%	11,883	4.771%	-0.104%	-2.132%
1290	Project Management software	Business Skills	Project management	3	61,120	3.105%	5,440	2.184%	-0.921%	-29.655%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	395,616	20.096%	54,859	22.024%	1.928%	9.596%
168	Quality	Business Skills	Business processes	1	602,234	30.591%	92,960	37.321%	6.729%	21.997%
1337	Real Estate	Business Skills	Industry Segment	2	172,921	8.784%	2,476	0.994%	-7.790%	-88.683%
1335	Retail	Business Skills	Industry Segment	2	476,696	24.215%	28,946	11.621%	-12.594%	-52.008%
34	Risk Management	Business Skills	Project management	1	88,769	4.509%	20,448	8.209%	3.700%	82.058%
169	Service Orientation	Business Skills	Business processes	1	16,820	0.854%	2,586	1.038%	0.184%	21.513%
27	Supply Chain Management	Business Skills	Business processes	3	94,326	4.791%	8,954	3.595%	-1.197%	-24.975%
1295	Supply Chain Management software	Business Skills	Business processes	4	4,023	0.204%	449	0.180%	-0.024%	-11.790%
178	Teaching	Business Skills	Management skills	7	246,461	12.519%	17,129	6.877%	-5.643%	-45.071%
190	Timekeeping	Business Skills	Project management	3	91,720	4.659%	6,992	2.807%	-1.852%	-39.750%
1296	Timekeeping software	Business Skills	Project management	1	2,782	0.141%	502	0.202%	0.060%	42.615%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,813	0.092%	172	0.069%	-0.023%	-25.019%
180	Troubleshooting	Business Skills	Management skills	1	244,891	12.440%	43,637	17.519%	5.079%	40.832%
181	Verification	Business Skills	Management skills	1	76,082	3.865%	16,268	6.531%	2.666%	68.994%
1338	Waste Management	Business Skills	Industry Segment	1	1,677	0.085%	181	0.073%	-0.013%	-14.697%
191	Workflow	Business Skills	Project management	1	88,629	4.502%	15,095	6.060%	1.558%	34.610%
31	Working Globally	Business Skills	Management skills	3	9,730	0.494%	187	0.075%	-0.419%	-84.810%
32	Working with Virtual Teams	Business Skills	Management skills	2	3,773	0.192%	584	0.234%	0.043%	22.334%
51	4GL	Technical Skills	Software development	3	1,878	0.095%	157	0.063%	-0.032%	-33.927%
1510	Access Control	Technical Skills	Security	1	24,003	1.219%	4,839	1.943%	0.723%	59.335%
987	Access servers & software	Technical Skills	Network	10	64,890	3.296%	8,526	3.423%	0.127%	3.845%
38	Agile Development Methods	Technical Skills	Software development	13	90,989	4.622%	21,376	8.582%	3.960%	85.677%
304	Algorithmic software	Technical Skills	Business applications	1	11	0.001%	3	0.001%	0.001%	115.550%
1546	Alienvault	Technical Skills	Security	1	168	0.009%	97	0.039%	0.030%	356.333%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	1,588	0.081%	219	0.088%	0.007%	8.997%
1352	Android	Technical Skills	Mobile Platforms	3	15,511	0.788%	2,941	1.181%	0.393%	49.856%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	11,741	0.596%	1,371	0.550%	-0.046%	-7.711%
120	Apple operating systems	Technical Skills	Business applications	6	41,732	2.120%	7,336	2.945%	0.825%	38.934%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	37,146	1.887%	137	0.055%	-1.832%	-97.085%
1543	ArcSight	Technical Skills	Security	1	4,308	0.219%	462	0.185%	-0.033%	-15.241%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	33,639	1.709%	9,360	3.758%	2.049%	119.914%
1432	Attribute-Based Access Control	Technical Skills	Security	2	264	0.013%	79	0.032%	0.018%	136.506%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	22	0.001%	10	0.004%	0.003%	259.250%
1265	Backup & Recovery	Technical Skills	Technical applications	16	162,506	8.255%	22,759	9.137%	0.882%	10.689%
1386	Biometric	Technical Skills	Information mgmt	2	4,647	0.236%	801	0.322%	0.086%	36.232%
1353	Blackberry	Technical Skills	Mobile Platforms	2	12,252	0.622%	461	0.185%	-0.437%	-70.262%
336	Borland Delphi	Technical Skills	Business applications	1	1,696	0.086%	115	0.046%	-0.040%	-46.409%
337	Borland JBuilder	Technical Skills	Business applications	1	892	0.045%	1	0.000%	-0.045%	-99.114%
338	Borland Paradox	Technical Skills	Business applications	1	162	0.008%	15	0.006%	-0.002%	-26.819%
1436	Bring Your Own Devices	Technical Skills	Security	1	860	0.044%	353	0.142%	0.098%	224.411%
72	Business Continuity Planning	Technical Skills	Hardware	2	53,113	2.698%	5,368	2.155%	-0.543%	-20.121%
352	Cadence Opus	Technical Skills	Business applications	1	1,189	0.060%	32	0.013%	-0.048%	-78.729%
868	Calculators	Technical Skills	Hardware	1	1,136	0.058%	231	0.093%	0.035%	60.714%
39	CASE Tools	Technical Skills	Software development	1	132,567	6.734%	15,006	6.024%	-0.709%	-10.536%
367	Categorization or classification software	Technical Skills	Business applications	1	5,473	0.278%	727	0.292%	0.014%	4.985%
1469	CCPA	Technical Skills	Security	1	775	0.039%	686	0.275%	0.236%	599.588%
1478	Center for Internet Security	Technical Skills	Security	1	15,639	0.794%	2,840	1.140%	0.346%	43.526%
1441	Certificate management	Technical Skills	Security	1	1,248	0.063%	361	0.145%	0.082%	128.619%
112	Certification	Technical Skills	Misc	3	498,582	25.326%	90,525	36.343%	11.017%	43.500%
78	Cisco	Technical Skills	Hardware	1	229,224	11.644%	12,479	5.010%	-6.634%	-56.973%
1009	Cisco Systems IOS	Technical Skills	Network	1	22,298	1.133%	4,141	1.662%	0.530%	46.777%
40	Client-Server	Technical Skills	Software development	1	39,266	1.995%	1,525	0.612%	-1.382%	-69.305%
1437	Cloud Access Security Broker	Technical Skills	Security	1	492	0.025%	275	0.110%	0.085%	341.761%
1438	Cloud Configuration Management	Technical Skills	Security	1	1,431	0.073%	305	0.122%	0.050%	68.453%
