Skill Frequencies: April, 2007 through 2016-09-19: DOGS-IT.org


	DOGS-IT.org Skill Frequencies: April, 2007 through 2016-09-19

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All Degree Programs	2016-09-19	Jobs Found:	3,973,851	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	10,743	0.270%	2,796	0.432%	0.162%	59.947%
2	Attention to Details	Soft Skills	Problem-solving skills	1	14,015	0.353%	2,729	0.422%	0.069%	19.668%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	22,365	0.563%	4,804	0.743%	0.180%	32.008%
231	Cooperation	Soft Skills	Interpersonal skills	1	29,767	0.749%	4,328	0.669%	-0.080%	-10.645%
3	Creativity	Soft Skills	Problem-solving skills	3	117,251	2.951%	23,152	3.580%	0.630%	21.349%
4	Critical thinking	Soft Skills	Problem-solving skills	3	49,273	1.240%	14,080	2.177%	0.938%	75.614%
1300	Flexibility	Soft Skills	Work ethic	1	175,311	4.412%	22,970	3.552%	-0.859%	-19.477%
232	Independence	Soft Skills	Interpersonal skills	1	19,500	0.491%	3,033	0.469%	-0.022%	-4.412%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	475,740	11.972%	91,081	14.086%	2.114%	17.659%
256	Innovation	Soft Skills	Problem-solving skills	1	271,908	6.842%	60,368	9.336%	2.494%	36.443%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	371,199	9.341%	57,728	8.928%	-0.413%	-4.425%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	2,091	0.053%	332	0.051%	-0.001%	-2.422%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	254,815	6.412%	50,979	7.884%	1.472%	22.951%
10	Leadership	Soft Skills	Interpersonal skills	1	794,811	20.001%	147,428	22.800%	2.799%	13.994%
258	Learning	Soft Skills	Problem-solving skills	1	318,713	8.020%	54,400	8.413%	0.393%	4.897%
1	Learning Ability	Soft Skills	Problem-solving skills	3	67,208	1.691%	13,936	2.155%	0.464%	27.433%
236	Listening	Soft Skills	Language skills	1	87,700	2.207%	12,814	1.982%	-0.225%	-10.205%
260	Mathematics	Soft Skills	Problem-solving skills	3	205,015	5.159%	36,816	5.694%	0.535%	10.361%
261	Memorization	Soft Skills	Problem-solving skills	1	117	0.003%	9	0.001%	-0.002%	-52.726%
18	Negotiation Skills	Soft Skills	Language skills	1	33,849	0.852%	5,114	0.791%	-0.061%	-7.150%
262	Optimization	Soft Skills	Problem-solving skills	1	192,971	4.856%	38,912	6.018%	1.162%	23.925%
19	Oral Communications	Soft Skills	Language skills	3	62,460	1.572%	12,644	1.955%	0.384%	24.408%
273	Persistence	Soft Skills	Work ethic	1	14,339	0.361%	3,083	0.477%	0.116%	32.136%
239	Persuasion	Soft Skills	Language skills	1	5,748	0.145%	1,012	0.157%	0.012%	8.201%
1301	Physical Skill	Soft Skills	Work ethic	2	3,800	0.096%	772	0.119%	0.024%	24.853%
240	Presentations	Soft Skills	Language skills	1	183,417	4.616%	28,673	4.434%	-0.181%	-3.927%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	693,973	17.463%	136,815	21.159%	3.695%	21.159%
20	Questioning skills	Soft Skills	Language skills	1	1,118	0.028%	291	0.045%	0.017%	59.962%
241	Reading Comprehension	Soft Skills	Language skills	1	976	0.025%	182	0.028%	0.004%	14.601%
6	Research skills	Soft Skills	Problem-solving skills	1	6,533	0.164%	971	0.150%	-0.014%	-8.658%
15	Responsibility	Soft Skills	Work ethic	2	363,166	9.139%	54,375	8.409%	-0.730%	-7.985%
234	Self Control	Soft Skills	Interpersonal skills	1	409	0.010%	124	0.019%	0.009%	86.322%
11	Self-esteem	Soft Skills	Interpersonal skills	1	248	0.006%	84	0.013%	0.007%	108.158%
16	Self-management	Soft Skills	Work ethic	1	4,425	0.111%	1,031	0.159%	0.048%	43.190%
250	Stress Tolerance	Soft Skills	Physical skills	1	596	0.015%	137	0.021%	0.006%	41.267%
12	Teamwork	Soft Skills	Interpersonal skills	1	159,498	4.014%	26,790	4.143%	0.129%	3.225%
17	Time Management	Soft Skills	Work ethic	2	133,507	3.360%	25,779	3.987%	0.627%	18.666%
268	Visualization	Soft Skills	Problem-solving skills	1	38,416	0.967%	13,329	2.061%	1.095%	113.231%
7	Working under pressure	Soft Skills	Problem-solving skills	1	2,003	0.050%	511	0.079%	0.029%	56.785%
21	Written Communications	Soft Skills	Language skills	4	586,585	14.761%	102,621	15.870%	1.109%	7.516%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	295,373	7.433%	40,000	6.186%	-1.247%	-16.775%
172	Account management	Business Skills	Management skills	1	41,183	1.036%	6,383	0.987%	-0.049%	-4.748%
22	Accounting	Business Skills	Business processes	4	478,360	12.038%	40,406	6.249%	-5.789%	-48.089%
1263	Accounting software	Business Skills	Business processes	7	57,746	1.453%	3,392	0.525%	-0.929%	-63.901%
174	Administration	Business Skills	Management skills	3	980,881	24.683%	135,153	20.902%	-3.782%	-15.321%
1313	Analyst	Business Skills	Project management	1	674,968	16.985%	109,781	16.978%	-0.007%	-0.044%
175	Application management	Business Skills	Management skills	5	274,542	6.909%	52,031	8.047%	1.138%	16.471%
150	Asset management	Business Skills	Business processes	1	52,383	1.318%	8,688	1.344%	0.025%	1.928%
151	Auditing	Business Skills	Business processes	5	236,482	5.951%	34,706	5.367%	-0.584%	-9.807%
1264	Auditing software	Business Skills	Business processes	1	214	0.005%	13	0.002%	-0.003%	-62.667%
152	Billing	Business Skills	Business processes	1	108,273	2.725%	9,314	1.440%	-1.284%	-47.133%
1314	Business Analyst	Business Skills	Project management	1	255,720	6.435%	40,680	6.291%	-0.144%	-2.235%
35	Business Intelligence	Business Skills	Strategy skills	1	166,664	4.194%	31,559	4.881%	0.687%	16.372%
155	Business performance management (BPM)	Business Skills	Business processes	2	24,685	0.621%	5,350	0.827%	0.206%	33.195%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	59,243	1.491%	3,292	0.509%	-0.982%	-65.850%
36	Business Strategy	Business Skills	Strategy skills	3	721,939	18.167%	121,200	18.744%	0.577%	3.173%
182	Calendar and scheduling	Business Skills	Project management	3	155,168	3.905%	22,123	3.421%	-0.483%	-12.379%