1445	Cloud Migration	Technical Skills	Security	1	1,623	0.082%	981	0.394%	0.311%	377.717%
1455	cloud security	Technical Skills	Security	1	3,823	0.194%	1,931	0.775%	0.581%	299.207%
1456	Cloud Security Posture Management	Technical Skills	Security	1	85	0.004%	27	0.011%	0.007%	151.053%
1486	Cloud Services	Technical Skills	Security	1	13,326	0.677%	5,696	2.287%	1.610%	237.824%
1011	Cluster server software	Technical Skills	Network	9	25,254	1.283%	2,581	1.036%	-0.247%	-19.225%
1147	CMAKE	Technical Skills	Software development	1	146	0.007%	49	0.020%	0.012%	165.255%
1151	Compatibility testing	Technical Skills	Software development	1	514	0.026%	68	0.027%	0.001%	4.560%
1152	Compilers	Technical Skills	Software development	5	17,311	0.879%	3,483	1.398%	0.519%	59.020%
1255	Compliance software	Technical Skills	Technical applications	4	15,422	0.783%	2,487	0.998%	0.215%	27.454%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	55,455	2.817%	2,469	0.991%	-1.826%	-64.812%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	3,317	0.168%	354	0.142%	-0.026%	-15.651%
875	Computer diagnostics	Technical Skills	Hardware	5	83,672	4.250%	16,585	6.658%	2.408%	56.659%
1107	Computer forensics	Technical Skills	Security	1	5,399	0.274%	704	0.283%	0.008%	3.057%
1266	Computer Hardware	Technical Skills	Hardware	15	58,618	2.978%	12,361	4.963%	1.985%	66.664%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	35,164	1.786%	122	0.049%	-1.737%	-97.258%
1015	Computer servers	Technical Skills	Network	6	162,622	8.261%	22,665	9.099%	0.839%	10.153%
1267	Computer Utilities	Technical Skills	Misc	2	409	0.021%	57	0.023%	0.002%	10.147%
1447	Configuration Management Database	Technical Skills	Security	1	5,212	0.265%	924	0.371%	0.106%	40.116%
1448	Container security	Technical Skills	Security	1	102	0.005%	82	0.033%	0.028%	535.380%
1449	Containers	Technical Skills	Security	1	10,858	0.552%	4,063	1.631%	1.080%	195.745%
59	Content Manager	Technical Skills	Business applications	1	1,857	0.094%	155	0.062%	-0.032%	-34.031%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	1,768	0.090%	559	0.224%	0.135%	149.890%
1396	Continuous Improvement	Technical Skills	Software development	1	56,974	2.894%	17,877	7.177%	4.283%	147.992%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	26,640	1.353%	9,568	3.841%	2.488%	183.862%
1453	Control Plane	Technical Skills	Security	1	118	0.006%	46	0.018%	0.012%	208.103%
878	Controllers	Technical Skills	Hardware	3	11,227	0.570%	1,895	0.761%	0.190%	33.403%
1454	Crown Jewels	Technical Skills	Security	1	49	0.002%	20	0.008%	0.006%	222.592%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	2,373	0.121%	239	0.096%	-0.025%	-20.399%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	6,778	0.344%	473	0.190%	-0.154%	-44.846%
53	Customer Relationship Management	Technical Skills	Business applications	9	128,355	6.520%	10,306	4.138%	-2.382%	-36.540%
1368	Cyber Security	Technical Skills	Information mgmt	3	71,066	3.610%	29,802	11.965%	8.355%	231.439%
1479	Cybersecurity Framework	Technical Skills	Security	2	2,641	0.134%	1,323	0.531%	0.397%	295.923%
1492	Data Access Governance	Technical Skills	Security	1	354	0.018%	107	0.043%	0.025%	138.891%
953	Data acquisition systems	Technical Skills	Information mgmt	1	7,496	0.381%	1,305	0.524%	0.143%	37.594%
1434	Data classification	Technical Skills	Security	1	1,663	0.084%	360	0.145%	0.060%	71.092%
955	Data compression software	Technical Skills	Information mgmt	1	2,663	0.135%	289	0.116%	-0.019%	-14.228%
956	Data conversion software	Technical Skills	Information mgmt	1	8,241	0.419%	797	0.320%	-0.099%	-23.564%
958	Data dictionary	Technical Skills	Information mgmt	1	4,392	0.223%	439	0.176%	-0.047%	-21.001%
1495	Data discovery	Technical Skills	Security	1	1,507	0.077%	303	0.122%	0.045%	58.909%
959	Data entry	Technical Skills	Information mgmt	1	184,158	9.355%	3,030	1.216%	-8.138%	-86.996%
1502	Data Loss Prevention	Technical Skills	Security	1	7,037	0.357%	1,785	0.717%	0.359%	100.480%
962	Data mapping	Technical Skills	Information mgmt	1	9,007	0.458%	1,082	0.434%	-0.023%	-5.056%
67	Data Mining	Technical Skills	Information mgmt	5	57,763	2.934%	3,207	1.288%	-1.647%	-56.120%
963	Data modeling	Technical Skills	Information mgmt	1	43,524	2.211%	4,144	1.664%	-0.547%	-24.749%
1496	Data retention	Technical Skills	Security	1	1,395	0.071%	256	0.103%	0.032%	45.039%
1494	Data tagging	Technical Skills	Security	1	132	0.007%	46	0.018%	0.012%	175.425%
68	Data Warehousing	Technical Skills	Information mgmt	2	72,839	3.700%	6,536	2.624%	-1.076%	-29.080%
69	Database Administration	Technical Skills	Information mgmt	12	100,800	5.120%	10,203	4.096%	-1.024%	-20.001%
969	Database design software	Technical Skills	Information mgmt	16	65,982	3.352%	6,266	2.516%	-0.836%	-24.944%
1268	Database Reporting	Technical Skills	Information mgmt	3	21,176	1.076%	1,299	0.522%	-0.554%	-51.517%
1269	Database Security	Technical Skills	Information mgmt	2	157	0.008%	29	0.012%	0.004%	45.988%
1373	Database Security	Technical Skills	Information mgmt	1	565	0.029%	65	0.026%	-0.003%	-9.075%
1270	Database Servers	Technical Skills	Information mgmt	3	15,102	0.767%	575	0.231%	-0.536%	-69.908%
1271	Database Testing	Technical Skills	Information mgmt	1	1,045	0.053%	95	0.038%	-0.015%	-28.150%
1160	Debugging	Technical Skills	Software development	7	86,205	4.379%	11,813	4.743%	0.364%	8.305%
1385	Decryption	Technical Skills	Information mgmt	2	774	0.039%	129	0.052%	0.012%	31.725%
1559	Demisto	Technical Skills	Security	1	41	0.002%	34	0.014%	0.012%	555.413%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	5,646	0.287%	260	0.104%	-0.182%	-63.604%
418	Desktop publishing software	Technical Skills	Business applications	13	35,898	1.823%	8,272	3.321%	1.497%	82.121%
1272	Development Environment	Technical Skills	Software development	13	58,947	2.994%	10,305	4.137%	1.143%	38.168%
1498	Device Management	Technical Skills	Security	1	4,855	0.247%	1,283	0.515%	0.268%	108.861%
1273	Digital Imaging	Technical Skills	Hardware	1	430	0.022%	74	0.030%	0.008%	36.014%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,890	0.096%	236	0.095%	-0.001%	-1.311%
1446	Digital Transformation	Technical Skills	Security	1	9,276	0.471%	5,673	2.278%	1.806%	383.361%
1472	DISA	Technical Skills	Security	1	11,173	0.568%	3,679	1.477%	0.909%	160.243%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	4,566	0.232%	665	0.267%	0.035%	15.108%
1497	Distributed Denial of Service	Technical Skills	Security	1	1,148	0.058%	305	0.122%	0.064%	109.980%
1504	DMZ	Technical Skills	Network	1	3,123	0.159%	338	0.136%	-0.023%	-14.461%
1451	Docker	Technical Skills	Security	1	8,450	0.429%	4,785	1.921%	1.492%	347.554%
1307	Doctor of Philosophy	Technical Skills	Misc	3	83,136	4.223%	10,451	4.196%	-0.027%	-0.645%
973	Document management software	Technical Skills	Information mgmt	4	20,939	1.064%	3,564	1.431%	0.367%	34.525%
1020	Domain name system (DNS)	Technical Skills	Network	3	55,590	2.824%	8,056	3.234%	0.410%	14.536%
61	Dreamweaver	Technical Skills	Software development	1	7,983	0.406%	206	0.083%	-0.323%	-79.605%
54	DSS/GDSS	Technical Skills	Business applications	5	24,690	1.254%	2,575	1.034%	-0.220%	-17.572%
425	Dynamic modeling software	Technical Skills	Business applications	1	56	0.003%	7	0.003%	-0.000%	-1.206%
62	Eclipse	Technical Skills	Software development	1	20,446	1.039%	1,304	0.524%	-0.515%	-49.593%
1308	Electronic Commerce	Technical Skills	Business applications	2	57,625	2.927%	3,218	1.292%	-1.635%	-55.864%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	14,775	0.751%	1,322	0.531%	-0.220%	-29.283%
1023	Electronic mail software	Technical Skills	Network	8	32,267	1.639%	3,880	1.558%	-0.081%	-4.963%
1384	Encryption	Technical Skills	Information mgmt	1	119	0.006%	40	0.016%	0.010%	165.664%
1507	Endpoint	Technical Skills	Security	1	9,498	0.482%	3,489	1.401%	0.918%	190.328%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	98,829	5.020%	10,842	4.353%	-0.667%	-13.295%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	122,718	6.234%	9,567	3.841%	-2.393%	-38.385%
1321	Environmental Certification	Technical Skills	Environmental	1	453	0.023%	223	0.090%	0.067%	289.069%
1328	Environmental Cleanup	Technical Skills	Environmental	3	1,441	0.073%	53	0.021%	-0.052%	-70.931%
1329	Environmental Energy	Technical Skills	Environmental	25	7,984	0.406%	1,758	0.706%	0.300%	74.028%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	7,245	0.368%	1,228	0.493%	0.125%	33.961%
1327	Environmental Pollution	Technical Skills	Environmental	25	39,979	2.031%	2,341	0.940%	-1.091%	-53.720%
1324	Environmental Pollution Control	Technical Skills	Environmental	10	4,474	0.227%	822	0.330%	0.103%	45.210%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	8	1,399	0.071%	360	0.145%	0.073%	103.378%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	48,926	2.485%	1,361	0.546%	-1.939%	-78.014%
1331	Environmental Science	Technical Skills	Environmental	2	237	0.012%	22	0.009%	-0.003%	-26.634%
1322	Environmental Technology	Technical Skills	Environmental	2	414	0.021%	128	0.051%	0.030%	144.360%
1470	EPRI	Technical Skills	Security	1	82	0.004%	14	0.006%	0.001%	34.938%
1551	Exabeam	Technical Skills	Security	1	45	0.002%	24	0.010%	0.007%	321.520%
461	Expert system software	Technical Skills	Business applications	1	705	0.036%	143	0.057%	0.022%	60.312%
1359	Facebook	Technical Skills	Social Networking	1	155,188	7.883%	3,220	1.293%	-6.590%	-83.601%
463	Facilities management software	Technical Skills	Business applications	4	12,288	0.624%	2,378	0.955%	0.331%	52.950%
1476	FedRAMP	Technical Skills	Security	1	2,369	0.120%	1,247	0.501%	0.380%	316.027%
1467	FINRA	Technical Skills	Security	1	1,357	0.069%	207	0.083%	0.014%	20.562%
1556	FireEye	Technical Skills	Security	1	1,470	0.075%	391	0.157%	0.082%	110.223%
1464	FISMA	Technical Skills	Security	1	10,804	0.549%	2,490	1.000%	0.451%	82.152%
468	Flight control software	Technical Skills	Business applications	1	254	0.013%	63	0.025%	0.012%	96.032%
1508	Flow analysis	Technical Skills	Security	1	2,814	0.143%	397	0.159%	0.016%	11.503%
469	Flowchart software	Technical Skills	Business applications	5	5,450	0.277%	555	0.223%	-0.054%	-19.515%
1367	Forensic	Technical Skills	Information mgmt	2	56,207	2.855%	4,488	1.802%	-1.053%	-36.892%
1552	Fortinet	Technical Skills	Security	1	1,873	0.095%	544	0.218%	0.123%	129.552%
1112	Fraud Detection	Technical Skills	Security	1	10,710	0.544%	2,628	1.055%	0.511%	93.935%
63	FrontPage	Technical Skills	Software development	1	912	0.046%	8	0.003%	-0.043%	-93.067%
475	Fund accounting software	Technical Skills	Business applications	1	784	0.040%	111	0.045%	0.005%	11.899%
1260	Gaming	Technical Skills	Misc	2	34,189	1.737%	3,130	1.257%	-0.480%	-27.643%
1468	GDPR	Technical Skills	Security	1	2,092	0.106%	1,242	0.499%	0.392%	369.223%
113	Generic databases	Technical Skills	Information mgmt	2	209,680	10.651%	27,760	11.145%	0.494%	4.636%