156	Capacity planning	Business Skills	Business processes	1	79,730	2.006%	13,989	2.163%	0.157%	7.828%
28	Change Management	Business Skills	Management skills	1	152,912	3.848%	30,958	4.788%	0.940%	24.422%
183	Content workflow	Business Skills	Project management	1	158	0.004%	19	0.003%	-0.001%	-26.097%
24	Contracting and legal	Business Skills	Business processes	2	269,109	6.772%	35,925	5.556%	-1.216%	-17.958%
176	Coordination	Business Skills	Management skills	1	183,170	4.609%	29,982	4.637%	0.027%	0.594%
157	Cost accounting	Business Skills	Business processes	1	6,097	0.153%	567	0.088%	-0.066%	-42.848%
158	Cost estimation	Business Skills	Business processes	1	3,046	0.077%	455	0.070%	-0.006%	-8.199%
1312	Customer Support	Business Skills	Business processes	6	772,062	19.429%	119,825	18.531%	-0.897%	-4.619%
1339	Education	Business Skills	Industry Segment	1	34,520	0.869%	5,167	0.799%	-0.070%	-8.012%
1333	Energy	Business Skills	Industry Segment	1	191,814	4.827%	31,772	4.914%	0.087%	1.796%
1340	Entertainment	Business Skills	Industry Segment	1	221,750	5.580%	14,936	2.310%	-3.270%	-58.606%
1319	Environmental	Business Skills	Environmental	15	163,516	4.115%	16,627	2.571%	-1.543%	-37.509%
1320	Environmental Strategy	Business Skills	Environmental	7	22,473	0.566%	10,262	1.587%	1.022%	180.632%
161	Financial	Business Skills	Business processes	2	979,754	24.655%	136,438	21.100%	-3.555%	-14.418%
1275	Financial Analysis software	Business Skills	Business processes	6	4,627	0.116%	229	0.035%	-0.081%	-69.584%
1332	Health Care	Business Skills	Industry Segment	2	655,253	16.489%	83,419	12.901%	-3.588%	-21.761%
177	Human resources	Business Skills	Management skills	2	319,920	8.051%	19,043	2.945%	-5.106%	-63.419%
1336	Insurance	Business Skills	Industry Segment	1	22,473	0.566%	4,246	0.657%	0.091%	16.114%
1316	Managing/Supervision	Business Skills	Management skills	5	1,595,501	40.150%	208,125	32.187%	-7.963%	-19.833%
1334	Manufacturing	Business Skills	Industry Segment	2	346,980	8.732%	31,044	4.801%	-3.931%	-45.016%
26	Marketing	Business Skills	Business processes	1	508,174	12.788%	45,502	7.037%	-5.751%	-44.972%
185	Monitoring	Business Skills	Project management	1	432,584	10.886%	87,331	13.506%	2.620%	24.069%
179	Negotiation	Business Skills	Management skills	1	133,292	3.354%	21,593	3.339%	-0.015%	-0.442%
163	Operation and Control	Business Skills	Business processes	2	2,086	0.052%	327	0.051%	-0.002%	-3.662%
29	Outsourcing Management	Business Skills	Management skills	3	149,984	3.774%	19,039	2.944%	-0.830%	-21.987%
167	Procurement	Business Skills	Business processes	1	112,953	2.842%	10,109	1.563%	-1.279%	-44.998%
1290	Project Management software	Business Skills	Project management	2	109,161	2.747%	17,469	2.702%	-0.045%	-1.652%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	691,718	17.407%	112,245	17.359%	-0.048%	-0.275%
168	Quality	Business Skills	Business processes	1	1,143,121	28.766%	210,210	32.509%	3.743%	13.013%
1337	Real Estate	Business Skills	Industry Segment	2	185,834	4.676%	8,318	1.286%	-3.390%	-72.492%
1335	Retail	Business Skills	Industry Segment	2	793,898	19.978%	76,977	11.905%	-8.073%	-40.412%
34	Risk Management	Business Skills	Project management	1	114,972	2.893%	23,167	3.583%	0.690%	23.835%
169	Service Orientation	Business Skills	Business processes	1	27,560	0.694%	4,518	0.699%	0.005%	0.747%
27	Supply Chain Management	Business Skills	Business processes	3	147,763	3.718%	15,754	2.436%	-1.282%	-34.477%
1295	Supply Chain Management software	Business Skills	Business processes	4	7,786	0.196%	963	0.149%	-0.047%	-23.989%
178	Teaching	Business Skills	Management skills	7	274,212	6.900%	18,110	2.801%	-4.100%	-59.412%
190	Timekeeping	Business Skills	Project management	3	110,680	2.785%	10,176	1.574%	-1.211%	-43.497%
1296	Timekeeping software	Business Skills	Project management	1	4,450	0.112%	740	0.114%	0.002%	2.197%
171	Total quality management (TQM)	Business Skills	Business processes	2	4,493	0.113%	442	0.068%	-0.045%	-39.542%
180	Troubleshooting	Business Skills	Management skills	1	498,326	12.540%	99,918	15.452%	2.912%	23.224%
181	Verification	Business Skills	Management skills	1	214,639	5.401%	122,440	18.936%	13.534%	250.575%
1338	Waste Management	Business Skills	Industry Segment	1	4,151	0.104%	499	0.077%	-0.027%	-26.122%
191	Workflow	Business Skills	Project management	1	168,602	4.243%	30,647	4.740%	0.497%	11.710%
31	Working Globally	Business Skills	Management skills	3	23,348	0.588%	1,202	0.186%	-0.402%	-68.361%
32	Working with Virtual Teams	Business Skills	Management skills	2	7,155	0.180%	1,487	0.230%	0.050%	27.722%
51	4GL	Technical Skills	Software development	3	5,662	0.142%	478	0.074%	-0.069%	-48.117%
987	Access servers & software	Technical Skills	Network	10	122,530	3.083%	24,834	3.841%	0.757%	24.558%
38	Agile Development Methods	Technical Skills	Software development	3	110,793	2.788%	34,515	5.338%	2.550%	91.453%
304	Algorithmic software	Technical Skills	Business applications	1	109	0.003%	4	0.001%	-0.002%	-77.447%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	4,198	0.106%	390	0.060%	-0.045%	-42.906%
1352	Android	Technical Skills	Mobile Platforms	3	63,381	1.595%	25,539	3.950%	2.355%	147.634%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	49,694	1.251%	14,510	2.244%	0.993%	79.444%
120	Apple operating systems	Technical Skills	Business applications	6	100,064	2.518%	24,880	3.848%	1.330%	52.805%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	42,376	1.066%	402	0.062%	-1.004%	-94.170%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	160	0.004%	34	0.005%	0.001%	30.594%
1265	Backup & Recovery	Technical Skills	Technical applications	16	306,768	7.720%	48,643	7.523%	-0.197%	-2.551%
1353	Blackberry	Technical Skills	Mobile Platforms	2	31,861	0.802%	3,054	0.472%	-0.329%	-41.092%