1365	Google Apps	Technical Skills	Business applications	4	4,090	0.208%	883	0.354%	0.147%	70.631%
1364	Google Plus	Technical Skills	Social Networking	1	38	0.002%	9	0.004%	0.002%	87.188%
1512	Governance	Technical Skills	Security	1	81,884	4.159%	18,846	7.566%	3.407%	81.903%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	135,164	6.866%	14,612	5.866%	-1.000%	-14.559%
484	Graphic software	Technical Skills	Business applications	16	161,624	8.210%	14,309	5.745%	-2.465%	-30.028%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	16,309	0.828%	734	0.295%	-0.534%	-64.430%
1323	Green IT	Technical Skills	Environmental	9	4,246	0.216%	410	0.165%	-0.051%	-23.683%
893	Guidance systems	Technical Skills	Hardware	1	98	0.005%	25	0.010%	0.005%	101.620%
1371	Hacking	Technical Skills	Information mgmt	5	10,661	0.542%	2,082	0.836%	0.294%	54.349%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	221	0.011%	65	0.026%	0.015%	132.456%
1277	Hardware Design	Technical Skills	Hardware	21	9,224	0.469%	1,609	0.646%	0.177%	37.866%
1278	Hardware Testing	Technical Skills	Hardware	4	2,531	0.129%	442	0.177%	0.049%	38.023%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,376	0.070%	383	0.154%	0.084%	119.989%
492	Helpdesk or call center	Technical Skills	Business applications	2	173,627	8.820%	15,607	6.266%	-2.554%	-28.957%
1465	HIPAA	Technical Skills	Security	1	31,242	1.587%	6,184	2.483%	0.896%	56.441%
1473	HITRUST	Technical Skills	Security	1	1,769	0.090%	714	0.287%	0.197%	219.000%
1377	Homeland Security	Technical Skills	Information mgmt	1	85,262	4.331%	12,728	5.110%	0.779%	17.984%
1487	IaaS	Technical Skills	Security	1	6,687	0.340%	2,781	1.116%	0.777%	228.692%
114	IBM databases	Technical Skills	Information mgmt	2	35,226	1.789%	2,126	0.854%	-0.936%	-52.300%
121	IBM operating systems	Technical Skills	Business applications	4	32,839	1.668%	1,188	0.477%	-1.191%	-71.408%
1513	Identity Access Management	Technical Skills	Security	2	19,830	1.007%	5,870	2.357%	1.349%	133.957%
1511	Identity Governance and Administration	Technical Skills	Security	1	231	0.012%	91	0.037%	0.025%	211.350%
898	Image capture devices	Technical Skills	Hardware	9	11,803	0.600%	2,988	1.200%	0.600%	100.082%
524	Industrial control software	Technical Skills	Business applications	3	7,759	0.394%	1,646	0.661%	0.267%	67.666%
1485	Industrial Control Systems	Technical Skills	Security	1	4,660	0.237%	900	0.361%	0.125%	52.643%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	20,802	1.057%	2,860	1.148%	0.092%	8.663%
1375	Information Security	Technical Skills	Information mgmt	3	114,782	5.831%	24,586	9.871%	4.040%	69.291%
899	Infrared	Technical Skills	Hardware	1	3,511	0.178%	245	0.098%	-0.080%	-44.849%
1491	Infrastructure as Code	Technical Skills	Security	1	2,659	0.135%	1,707	0.685%	0.550%	407.382%
1180	Installation	Technical Skills	Software development	1	171,876	8.731%	26,607	10.682%	1.951%	22.349%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	329	0.017%	72	0.029%	0.012%	72.964%
536	Internet browser software	Technical Skills	Business applications	4	9,486	0.482%	1,140	0.458%	-0.024%	-5.018%
1483	Internet of Things	Technical Skills	Security	1	5,146	0.261%	2,523	1.013%	0.752%	287.496%
1578	Internet proxy	Technical Skills	Security	1	270	0.014%	25	0.010%	-0.004%	-26.819%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	24,999	1.270%	3,845	1.544%	0.274%	21.561%
541	Inventory management software	Technical Skills	Business applications	3	12,045	0.612%	2,842	1.141%	0.529%	86.482%
1463	ISO 22301	Technical Skills	Security	1	61	0.003%	26	0.010%	0.007%	236.871%
1459	ISO 27000	Technical Skills	Security	1	1,528	0.078%	339	0.136%	0.058%	75.346%
1460	ISO 27001	Technical Skills	Security	1	7,821	0.397%	2,114	0.849%	0.451%	113.630%
1461	ISO 27002	Technical Skills	Security	1	1,052	0.053%	206	0.083%	0.029%	54.764%
1414	ISO 9000	Technical Skills	Software development	1	1,906	0.097%	121	0.049%	-0.048%	-49.826%
73	IT Architecture/Standards	Technical Skills	Hardware	2	22,658	1.151%	2,976	1.195%	0.044%	3.808%
1515	IT Service Management	Technical Skills	Security	1	21,136	1.074%	5,241	2.104%	1.030%	95.980%
1481	ITIL	Technical Skills	Security	1	81,282	4.129%	14,246	5.719%	1.591%	38.522%
1357	Java ME	Technical Skills	Mobile Platforms	2	406	0.021%	2	0.001%	-0.020%	-96.107%
1035	Kernel	Technical Skills	Network	1	5,389	0.274%	375	0.151%	-0.123%	-45.003%
1442	Key management	Technical Skills	Security	1	4,478	0.227%	751	0.302%	0.074%	32.549%
1450	Kubernetes	Technical Skills	Security	1	5,152	0.262%	3,656	1.468%	1.206%	460.854%
907	Lasers	Technical Skills	Hardware	1	545	0.028%	108	0.043%	0.016%	56.620%
1516	Least Privilege	Technical Skills	Security	1	579	0.029%	216	0.087%	0.057%	194.846%
1038	License management software	Technical Skills	Network	1	1,744	0.089%	405	0.163%	0.074%	83.539%
1361	LinkedIn	Technical Skills	Social Networking	1	20,433	1.038%	3,963	1.591%	0.553%	53.289%
1544	LogRhythm	Technical Skills	Security	1	499	0.025%	150	0.060%	0.035%	137.580%
908	Mainframe computers	Technical Skills	Hardware	2	73,936	3.756%	2,934	1.178%	-2.578%	-68.637%
124	Mainframe operating systems	Technical Skills	Business applications	8	27,191	1.381%	3,455	1.387%	0.006%	0.425%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	37,201	1.890%	3,892	1.563%	-0.327%	-17.313%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	10,152	0.516%	1,096	0.440%	-0.076%	-14.675%
1549	McAfee Enterprise Security	Technical Skills	Security	1	113	0.006%	63	0.025%	0.020%	340.638%
1281	Medical software	Technical Skills	Business applications	9	18,058	0.917%	3,175	1.275%	0.357%	38.961%
1452	Mesos	Technical Skills	Security	1	351	0.018%	78	0.031%	0.013%	75.633%
1517	Metadata analysis	Technical Skills	Security	1	237	0.012%	25	0.010%	-0.002%	-16.630%
1555	Micro Focus	Technical Skills	Security	1	1,040	0.053%	204	0.082%	0.029%	55.030%
1433	Micro-segmentation	Technical Skills	Security	1	115	0.006%	71	0.029%	0.023%	387.956%
115	Microsoft databases	Technical Skills	Information mgmt	5	188,042	9.552%	14,776	5.932%	-3.620%	-37.896%
119	Microsoft operating systems	Technical Skills	Business applications	4	315,270	16.015%	39,258	15.761%	-0.254%	-1.584%
1518	MITRE	Technical Skills	Security	1	4,002	0.203%	488	0.196%	-0.007%	-3.625%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	4,319	0.219%	447	0.179%	-0.040%	-18.202%
1581	Mobile security	Technical Skills	Security	2	1,145	0.058%	214	0.086%	0.028%	47.716%
1431	Multi-Factor Authentication	Technical Skills	Security	3	2,807	0.143%	1,080	0.434%	0.291%	204.089%
625	Multimedia	Technical Skills	Business applications	1	128,199	6.512%	1,626	0.653%	-5.859%	-89.976%
1362	MySpace	Technical Skills	Social Networking	1	695	0.035%	8	0.003%	-0.032%	-90.902%
1471	NERC	Technical Skills	Security	1	3,025	0.154%	660	0.265%	0.111%	72.440%
1548	NetWitness	Technical Skills	Security	1	443	0.023%	135	0.054%	0.032%	140.852%
1499	Network Access Control	Technical Skills	Security	2	5,640	0.286%	830	0.333%	0.047%	16.310%
74	Network administration	Technical Skills	Hardware	17	296,548	15.064%	103,136	41.406%	26.342%	174.875%
1282	Network Administration software	Technical Skills	Network	18	114,009	5.791%	18,791	7.544%	1.753%	30.266%
1519	Network discovery	Technical Skills	Security	1	345	0.018%	106	0.043%	0.025%	142.832%
1283	Network Hardware	Technical Skills	Network	11	73,755	3.747%	10,473	4.205%	0.458%	12.228%
1284	Network Monitoring software	Technical Skills	Network	15	45,770	2.325%	7,269	2.918%	0.593%	25.520%
1059	Network operation system software (NOS)	Technical Skills	Network	2	3,388	0.172%	276	0.111%	-0.061%	-35.615%
1369	Network Security	Technical Skills	Information mgmt	1	9,378	0.476%	1,144	0.459%	-0.017%	-3.587%
1122	Network security	Technical Skills	Security	1	59,821	3.039%	8,491	3.409%	0.370%	12.182%
1285	Network Security software	Technical Skills	Security	37	160,164	8.136%	28,151	11.302%	3.166%	38.915%
1503	Network Segmentation	Technical Skills	Network	1	768	0.039%	235	0.094%	0.055%	141.839%
1286	Network software	Technical Skills	Network	6	110,778	5.627%	86,362	34.672%	29.045%	516.154%
1287	Network Testing	Technical Skills	Network	11	34,209	1.738%	3,647	1.464%	-0.274%	-15.741%
1521	Next Generation Firewall	Technical Skills	Security	2	856	0.043%	328	0.132%	0.088%	202.845%
1458	NIST	Technical Skills	Security	1	29,217	1.484%	8,738	3.508%	2.024%	136.372%
1065	Novell network software	Technical Skills	Network	2	1,976	0.100%	60	0.024%	-0.076%	-76.001%
643	Oberon	Technical Skills	Business applications	1	195	0.010%	0	0.000%	-0.010%	-100.000%
1413	Object Oriented Design	Technical Skills	Software development	2	20,127	1.022%	717	0.288%	-0.735%	-71.845%
41	Object Oriented Programming	Technical Skills	Software development	5	100,661	5.113%	6,069	2.437%	-2.677%	-52.349%
1288	Office Applications	Technical Skills	Business applications	13	363,042	18.441%	57,305	23.006%	4.565%	24.754%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	12,251	0.622%	557	0.224%	-0.399%	-64.066%
116	Open-source databases	Technical Skills	Information mgmt	4	52,635	2.674%	5,711	2.293%	-0.381%	-14.245%
118	Open-source operating systems	Technical Skills	Business applications	8	184,577	9.376%	23,650	9.495%	0.119%	1.268%
56	Operating Systems	Technical Skills	Business applications	3	156,796	7.965%	26,730	10.731%	2.767%	34.736%
1482	Operational Technology	Technical Skills	Security	1	5,109	0.260%	1,301	0.522%	0.263%	101.262%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,409	0.072%	332	0.133%	0.062%	86.229%
117	Oracle databases	Technical Skills	Information mgmt	1	271,318	13.782%	16,797	6.744%	-7.039%	-51.070%
1529	Orchestration & Automation	Technical Skills	Security	1	266	0.014%	126	0.051%	0.037%	274.377%
1488	PaaS	Technical Skills	Security	1	6,907	0.351%	2,786	1.118%	0.768%	218.795%
1354	Palm OS	Technical Skills	Mobile Platforms	3	289	0.015%	0	0.000%	-0.015%	-100.000%
1522	Panorama	Technical Skills	Security	1	422	0.021%	168	0.067%	0.046%	214.642%
1466	Payment Card Industry	Technical Skills	Security	1	22,767	1.156%	4,303	1.728%	0.571%	49.378%
1376	Penetration Testing	Technical Skills	Information mgmt	5	77,283	3.926%	18,224	7.316%	3.391%	86.372%
1527	Personal Healthcare Information	Technical Skills	Security	1	2,882	0.146%	818	0.328%	0.182%	124.326%
1528	Personally Identifiable Information	Technical Skills	Security	1	3,135	0.159%	942	0.378%	0.219%	137.483%
1289	Physical Tools	Technical Skills	Hardware	1	159	0.008%	71	0.029%	0.020%	252.924%
683	Point of sale (POS)	Technical Skills	Business applications	3	10,657	0.541%	1,509	0.606%	0.064%	11.911%
1525	Policy Decision Point	Technical Skills	Security	1	619	0.031%	106	0.043%	0.011%	35.343%
1526	Policy Enforcement Point	Technical Skills	Security	1	512	0.026%	85	0.034%	0.008%	31.211%
686	Polka	Technical Skills	Business applications	1	131	0.007%	88	0.035%	0.029%	430.923%
931	Printers	Technical Skills	Hardware	4	31,573	1.604%	8,069	3.239%	1.636%	101.987%