336	Borland Delphi	Technical Skills	Business applications	1	5,952	0.150%	842	0.130%	-0.020%	-13.061%
337	Borland JBuilder	Technical Skills	Business applications	1	4,102	0.103%	102	0.016%	-0.087%	-84.718%
338	Borland Paradox	Technical Skills	Business applications	1	346	0.009%	35	0.005%	-0.003%	-37.833%
72	Business Continuity Planning	Technical Skills	Hardware	2	67,416	1.696%	8,598	1.330%	-0.367%	-21.621%
352	Cadence Opus	Technical Skills	Business applications	1	1,976	0.050%	131	0.020%	-0.029%	-59.257%
868	Calculators	Technical Skills	Hardware	1	3,565	0.090%	392	0.061%	-0.029%	-32.424%
39	CASE Tools	Technical Skills	Software development	1	208,621	5.250%	26,768	4.140%	-1.110%	-21.146%
367	Categorization or classification software	Technical Skills	Business applications	1	16,109	0.405%	3,008	0.465%	0.060%	14.756%
112	Certification	Technical Skills	Misc	3	724,151	18.223%	119,939	18.549%	0.326%	1.788%
78	Cisco	Technical Skills	Hardware	1	318,150	8.006%	36,531	5.650%	-2.357%	-29.434%
1009	Cisco Systems IOS	Technical Skills	Network	1	66,947	1.685%	27,622	4.272%	2.587%	153.565%
40	Client-Server	Technical Skills	Software development	1	88,245	2.221%	8,858	1.370%	-0.851%	-38.310%
1011	Cluster server software	Technical Skills	Network	8	61,228	1.541%	12,209	1.888%	0.347%	22.545%
1147	CMAKE	Technical Skills	Software development	1	570	0.014%	396	0.061%	0.047%	326.959%
1151	Compatibility testing	Technical Skills	Software development	1	1,677	0.042%	594	0.092%	0.050%	117.680%
1152	Compilers	Technical Skills	Software development	5	37,526	0.944%	4,972	0.769%	-0.175%	-18.574%
1255	Compliance software	Technical Skills	Technical applications	3	21,507	0.541%	4,499	0.696%	0.155%	28.559%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	72,973	1.836%	7,810	1.208%	-0.629%	-34.226%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	6,391	0.161%	949	0.147%	-0.014%	-8.744%
875	Computer diagnostics	Technical Skills	Hardware	5	159,360	4.010%	28,482	4.405%	0.395%	9.839%
1107	Computer forensics	Technical Skills	Security	1	8,980	0.226%	935	0.145%	-0.081%	-36.012%
1266	Computer Hardware	Technical Skills	Hardware	15	88,885	2.237%	13,380	2.069%	-0.168%	-7.489%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	37,007	0.931%	478	0.074%	-0.857%	-92.062%
1015	Computer servers	Technical Skills	Network	6	359,217	9.040%	59,668	9.228%	0.188%	2.082%
1267	Computer Utilities	Technical Skills	Misc	1	2,294	0.058%	557	0.086%	0.028%	49.220%
59	Content Manager	Technical Skills	Business applications	1	4,100	0.103%	460	0.071%	-0.032%	-31.049%
878	Controllers	Technical Skills	Hardware	3	24,326	0.612%	5,170	0.800%	0.187%	30.613%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	4,666	0.117%	1,621	0.251%	0.133%	113.503%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	15,415	0.388%	2,055	0.318%	-0.070%	-18.072%
53	Customer Relationship Management	Technical Skills	Business applications	9	233,354	5.872%	33,529	5.185%	-0.687%	-11.698%
953	Data acquisition systems	Technical Skills	Information mgmt	1	19,039	0.479%	3,095	0.479%	-0.000%	-0.096%
955	Data compression software	Technical Skills	Information mgmt	1	12,443	0.313%	1,638	0.253%	-0.060%	-19.099%
956	Data conversion software	Technical Skills	Information mgmt	1	17,818	0.448%	2,985	0.462%	0.013%	2.956%
958	Data dictionary	Technical Skills	Information mgmt	1	10,289	0.259%	1,585	0.245%	-0.014%	-5.328%
959	Data entry	Technical Skills	Information mgmt	1	188,295	4.738%	5,450	0.843%	-3.895%	-82.212%
962	Data mapping	Technical Skills	Information mgmt	1	19,719	0.496%	4,552	0.704%	0.208%	41.868%
67	Data Mining	Technical Skills	Information mgmt	5	101,297	2.549%	13,230	2.046%	-0.503%	-19.734%
963	Data modeling	Technical Skills	Information mgmt	1	120,837	3.041%	23,049	3.565%	0.524%	17.224%
68	Data Warehousing	Technical Skills	Information mgmt	2	187,824	4.726%	34,614	5.353%	0.627%	13.257%
69	Database Administration	Technical Skills	Information mgmt	12	243,803	6.135%	42,326	6.546%	0.411%	6.693%
969	Database design software	Technical Skills	Information mgmt	15	196,741	4.951%	31,867	4.928%	-0.023%	-0.457%
1268	Database Reporting	Technical Skills	Information mgmt	3	59,383	1.494%	6,166	0.954%	-0.541%	-36.187%
1269	Database Security	Technical Skills	Information mgmt	2	640	0.016%	184	0.028%	0.012%	76.687%
1270	Database Servers	Technical Skills	Information mgmt	3	50,056	1.260%	5,058	0.782%	-0.477%	-37.900%
1271	Database Testing	Technical Skills	Information mgmt	1	3,280	0.083%	894	0.138%	0.056%	67.506%
1160	Debugging	Technical Skills	Software development	7	258,239	6.498%	51,688	7.994%	1.495%	23.008%
418	Desktop publishing software	Technical Skills	Business applications	13	52,214	1.314%	5,625	0.870%	-0.444%	-33.793%
1272	Development Environment	Technical Skills	Software development	13	175,484	4.416%	32,901	5.088%	0.672%	15.223%
1273	Digital Imaging	Technical Skills	Hardware	1	2,065	0.052%	46	0.007%	-0.045%	-86.310%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	10,786	0.271%	1,392	0.215%	-0.056%	-20.687%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	10,869	0.274%	1,027	0.159%	-0.115%	-41.931%
1307	Doctor of Philosophy	Technical Skills	Misc	3	172,511	4.341%	15,460	2.391%	-1.950%	-44.924%
973	Document management software	Technical Skills	Information mgmt	4	35,330	0.889%	4,894	0.757%	-0.132%	-14.869%
1020	Domain name system (DNS)	Technical Skills	Network	3	119,435	3.006%	23,574	3.646%	0.640%	21.302%
61	Dreamweaver	Technical Skills	Software development	1	19,750	0.497%	1,336	0.207%	-0.290%	-58.428%
54	DSS/GDSS	Technical Skills	Business applications	5	47,522	1.196%	6,844	1.058%	-0.137%	-11.492%
425	Dynamic modeling software	Technical Skills	Business applications	1	138	0.003%	10	0.002%	-0.002%	-55.467%