1430	Privileged Account Management	Technical Skills	Security	2	44,071	2.239%	655	0.263%	-1.976%	-88.254%
43	Programming	Technical Skills	Software development	1	304,479	15.466%	34,118	13.697%	-1.769%	-11.438%
700	Provisioning	Technical Skills	Business applications	1	28,066	1.426%	4,995	2.005%	0.580%	40.661%
1545	QRadar	Technical Skills	Security	1	1,190	0.060%	273	0.110%	0.049%	81.316%
1531	Quality of Service	Technical Skills	Security	1	15,375	0.781%	2,086	0.837%	0.056%	7.231%
1405	Rapid Application Development	Technical Skills	Software development	2	7,280	0.370%	320	0.128%	-0.241%	-65.259%
1553	Rapid7	Technical Skills	Security	1	451	0.023%	130	0.052%	0.029%	127.817%
1258	Rate Control	Technical Skills	Technical applications	1	24	0.001%	12	0.005%	0.004%	295.175%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	14,181	0.720%	286	0.115%	-0.606%	-84.060%
1077	Remote control software	Technical Skills	Network	2	3,080	0.156%	514	0.206%	0.050%	31.896%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	1,096	0.056%	110	0.044%	-0.012%	-20.676%
1379	Risk Analysis	Technical Skills	Information mgmt	1	14,488	0.736%	2,439	0.979%	0.243%	33.053%
1262	Robotics	Technical Skills	Hardware	3	7,331	0.372%	2,502	1.004%	0.632%	169.739%
1532	Role-Based Access Control	Technical Skills	Security	3	2,665	0.135%	565	0.227%	0.091%	67.560%
1318	RSA	Technical Skills	Security	1	6,636	0.337%	735	0.295%	-0.042%	-12.461%
1489	SaaS	Technical Skills	Security	1	21,837	1.109%	5,773	2.318%	1.208%	108.943%
1429	SASE	Technical Skills	Security	2	249	0.013%	111	0.045%	0.032%	252.325%
1533	SCCM	Technical Skills	Security	1	12,980	0.659%	3,566	1.432%	0.772%	117.133%
44	SDLC	Technical Skills	Software development	7	189,556	9.629%	21,470	8.620%	-1.009%	-10.481%
1500	SecOps	Technical Skills	Security	2	3,386	0.172%	2,648	1.063%	0.891%	518.089%
1537	Secure SDLC	Technical Skills	Security	1	6,109	0.310%	169	0.068%	-0.242%	-78.136%
1132	Secure shell (SSH)	Technical Skills	Security	1	136	0.007%	31	0.012%	0.006%	80.153%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	20,613	1.047%	2,226	0.894%	-0.153%	-14.650%
1569	Secure Web Gateway	Technical Skills	Security	1	2,850	0.145%	14	0.006%	-0.139%	-96.118%
76	Security	Technical Skills	Hardware	4	1,321,776	67.142%	125,172	50.253%	-16.889%	-25.154%
1382	Security Audit	Technical Skills	Information mgmt	1	2,429	0.123%	407	0.163%	0.040%	32.430%
1315	Security Clearance	Technical Skills	Misc	2	202,121	10.267%	42,035	16.876%	6.609%	64.369%
1477	Security Frameworks	Technical Skills	Security	1	4,994	0.254%	1,344	0.540%	0.286%	112.701%
1540	Security Information and Event Management	Technical Skills	Security	1	11,148	0.566%	3,284	1.318%	0.752%	132.823%
1584	Security Information Management	Technical Skills	Security	1	2,967	0.151%	274	0.110%	-0.041%	-27.012%
1567	Security Operations Center	Technical Skills	Security	1	13,074	0.664%	4,280	1.718%	1.054%	158.735%
1381	Security Plan	Technical Skills	Information mgmt	1	3,560	0.181%	965	0.387%	0.207%	114.238%
1380	Security Policy	Technical Skills	Information mgmt	2	46,879	2.381%	10,041	4.031%	1.650%	69.285%
1457	Security Standards	Technical Skills	Security	1	21,865	1.111%	4,815	1.933%	0.822%	74.047%
1135	Security testing software	Technical Skills	Security	1	6,101	0.310%	1,310	0.526%	0.216%	69.703%
1550	Securonix	Technical Skills	Security	1	40	0.002%	11	0.004%	0.002%	117.346%
1538	Segmentation	Technical Skills	Security	1	5,114	0.260%	1,186	0.476%	0.216%	83.292%
60	Sharepoint Server	Technical Skills	Business applications	1	5,621	0.286%	217	0.087%	-0.198%	-69.488%
1084	Signal generators	Technical Skills	Network	1	413	0.021%	99	0.040%	0.019%	89.455%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	12,184	0.619%	1,013	0.407%	-0.212%	-34.289%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	38,932	1.978%	4,059	1.630%	-0.348%	-17.599%
1220	Simulation software	Technical Skills	Software development	5	24,204	1.229%	4,403	1.768%	0.538%	43.774%
1568	Single Sign-On	Technical Skills	Security	3	11,348	0.576%	2,188	0.878%	0.302%	52.387%
1558	SOAR	Technical Skills	Security	1	928	0.047%	313	0.126%	0.079%	166.573%
1475	SOC 2	Technical Skills	Security	1	2,112	0.107%	910	0.365%	0.258%	240.539%
1366	Social Network	Technical Skills	Social Networking	1	3,366	0.171%	353	0.142%	-0.029%	-17.114%
1358	Social Networking	Technical Skills	Social Networking	1	11,588	0.589%	237	0.095%	-0.493%	-83.836%
1534	Software Defined Network	Technical Skills	Security	2	1,612	0.082%	691	0.277%	0.196%	238.792%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	1,023	0.052%	719	0.289%	0.237%	455.486%
42	Software Development	Technical Skills	Software development	2	423,810	21.528%	33,993	13.647%	-7.881%	-36.607%
1291	Software Development software	Technical Skills	Software development	3	2,570	0.131%	92	0.037%	-0.094%	-71.707%
1309	Software Engineering	Technical Skills	Software development	1	239,568	12.169%	15,003	6.023%	-6.146%	-50.504%
1292	Software Installation	Technical Skills	Software development	4	201,456	10.233%	32,846	13.187%	2.953%	28.861%
1223	Software libraries	Technical Skills	Software development	1	278	0.014%	25	0.010%	-0.004%	-28.925%
1293	Software Maintenance	Technical Skills	Software development	1	7,748	0.394%	614	0.247%	-0.147%	-37.368%
1294	Software Testing	Technical Skills	Software development	14	166,668	8.466%	26,228	10.530%	2.064%	24.375%
1225	Source code management (SCM)	Technical Skills	Software development	5	42,277	2.148%	5,358	2.151%	0.004%	0.166%
1541	Splunk	Technical Skills	Security	1	11,142	0.566%	4,516	1.813%	1.247%	220.340%
1229	Static analysis software	Technical Skills	Software development	1	817	0.042%	117	0.047%	0.005%	13.184%
772	Statistical analysis software	Technical Skills	Business applications	27	161,746	8.216%	22,489	9.029%	0.813%	9.890%
774	Statistical software	Technical Skills	Business applications	1	58,531	2.973%	10,733	4.309%	1.336%	44.929%
1230	Stress testing software	Technical Skills	Software development	1	2,928	0.149%	303	0.122%	-0.027%	-18.212%
1547	sumo logic	Technical Skills	Security	1	193	0.010%	103	0.041%	0.032%	321.793%
122	Sun operating systems	Technical Skills	Business applications	3	51,116	2.597%	2,535	1.018%	-1.579%	-60.804%
939	Surveillance systems	Technical Skills	Hardware	5	22,699	1.153%	4,282	1.719%	0.566%	49.094%
1564	Swimlane	Technical Skills	Security	1	98	0.005%	36	0.014%	0.009%	190.333%
791	Symantec software	Technical Skills	Business applications	1	13,044	0.663%	880	0.353%	-0.309%	-46.680%
1355	Symbian	Technical Skills	Mobile Platforms	1	21	0.001%	1	0.000%	-0.001%	-62.364%
1310	System Administration	Technical Skills	Network	4	127,561	6.480%	19,900	7.989%	1.510%	23.298%
45	System Testing	Technical Skills	Software development	5	31,261	1.588%	4,543	1.824%	0.236%	14.858%
46	Systems Analysis	Technical Skills	Software development	8	154,424	7.844%	20,769	8.338%	0.494%	6.297%
47	Systems Design	Technical Skills	Software development	1	24,295	1.234%	3,749	1.505%	0.271%	21.960%
1233	Systems Evaluation	Technical Skills	Software development	1	659	0.033%	111	0.045%	0.011%	33.124%
1234	Systems integration	Technical Skills	Software development	8	107,270	5.449%	6,389	2.565%	-2.884%	-52.927%
75	TCP/IP	Technical Skills	Hardware	3	76,547	3.888%	8,249	3.312%	-0.577%	-14.829%
1235	Technology Design	Technical Skills	Software development	1	2,405	0.122%	329	0.132%	0.010%	8.119%
1236	Templates	Technical Skills	Software development	1	32,603	1.656%	5,445	2.186%	0.530%	31.996%
1239	Test implementation	Technical Skills	Software development	1	759	0.039%	232	0.093%	0.055%	141.583%
1302	Testing	Technical Skills	Software development	1	502,120	25.506%	75,768	30.419%	4.913%	19.261%
1435	Threat Intelligence	Technical Skills	Security	1	4,041	0.205%	1,430	0.574%	0.369%	179.684%
1561	ThreatConnect	Technical Skills	Security	1	78	0.004%	31	0.012%	0.008%	214.114%
1571	Traffic Analysis	Technical Skills	Security	1	2,684	0.136%	514	0.206%	0.070%	51.356%
1570	Traffic Capture	Technical Skills	Security	1	92	0.005%	5	0.002%	-0.003%	-57.046%
1297	Training software	Technical Skills	Business applications	3	3,176	0.161%	492	0.198%	0.036%	22.435%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,555	0.130%	162	0.065%	-0.065%	-49.888%
1360	Twitter	Technical Skills	Social Networking	1	30,538	1.551%	2,669	1.072%	-0.480%	-30.924%
1411	Unified Process	Technical Skills	Software development	1	3,434	0.174%	59	0.024%	-0.151%	-86.421%
123	UNIX operating systems	Technical Skills	Business applications	5	207,984	10.565%	11,703	4.698%	-5.866%	-55.528%
1298	UNIX Shells	Technical Skills	Business applications	4	36,922	1.876%	3,334	1.339%	-0.537%	-28.633%
1410	Use Case	Technical Skills	Software development	1	12,267	0.623%	1,261	0.506%	-0.117%	-18.755%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	78	0.004%	48	0.019%	0.015%	386.370%
1572	User Behavior Analytics	Technical Skills	Security	1	186	0.009%	74	0.030%	0.020%	214.441%
48	User-Interface Design	Technical Skills	Software development	2	104,056	5.286%	6,782	2.723%	-2.563%	-48.488%
836	Video creation and editing software	Technical Skills	Business applications	3	2,466	0.125%	298	0.120%	-0.006%	-4.491%
1574	Virtual Machine	Technical Skills	Security	1	10,289	0.523%	1,836	0.737%	0.214%	41.033%
840	Visual Color Discrimination	Technical Skills	Business applications	2	168	0.009%	96	0.039%	0.030%	351.629%
64	Visual Studio	Technical Skills	Software development	1	39,062	1.984%	2,916	1.171%	-0.814%	-41.000%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,857	0.145%	222	0.089%	-0.056%	-38.587%
77	Voice/Data Telecom	Technical Skills	Hardware	10	198,819	10.099%	17,540	7.042%	-3.058%	-30.275%
1575	Vulnerability Management	Technical Skills	Security	1	11,537	0.586%	3,258	1.308%	0.722%	123.192%
1583	Vulnerability Testing	Technical Skills	Security	1	2,168	0.110%	525	0.211%	0.101%	91.390%
1577	Web Application Firewall	Technical Skills	Security	1	1,724	0.088%	510	0.205%	0.117%	133.804%
1299	Web Application Server	Technical Skills	Business applications	8	59,840	3.040%	2,373	0.953%	-2.087%	-68.658%
1248	Web platform development software	Technical Skills	Software development	5	3,089	0.157%	41	0.016%	-0.140%	-89.510%
65	web programmer	Technical Skills	Software development	4	62,239	3.162%	1,549	0.622%	-2.540%	-80.330%
1579	Web proxy	Technical Skills	Security	1	917	0.047%	146	0.059%	0.012%	25.836%
58	Web servers	Technical Skills	Business applications	6	95,778	4.865%	6,450	2.589%	-2.276%	-46.775%
49	Web-based Application Development	Technical Skills	Software development	2	60,991	3.098%	3,898	1.565%	-1.533%	-49.488%
1356	Windows CE	Technical Skills	Mobile Platforms	4	4,392	0.223%	84	0.034%	-0.189%	-84.884%
1102	Wireless	Technical Skills	Network	5	65,392	3.322%	9,623	3.863%	0.542%	16.307%
1363	YouTube	Technical Skills	Social Networking	2	3,629	0.184%	1,232	0.495%	0.310%	168.314%
1524	Zero Trust	Technical Skills	Security	1	291	0.015%	193	0.077%	0.063%	424.184%