62	Eclipse	Technical Skills	Software development	1	75,856	1.909%	13,893	2.149%	0.240%	12.557%
1308	Electronic Commerce	Technical Skills	Business applications	2	171,946	4.327%	28,788	4.452%	0.125%	2.893%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	33,875	0.852%	6,435	0.995%	0.143%	16.744%
1023	Electronic mail software	Technical Skills	Network	8	60,415	1.520%	8,845	1.368%	-0.152%	-10.026%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	189,146	4.760%	29,112	4.502%	-0.258%	-5.411%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	226,981	5.712%	27,296	4.221%	-1.490%	-26.095%
1321	Environmental Certification	Technical Skills	Environmental	1	328	0.008%	74	0.011%	0.003%	38.651%
1328	Environmental Cleanup	Technical Skills	Environmental	1	1,327	0.033%	406	0.063%	0.029%	88.027%
1329	Environmental Energy	Technical Skills	Environmental	21	12,630	0.318%	2,361	0.365%	0.047%	14.884%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	12,907	0.325%	2,851	0.441%	0.116%	35.749%
1327	Environmental Pollution	Technical Skills	Environmental	16	41,087	1.034%	1,493	0.231%	-0.803%	-77.668%
1324	Environmental Pollution Control	Technical Skills	Environmental	7	6,009	0.151%	937	0.145%	-0.006%	-4.170%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	2,051	0.052%	244	0.038%	-0.014%	-26.888%
1326	Environmental Product Stewardship	Technical Skills	Environmental	11	50,629	1.274%	1,398	0.216%	-1.058%	-83.030%
1331	Environmental Science	Technical Skills	Environmental	2	1,501	0.038%	262	0.041%	0.003%	7.272%
1322	Environmental Technology	Technical Skills	Environmental	2	675	0.017%	72	0.011%	-0.006%	-34.447%
461	Expert system software	Technical Skills	Business applications	1	1,385	0.035%	236	0.036%	0.002%	4.720%
1359	Facebook	Technical Skills	Social Networking	1	502,953	12.657%	188,827	29.202%	16.546%	130.729%
463	Facilities management software	Technical Skills	Business applications	4	12,083	0.304%	934	0.144%	-0.160%	-52.495%
468	Flight control software	Technical Skills	Business applications	1	1,073	0.027%	117	0.018%	-0.009%	-32.988%
469	Flowchart software	Technical Skills	Business applications	5	11,626	0.293%	2,706	0.418%	0.126%	43.042%
1112	Fraud Detection	Technical Skills	Security	1	19,056	0.480%	3,944	0.610%	0.130%	27.195%
63	FrontPage	Technical Skills	Software development	1	3,277	0.082%	100	0.015%	-0.067%	-81.246%
475	Fund accounting software	Technical Skills	Business applications	1	1,809	0.046%	197	0.030%	-0.015%	-33.074%
1260	Gaming	Technical Skills	Misc	2	81,363	2.047%	17,469	2.702%	0.654%	31.949%
113	Generic databases	Technical Skills	Information mgmt	2	560,974	14.117%	106,301	16.440%	2.323%	16.456%
1365	Google Apps	Technical Skills	Business applications	4	12,895	0.324%	2,221	0.343%	0.019%	5.851%
1364	Google Plus	Technical Skills	Social Networking	1	1,307	0.033%	4	0.001%	-0.032%	-98.119%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	233,130	5.867%	31,861	4.927%	-0.939%	-16.010%
484	Graphic software	Technical Skills	Business applications	16	319,611	8.043%	49,027	7.582%	-0.461%	-5.729%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	69,412	1.747%	7,849	1.214%	-0.533%	-30.506%
1323	Green IT	Technical Skills	Environmental	9	10,481	0.264%	1,274	0.197%	-0.067%	-25.298%
893	Guidance systems	Technical Skills	Hardware	1	169	0.004%	7	0.001%	-0.003%	-74.545%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	1,001	0.025%	103	0.016%	-0.009%	-36.763%
1277	Hardware Design	Technical Skills	Hardware	19	27,435	0.690%	3,916	0.606%	-0.085%	-12.279%
1278	Hardware Testing	Technical Skills	Hardware	4	9,503	0.239%	836	0.129%	-0.110%	-45.936%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,573	0.040%	173	0.027%	-0.013%	-32.410%
492	Helpdesk or call center	Technical Skills	Business applications	2	229,201	5.768%	25,043	3.873%	-1.895%	-32.852%
114	IBM databases	Technical Skills	Information mgmt	2	100,575	2.531%	15,488	2.395%	-0.136%	-5.361%
121	IBM operating systems	Technical Skills	Business applications	4	79,838	2.009%	8,182	1.265%	-0.744%	-37.018%
898	Image capture devices	Technical Skills	Hardware	8	17,574	0.442%	3,189	0.493%	0.051%	11.519%
524	Industrial control software	Technical Skills	Business applications	3	14,707	0.370%	2,126	0.329%	-0.041%	-11.161%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	52,945	1.332%	9,185	1.420%	0.088%	6.615%
899	Infrared	Technical Skills	Hardware	1	4,890	0.123%	233	0.036%	-0.087%	-70.717%
1180	Installation	Technical Skills	Software development	1	324,847	8.175%	47,324	7.319%	-0.856%	-10.470%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,255	0.032%	120	0.019%	-0.013%	-41.237%
536	Internet browser software	Technical Skills	Business applications	4	23,036	0.580%	2,717	0.420%	-0.160%	-27.515%
541	Inventory management software	Technical Skills	Business applications	3	19,127	0.481%	2,989	0.462%	-0.019%	-3.962%
73	IT Architecture/Standards	Technical Skills	Hardware	2	31,675	0.797%	5,092	0.787%	-0.010%	-1.204%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,391	0.035%	67	0.010%	-0.025%	-70.399%
1035	Kernel	Technical Skills	Network	1	35,951	0.905%	4,469	0.691%	-0.214%	-23.605%
907	Lasers	Technical Skills	Hardware	1	1,027	0.026%	114	0.018%	-0.008%	-31.782%
1038	License management software	Technical Skills	Network	1	2,531	0.064%	576	0.089%	0.025%	39.861%
1361	LinkedIn	Technical Skills	Social Networking	1	32,456	0.817%	8,451	1.307%	0.490%	60.022%
908	Mainframe computers	Technical Skills	Hardware	2	122,459	3.082%	11,298	1.747%	-1.334%	-43.301%
124	Mainframe operating systems	Technical Skills	Business applications	8	53,240	1.340%	5,802	0.897%	-0.442%	-33.026%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	86,747	2.183%	11,770	1.820%	-0.363%	-16.615%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	20,110	0.506%	2,003	0.310%	-0.196%	-38.788%