79	.NET	Programming Skills	Current	1	161,270	8.192%	8,127	3.263%	-4.929%	-60.171%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	46	0.002%	1	0.000%	-0.002%	-82.818%
209	A programming language (APL)	Programming Skills	Legacy	2	2,354	0.120%	306	0.123%	0.003%	2.739%
99	Ada	Programming Skills	Legacy	1	12,634	0.642%	4,308	1.730%	1.088%	169.497%
80	AJAX	Programming Skills	Current	1	51,259	2.604%	1,514	0.608%	-1.996%	-76.656%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	67	0.003%	10	0.004%	0.001%	17.963%
192	Apple AppleScript	Programming Skills	Current	1	182	0.009%	13	0.005%	-0.004%	-43.546%
81	ASP	Programming Skills	Current	2	87,442	4.442%	5,203	2.089%	-2.353%	-52.972%
108	Assembly	Programming Skills	Legacy	2	1,792	0.091%	80	0.032%	-0.059%	-64.716%
211	AWK	Programming Skills	Legacy	1	1,726	0.088%	80	0.032%	-0.056%	-63.367%
83	C#	Programming Skills	Current	2	141,501	7.188%	8,436	3.387%	-3.801%	-52.881%
82	C/C++	Programming Skills	Current	3	248,559	12.626%	87,270	35.036%	22.410%	177.495%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	84,010	4.267%	7,947	3.190%	-1.077%	-25.236%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	515	0.026%	21	0.008%	-0.018%	-67.772%
84	CGI	Programming Skills	Current	2	15,241	0.774%	449	0.180%	-0.594%	-76.716%
217	Clipper	Programming Skills	Legacy	1	157	0.008%	6	0.002%	-0.006%	-69.796%
218	CLU	Programming Skills	Legacy	1	188	0.010%	16	0.006%	-0.003%	-32.736%
100	Cobol	Programming Skills	Legacy	1	11,753	0.597%	823	0.330%	-0.267%	-44.656%
85	ColdFusion	Programming Skills	Current	2	8,247	0.419%	336	0.135%	-0.284%	-67.799%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	191	0.010%	26	0.010%	0.001%	7.587%
195	Component object model (COM)	Programming Skills	Current	1	58	0.003%	2	0.001%	-0.002%	-72.747%
125	Database programming	Programming Skills	Current	3	23,955	1.217%	1,302	0.523%	-0.694%	-57.043%
1501	DevOps	Programming Skills	Misc	1	21,881	1.111%	11,126	4.467%	3.355%	301.876%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,022	0.052%	23	0.009%	-0.043%	-82.213%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	4,855	0.247%	182	0.073%	-0.174%	-70.372%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	2,538	0.129%	261	0.105%	-0.024%	-18.723%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	9,578	0.487%	296	0.119%	-0.368%	-75.575%
109	Forth	Programming Skills	Legacy	1	11,229	0.570%	3,594	1.443%	0.872%	152.963%
102	Fortran	Programming Skills	Legacy	1	1,411	0.072%	238	0.096%	0.024%	33.312%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	232,972	11.834%	14,696	5.900%	-5.934%	-50.144%
222	J	Programming Skills	Legacy	1	7,923	0.402%	1,073	0.431%	0.028%	7.036%
87	Java/J2EE/J2P	Programming Skills	Current	4	265,190	13.471%	20,391	8.186%	-5.284%	-39.228%
97	JavaScript	Programming Skills	Current	3	127,245	6.464%	13,491	5.416%	-1.047%	-16.204%
89	JavaServer Faces	Programming Skills	Current	3	9,874	0.502%	510	0.205%	-0.297%	-59.178%
88	JavaServer Pages	Programming Skills	Current	3	37,428	1.901%	1,447	0.581%	-1.320%	-69.444%
223	Job control language (JCL)	Programming Skills	Legacy	2	9,458	0.480%	610	0.245%	-0.236%	-49.026%
126	LAMP	Programming Skills	Current	1	10,545	0.536%	254	0.102%	-0.434%	-80.963%
104	Lisp	Programming Skills	Legacy	1	572	0.029%	44	0.018%	-0.011%	-39.204%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	945	0.048%	238	0.096%	0.048%	99.051%
201	Microsoft ActiveX	Programming Skills	Current	1	1,020	0.052%	17	0.007%	-0.045%	-86.827%
107	Pascal	Programming Skills	Legacy	1	460	0.023%	21	0.008%	-0.015%	-63.919%
90	Perl	Programming Skills	Current	1	62,837	3.192%	4,733	1.900%	-1.292%	-40.469%
91	PHP	Programming Skills	Current	1	42,903	2.179%	3,793	1.523%	-0.657%	-30.126%
103	PL/1	Programming Skills	Legacy	3	344	0.017%	83	0.033%	0.016%	90.695%
105	Prolog	Programming Skills	Legacy	1	782	0.040%	47	0.019%	-0.021%	-52.498%
95	Python	Programming Skills	Current	1	61,649	3.132%	18,224	7.316%	4.185%	133.635%
227	R	Programming Skills	Current	1	165,545	8.409%	92,400	37.096%	28.687%	341.139%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	15,311	0.778%	136	0.055%	-0.723%	-92.980%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	21,745	1.105%	2,750	1.104%	-0.001%	-0.048%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	304	0.015%	39	0.016%	0.000%	1.394%
206	Scripting languages	Programming Skills	Current	1	22,369	1.136%	4,131	1.658%	0.522%	45.958%
101	Smalltalk	Programming Skills	Legacy	1	189	0.010%	3	0.001%	-0.008%	-87.455%
92	SQL	Programming Skills	Current	3	419,191	21.293%	37,099	14.894%	-6.399%	-30.053%
110	TCL	Programming Skills	Legacy	1	2,369	0.120%	219	0.088%	-0.032%	-26.937%
98	Unified Modeling Language	Programming Skills	Current	2	30,369	1.543%	1,186	0.476%	-1.066%	-69.134%
93	Visual Basic	Programming Skills	Current	6	80,821	4.105%	4,797	1.926%	-2.180%	-53.090%
207	Web service definition language (WSDL)	Programming Skills	Current	2	8,427	0.428%	415	0.167%	-0.261%	-61.078%
94	XML	Programming Skills	Current	2	126,309	6.416%	6,795	2.728%	-3.688%	-57.482%
1342	Computer Science	Majors	Computer Science	2	654,865	33.265%	94,919	38.107%	4.842%	14.557%
1344	Information Technology	Majors	Information Technology	3	1,828,691	92.891%	216,159	86.782%	-6.110%	-6.577%
1343	Management Information Systems	Majors	Management Information Systems	9	413,323	20.995%	67,152	26.960%	5.964%	28.407%

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