1281	Medical software	Technical Skills	Business applications	9	27,072	0.681%	4,564	0.706%	0.025%	3.607%
115	Microsoft databases	Technical Skills	Information mgmt	5	545,147	13.718%	96,628	14.944%	1.225%	8.932%
119	Microsoft operating systems	Technical Skills	Business applications	4	771,627	19.418%	111,823	17.294%	-2.124%	-10.939%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	19,349	0.487%	5,250	0.812%	0.325%	66.750%
625	Multimedia	Technical Skills	Business applications	1	145,954	3.673%	3,048	0.471%	-3.201%	-87.166%
1362	MySpace	Technical Skills	Social Networking	1	5,169	0.130%	14	0.002%	-0.128%	-98.335%
74	Network administration	Technical Skills	Hardware	12	293,699	7.391%	38,324	5.927%	-1.464%	-19.807%
1282	Network Administration software	Technical Skills	Network	18	196,285	4.939%	38,440	5.945%	1.005%	20.354%
1283	Network Hardware	Technical Skills	Network	11	148,122	3.727%	23,506	3.635%	-0.092%	-2.473%
1284	Network Monitoring software	Technical Skills	Network	15	99,113	2.494%	20,329	3.144%	0.650%	26.052%
1059	Network operation system software (NOS)	Technical Skills	Network	2	4,877	0.123%	876	0.135%	0.013%	10.387%
1122	Network security	Technical Skills	Security	1	123,837	3.116%	26,572	4.109%	0.993%	31.868%
1285	Network Security software	Technical Skills	Security	35	273,712	6.888%	57,250	8.854%	1.966%	28.543%
1286	Network software	Technical Skills	Network	6	64,694	1.628%	10,406	1.609%	-0.019%	-1.148%
1287	Network Testing	Technical Skills	Network	11	65,763	1.655%	10,353	1.601%	-0.054%	-3.250%
1065	Novell network software	Technical Skills	Network	2	5,659	0.142%	192	0.030%	-0.113%	-79.149%
643	Oberon	Technical Skills	Business applications	1	520	0.013%	173	0.027%	0.014%	104.460%
41	Object Oriented Programming	Technical Skills	Software development	5	453,894	11.422%	84,050	12.998%	1.576%	13.802%
1288	Office Applications	Technical Skills	Business applications	13	579,889	14.593%	90,755	14.035%	-0.557%	-3.819%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	42,996	1.082%	5,158	0.798%	-0.284%	-26.274%
116	Open-source databases	Technical Skills	Information mgmt	4	205,166	5.163%	49,166	7.604%	2.441%	47.274%
118	Open-source operating systems	Technical Skills	Business applications	8	595,862	14.995%	115,756	17.902%	2.907%	19.389%
56	Operating Systems	Technical Skills	Business applications	3	341,180	8.586%	55,584	8.596%	0.011%	0.123%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	2,463	0.062%	493	0.076%	0.014%	23.012%
117	Oracle databases	Technical Skills	Information mgmt	1	686,124	17.266%	98,417	15.220%	-2.046%	-11.848%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,341	0.084%	124	0.019%	-0.065%	-77.191%
1289	Physical Tools	Technical Skills	Hardware	1	228	0.006%	25	0.004%	-0.002%	-32.614%
683	Point of sale (POS)	Technical Skills	Business applications	3	22,372	0.563%	4,264	0.659%	0.096%	17.133%
931	Printers	Technical Skills	Hardware	3	35,947	0.905%	6,182	0.956%	0.051%	5.690%
43	Programming	Technical Skills	Software development	1	969,594	24.399%	164,060	25.372%	0.973%	3.987%
700	Provisioning	Technical Skills	Business applications	1	54,114	1.362%	13,593	2.102%	0.740%	54.373%
1258	Rate Control	Technical Skills	Technical applications	1	190	0.005%	12	0.002%	-0.003%	-61.186%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	46,550	1.171%	3,534	0.547%	-0.625%	-53.343%
1077	Remote control software	Technical Skills	Network	2	4,308	0.108%	935	0.145%	0.036%	33.383%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,355	0.059%	422	0.065%	0.006%	10.125%
1262	Robotics	Technical Skills	Hardware	3	14,656	0.369%	3,110	0.481%	0.112%	30.410%
1318	RSA	Technical Skills	Security	1	17,412	0.438%	3,316	0.513%	0.075%	17.039%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	96,051	2.417%	32,254	4.988%	2.571%	106.370%
44	SDLC	Technical Skills	Software development	7	475,710	11.971%	100,565	15.553%	3.582%	29.918%
1132	Secure shell (SSH)	Technical Skills	Security	1	375	0.009%	75	0.012%	0.002%	22.912%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	50,802	1.278%	10,295	1.592%	0.314%	24.541%
76	Security	Technical Skills	Hardware	4	2,824,252	71.071%	643,509	99.520%	28.449%	40.029%
1315	Security Clearance	Technical Skills	Misc	2	316,102	7.955%	29,019	4.488%	-3.467%	-43.582%
1135	Security testing software	Technical Skills	Security	1	9,698	0.244%	2,502	0.387%	0.143%	58.552%
60	Sharepoint Server	Technical Skills	Business applications	1	14,329	0.361%	1,527	0.236%	-0.124%	-34.508%
1084	Signal generators	Technical Skills	Network	1	807	0.020%	131	0.020%	-0.000%	-0.238%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	34,274	0.862%	5,304	0.820%	-0.042%	-4.895%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	139,393	3.508%	34,428	5.324%	1.817%	51.788%
1220	Simulation software	Technical Skills	Software development	5	56,943	1.433%	6,495	1.004%	-0.428%	-29.902%
1366	Social Network	Technical Skills	Social Networking	1	11,524	0.290%	3,816	0.590%	0.300%	103.503%
1358	Social Networking	Technical Skills	Social Networking	1	23,048	0.580%	1,230	0.190%	-0.390%	-67.203%
42	Software Development	Technical Skills	Software development	2	1,021,484	25.705%	154,796	23.939%	-1.766%	-6.869%
1291	Software Development software	Technical Skills	Software development	3	7,054	0.178%	835	0.129%	-0.048%	-27.253%
1309	Software Engineering	Technical Skills	Software development	1	613,038	15.427%	87,566	13.542%	-1.885%	-12.216%
1292	Software Installation	Technical Skills	Software development	4	432,596	10.886%	89,816	13.890%	3.004%	27.596%
1223	Software libraries	Technical Skills	Software development	1	1,144	0.029%	241	0.037%	0.008%	29.466%
1293	Software Maintenance	Technical Skills	Software development	1	28,180	0.709%	5,739	0.888%	0.178%	25.159%
1294	Software Testing	Technical Skills	Software development	14	421,829	10.615%	82,973	12.832%	2.217%	20.883%
1225	Source code management (SCM)	Technical Skills	Software development	5	137,847	3.469%	29,353	4.539%	1.071%	30.864%
1229	Static analysis software	Technical Skills	Software development	1	3,080	0.078%	1,037	0.160%	0.083%	106.916%
772	Statistical analysis software	Technical Skills	Business applications	26	311,223	7.832%	52,423	8.107%	0.276%	3.518%
774	Statistical software	Technical Skills	Business applications	1	132,524	3.335%	21,688	3.354%	0.019%	0.575%
1230	Stress testing software	Technical Skills	Software development	1	9,636	0.242%	1,706	0.264%	0.021%	8.805%
122	Sun operating systems	Technical Skills	Business applications	3	161,365	4.061%	13,487	2.086%	-1.975%	-48.634%
939	Surveillance systems	Technical Skills	Hardware	5	36,538	0.919%	4,111	0.636%	-0.284%	-30.854%
791	Symantec software	Technical Skills	Business applications	1	30,227	0.761%	5,171	0.800%	0.039%	5.135%
1355	Symbian	Technical Skills	Mobile Platforms	1	114	0.003%	3	0.000%	-0.002%	-83.827%
1310	System Administration	Technical Skills	Network	4	254,974	6.416%	38,875	6.012%	-0.404%	-6.300%
45	System Testing	Technical Skills	Software development	5	81,258	2.045%	14,728	2.278%	0.233%	11.389%
46	Systems Analysis	Technical Skills	Software development	8	325,889	8.201%	51,370	7.944%	-0.256%	-3.126%
47	Systems Design	Technical Skills	Software development	1	53,555	1.348%	7,624	1.179%	-0.169%	-12.512%
1233	Systems Evaluation	Technical Skills	Software development	1	623	0.016%	89	0.014%	-0.002%	-12.205%
1234	Systems integration	Technical Skills	Software development	8	227,155	5.716%	25,402	3.928%	-1.788%	-31.276%
75	TCP/IP	Technical Skills	Hardware	3	213,997	5.385%	32,622	5.045%	-0.340%	-6.315%
1235	Technology Design	Technical Skills	Software development	1	3,963	0.100%	435	0.067%	-0.032%	-32.542%
1236	Templates	Technical Skills	Software development	1	63,193	1.590%	12,287	1.900%	0.310%	19.493%
1239	Test implementation	Technical Skills	Software development	1	1,441	0.036%	324	0.050%	0.014%	38.181%
1302	Testing	Technical Skills	Software development	1	1,183,969	29.794%	228,116	35.278%	5.484%	18.408%
1297	Training software	Technical Skills	Business applications	3	4,246	0.107%	254	0.039%	-0.068%	-63.236%
57	Transaction Processing Systems	Technical Skills	Business applications	4	5,583	0.140%	729	0.113%	-0.028%	-19.754%
1360	Twitter	Technical Skills	Social Networking	1	55,482	1.396%	10,710	1.656%	0.260%	18.632%
123	UNIX operating systems	Technical Skills	Business applications	5	613,870	15.448%	74,598	11.537%	-3.911%	-25.318%
1298	UNIX Shells	Technical Skills	Business applications	4	128,839	3.242%	23,683	3.663%	0.420%	12.968%
48	User-Interface Design	Technical Skills	Software development	2	266,433	6.705%	52,953	8.189%	1.485%	22.143%
836	Video creation and editing software	Technical Skills	Business applications	3	14,638	0.368%	2,171	0.336%	-0.033%	-8.853%
64	Visual Studio	Technical Skills	Software development	1	130,694	3.289%	25,709	3.976%	0.687%	20.891%
843	Voice dictation & recognition	Technical Skills	Business applications	2	5,783	0.146%	880	0.136%	-0.009%	-6.482%
77	Voice/Data Telecom	Technical Skills	Hardware	10	356,099	8.961%	43,763	6.768%	-2.193%	-24.473%
1299	Web Application Server	Technical Skills	Business applications	8	179,478	4.516%	23,502	3.635%	-0.882%	-19.525%
1248	Web platform development software	Technical Skills	Software development	5	10,967	0.276%	581	0.090%	-0.186%	-67.442%
65	web programmer	Technical Skills	Software development	4	89,598	2.255%	4,320	0.668%	-1.587%	-70.369%
58	Web servers	Technical Skills	Business applications	6	273,345	6.879%	44,140	6.826%	-0.052%	-0.760%
49	Web-based Application Development	Technical Skills	Software development	2	201,993	5.083%	38,699	5.985%	0.902%	17.741%
1356	Windows CE	Technical Skills	Mobile Platforms	4	22,444	0.565%	2,366	0.366%	-0.199%	-35.214%
1102	Wireless	Technical Skills	Network	5	160,063	4.028%	24,532	3.794%	-0.234%	-5.809%
1363	YouTube	Technical Skills	Social Networking	2	6,838	0.172%	1,478	0.229%	0.057%	32.835%
79	.NET	Programming Skills	Current	1	453,108	11.402%	75,798	11.722%	0.320%	2.807%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	118	0.003%	11	0.002%	-0.001%	-42.710%
209	A programming language (APL)	Programming Skills	Legacy	2	5,426	0.137%	579	0.090%	-0.047%	-34.421%
99	Ada	Programming Skills	Legacy	1	14,102	0.355%	1,579	0.244%	-0.111%	-31.188%
80	AJAX	Programming Skills	Current	1	226,430	5.698%	32,954	5.096%	-0.602%	-10.558%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	103	0.003%	23	0.004%	0.001%	37.232%
192	Apple AppleScript	Programming Skills	Current	1	583	0.015%	123	0.019%	0.004%	29.659%
81	ASP	Programming Skills	Current	2	290,549	7.312%	45,992	7.113%	-0.199%	-2.719%
108	Assembly	Programming Skills	Legacy	2	9,975	0.251%	677	0.105%	-0.146%	-58.290%
211	AWK	Programming Skills	Legacy	1	7,970	0.201%	1,192	0.184%	-0.016%	-8.086%
212	B	Programming Skills	Legacy	1	51,433	1.294%	8,341	1.290%	-0.004%	-0.335%
83	C#	Programming Skills	Current	2	433,762	10.915%	84,134	13.011%	2.096%	19.203%
82	C/C++	Programming Skills	Current	3	636,653	16.021%	88,148	13.632%	-2.389%	-14.911%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	307,184	7.730%	84,125	13.010%	5.280%	68.303%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	1,124	0.028%	308	0.048%	0.019%	68.403%
84	CGI	Programming Skills	Current	2	30,980	0.780%	7,813	1.208%	0.429%	54.989%
217	Clipper	Programming Skills	Legacy	1	684	0.017%	161	0.025%	0.008%	44.656%
218	CLU	Programming Skills	Legacy	1	362	0.009%	29	0.004%	-0.005%	-50.767%
100	Cobol	Programming Skills	Legacy	1	30,525	0.768%	4,159	0.643%	-0.125%	-16.267%
85	ColdFusion	Programming Skills	Current	2	24,395	0.614%	1,726	0.267%	-0.347%	-56.518%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	524	0.013%	32	0.005%	-0.008%	-62.469%
195	Component object model (COM)	Programming Skills	Current	1	556	0.014%	14	0.002%	-0.012%	-84.525%
125	Database programming	Programming Skills	Current	3	92,194	2.320%	11,992	1.855%	-0.465%	-20.062%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,828	0.147%	261	0.040%	-0.106%	-72.478%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	22,761	0.573%	3,207	0.496%	-0.077%	-13.409%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	6,800	0.171%	1,379	0.213%	0.042%	24.630%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	40,044	1.008%	4,027	0.623%	-0.385%	-38.197%
109	Forth	Programming Skills	Legacy	1	11,281	0.284%	2,584	0.400%	0.116%	40.770%
102	Fortran	Programming Skills	Legacy	1	5,898	0.148%	686	0.106%	-0.042%	-28.520%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	707,903	17.814%	108,557	16.789%	-1.026%	-5.757%
222	J	Programming Skills	Legacy	1	14,480	0.364%	1,857	0.287%	-0.077%	-21.185%
87	Java/J2EE/J2P	Programming Skills	Current	4	891,470	22.433%	166,988	25.825%	3.392%	15.118%
97	JavaScript	Programming Skills	Current	3	490,043	12.332%	123,720	19.133%	6.802%	55.157%
89	JavaServer Faces	Programming Skills	Current	3	33,999	0.856%	4,735	0.732%	-0.123%	-14.411%
88	JavaServer Pages	Programming Skills	Current	3	145,608	3.664%	16,503	2.552%	-1.112%	-30.346%
223	Job control language (JCL)	Programming Skills	Legacy	2	20,059	0.505%	2,603	0.403%	-0.102%	-20.250%
126	LAMP	Programming Skills	Current	1	40,703	1.024%	6,537	1.011%	-0.013%	-1.300%
104	Lisp	Programming Skills	Legacy	1	2,434	0.061%	338	0.052%	-0.009%	-14.658%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	2,199	0.055%	625	0.097%	0.041%	74.671%
201	Microsoft ActiveX	Programming Skills	Current	1	5,480	0.138%	231	0.036%	-0.102%	-74.094%
107	Pascal	Programming Skills	Legacy	1	1,913	0.048%	147	0.023%	-0.025%	-52.775%
90	Perl	Programming Skills	Current	1	275,028	6.921%	40,361	6.242%	-0.679%	-9.812%
91	PHP	Programming Skills	Current	1	159,914	4.024%	28,417	4.395%	0.371%	9.209%
103	PL/1	Programming Skills	Legacy	3	650	0.016%	107	0.017%	0.000%	1.166%
105	Prolog	Programming Skills	Legacy	1	1,567	0.039%	175	0.027%	-0.012%	-31.367%
95	Python	Programming Skills	Current	1	206,656	5.200%	71,825	11.108%	5.907%	113.596%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	52,042	1.310%	11,866	1.835%	0.525%	40.125%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	1,721	0.043%	428	0.066%	0.023%	52.837%
206	Scripting languages	Programming Skills	Current	1	79,515	2.001%	16,816	2.601%	0.600%	29.969%
101	Smalltalk	Programming Skills	Legacy	1	1,055	0.027%	47	0.007%	-0.019%	-72.621%
92	SQL	Programming Skills	Current	3	1,199,457	30.184%	219,623	33.965%	3.781%	12.528%
110	TCL	Programming Skills	Legacy	1	17,099	0.430%	1,459	0.226%	-0.205%	-47.561%
98	Unified Modeling Language	Programming Skills	Current	2	110,122	2.771%	11,399	1.763%	-1.008%	-36.385%
93	Visual Basic	Programming Skills	Current	6	256,822	6.463%	31,655	4.895%	-1.567%	-24.251%
207	Web service definition language (WSDL)	Programming Skills	Current	2	30,114	0.758%	5,070	0.784%	0.026%	3.468%
94	XML	Programming Skills	Current	2	473,004	11.903%	67,005	10.362%	-1.540%	-12.942%
1342	Computer Science	Majors	Computer Science	2	2,821,496	71.002%	516,790	79.922%	8.921%	12.564%
1344	Information Technology	Majors	Information Technology	3	1,746,221	43.943%	227,968	35.256%	-8.687%	-19.769%
1343	Management Information Systems	Majors	Management Information Systems	9	1,048,508	26.385%	162,945	25.200%	-1.185%	-4.493%

mis Degrees

Management Information Systems	2016-09-19	Jobs Found:	1,048,273	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	3,650	0.348%	1,086	0.666%	0.318%	91.413%
2	Attention to Details	Soft Skills	Problem-solving skills	1	4,136	0.395%	780	0.479%	0.084%	21.324%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	7,122	0.679%	1,297	0.796%	0.117%	17.158%
231	Cooperation	Soft Skills	Interpersonal skills	1	11,250	1.073%	1,476	0.906%	-0.167%	-15.595%
3	Creativity	Soft Skills	Problem-solving skills	3	30,077	2.869%	5,583	3.426%	0.557%	19.417%
4	Critical thinking	Soft Skills	Problem-solving skills	3	16,693	1.592%	4,854	2.979%	1.386%	87.068%
1300	Flexibility	Soft Skills	Work ethic	1	37,326	3.561%	6,179	3.792%	0.231%	6.498%
232	Independence	Soft Skills	Interpersonal skills	1	5,877	0.561%	828	0.508%	-0.052%	-9.362%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	148,114	14.129%	26,099	16.017%	1.888%	13.360%
256	Innovation	Soft Skills	Problem-solving skills	1	84,525	8.063%	15,249	9.358%	1.295%	16.062%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	128,750	12.282%	21,849	13.409%	1.127%	9.174%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	834	0.080%	159	0.098%	0.018%	22.649%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	86,844	8.284%	17,496	10.737%	2.453%	29.608%
10	Leadership	Soft Skills	Interpersonal skills	1	248,930	23.747%	43,801	26.881%	3.134%	13.198%
258	Learning	Soft Skills	Problem-solving skills	1	59,862	5.711%	10,174	6.244%	0.533%	9.339%
1	Learning Ability	Soft Skills	Problem-solving skills	3	19,316	1.843%	3,922	2.407%	0.564%	30.624%
236	Listening	Soft Skills	Language skills	1	19,464	1.857%	4,418	2.711%	0.855%	46.025%
260	Mathematics	Soft Skills	Problem-solving skills	3	62,364	5.949%	10,378	6.369%	0.420%	7.057%
261	Memorization	Soft Skills	Problem-solving skills	1	23	0.002%	0	0.000%	-0.002%	-100.000%
18	Negotiation Skills	Soft Skills	Language skills	1	12,169	1.161%	1,893	1.162%	0.001%	0.076%
262	Optimization	Soft Skills	Problem-solving skills	1	45,706	4.360%	8,946	5.490%	1.130%	25.918%
19	Oral Communications	Soft Skills	Language skills	3	17,812	1.699%	2,874	1.764%	0.065%	3.802%
273	Persistence	Soft Skills	Work ethic	1	3,721	0.355%	787	0.483%	0.128%	36.066%
239	Persuasion	Soft Skills	Language skills	1	2,147	0.205%	328	0.201%	-0.004%	-1.718%
1301	Physical Skill	Soft Skills	Work ethic	2	1,685	0.161%	427	0.262%	0.101%	63.028%
240	Presentations	Soft Skills	Language skills	1	60,077	5.731%	9,413	5.777%	0.046%	0.798%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	222,622	21.237%	41,253	25.317%	4.080%	19.212%
20	Questioning skills	Soft Skills	Language skills	1	255	0.024%	66	0.041%	0.016%	66.509%
241	Reading Comprehension	Soft Skills	Language skills	1	227	0.022%	29	0.018%	-0.004%	-17.813%
6	Research skills	Soft Skills	Problem-solving skills	1	1,952	0.186%	301	0.185%	-0.001%	-0.798%
15	Responsibility	Soft Skills	Work ethic	2	120,449	11.490%	17,069	10.475%	-1.015%	-8.833%
234	Self Control	Soft Skills	Interpersonal skills	1	215	0.021%	68	0.042%	0.021%	103.472%
11	Self-esteem	Soft Skills	Interpersonal skills	1	41	0.004%	15	0.009%	0.005%	135.364%
16	Self-management	Soft Skills	Work ethic	1	1,338	0.128%	225	0.138%	0.010%	8.183%
250	Stress Tolerance	Soft Skills	Physical skills	1	232	0.022%	49	0.030%	0.008%	35.876%
12	Teamwork	Soft Skills	Interpersonal skills	1	57,995	5.532%	9,257	5.681%	0.149%	2.686%
17	Time Management	Soft Skills	Work ethic	2	44,249	4.221%	7,942	4.874%	0.653%	15.468%
268	Visualization	Soft Skills	Problem-solving skills	1	8,464	0.807%	2,859	1.755%	0.947%	117.306%
7	Working under pressure	Soft Skills	Problem-solving skills	1	592	0.056%	142	0.087%	0.031%	54.312%
21	Written Communications	Soft Skills	Language skills	4	168,354	16.060%	28,073	17.229%	1.168%	7.275%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	43,506	4.150%	11,175	6.858%	2.708%	65.246%
172	Account management	Business Skills	Management skills	1	13,230	1.262%	1,870	1.148%	-0.114%	-9.068%
22	Accounting	Business Skills	Business processes	4	129,955	12.397%	13,313	8.170%	-4.227%	-34.095%
1263	Accounting software	Business Skills	Business processes	7	6,372	0.608%	857	0.526%	-0.082%	-13.476%
174	Administration	Business Skills	Management skills	3	307,306	29.315%	48,178	29.567%	0.252%	0.858%
1313	Analyst	Business Skills	Project management	1	263,266	25.114%	41,403	25.409%	0.295%	1.174%
175	Application management	Business Skills	Management skills	5	90,393	8.623%	15,960	9.795%	1.172%	13.588%
150	Asset management	Business Skills	Business processes	1	20,557	1.961%	2,981	1.829%	-0.132%	-6.710%
151	Auditing	Business Skills	Business processes	5	98,584	9.404%	17,275	10.602%	1.197%	12.731%
1264	Auditing software	Business Skills	Business processes	1	190	0.018%	13	0.008%	-0.010%	-55.983%
152	Billing	Business Skills	Business processes	1	28,763	2.744%	3,507	2.152%	-0.592%	-21.560%
1314	Business Analyst	Business Skills	Project management	1	84,092	8.022%	14,095	8.650%	0.628%	7.831%
35	Business Intelligence	Business Skills	Strategy skills	1	55,618	5.306%	10,674	6.551%	1.245%	23.465%
155	Business performance management (BPM)	Business Skills	Business processes	2	6,508	0.621%	1,331	0.817%	0.196%	31.572%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	18,761	1.790%	1,573	0.965%	-0.824%	-46.061%
36	Business Strategy	Business Skills	Strategy skills	3	233,159	22.242%	38,988	23.927%	1.685%	7.575%
182	Calendar and scheduling	Business Skills	Project management	3	52,724	5.030%	7,377	4.527%	-0.502%	-9.987%
156	Capacity planning	Business Skills	Business processes	1	24,855	2.371%	3,909	2.399%	0.028%	1.178%
28	Change Management	Business Skills	Management skills	1	58,651	5.595%	12,119	7.437%	1.842%	32.931%
183	Content workflow	Business Skills	Project management	1	67	0.006%	1	0.001%	-0.006%	-90.398%
24	Contracting and legal	Business Skills	Business processes	2	67,684	6.457%	10,249	6.290%	-0.167%	-2.584%
176	Coordination	Business Skills	Management skills	1	70,261	6.703%	11,265	6.913%	0.211%	3.145%
157	Cost accounting	Business Skills	Business processes	1	3,062	0.292%	229	0.141%	-0.152%	-51.887%
158	Cost estimation	Business Skills	Business processes	1	1,140	0.109%	145	0.089%	-0.020%	-18.173%
1312	Customer Support	Business Skills	Business processes	6	249,939	23.843%	38,673	23.734%	-0.109%	-0.458%
1339	Education	Business Skills	Industry Segment	1	11,502	1.097%	1,610	0.988%	-0.109%	-9.950%
1333	Energy	Business Skills	Industry Segment	1	64,339	6.138%	7,728	4.743%	-1.395%	-22.727%
1340	Entertainment	Business Skills	Industry Segment	1	16,429	1.567%	1,874	1.150%	-0.417%	-26.618%
1319	Environmental	Business Skills	Environmental	15	26,585	2.536%	3,959	2.430%	-0.106%	-4.196%
1320	Environmental Strategy	Business Skills	Environmental	7	3,559	0.340%	1,769	1.086%	0.746%	219.767%
161	Financial	Business Skills	Business processes	2	280,509	26.759%	42,367	26.001%	-0.758%	-2.834%
1275	Financial Analysis software	Business Skills	Business processes	6	1,790	0.171%	66	0.041%	-0.130%	-76.279%
1332	Health Care	Business Skills	Industry Segment	2	169,459	16.166%	24,937	15.304%	-0.862%	-5.330%
177	Human resources	Business Skills	Management skills	2	59,280	5.655%	6,564	4.028%	-1.627%	-28.765%
1336	Insurance	Business Skills	Industry Segment	1	8,517	0.812%	1,483	0.910%	0.098%	12.018%
1316	Managing/Supervision	Business Skills	Management skills	5	468,591	44.701%	64,689	39.700%	-5.001%	-11.188%
1334	Manufacturing	Business Skills	Industry Segment	2	71,364	6.808%	8,266	5.073%	-1.735%	-25.484%
26	Marketing	Business Skills	Business processes	1	86,886	8.288%	9,209	5.652%	-2.637%	-31.814%
185	Monitoring	Business Skills	Project management	1	149,832	14.293%	28,468	17.471%	3.178%	22.232%
179	Negotiation	Business Skills	Management skills	1	48,114	4.590%	7,886	4.840%	0.250%	5.443%
163	Operation and Control	Business Skills	Business processes	2	792	0.076%	121	0.074%	-0.001%	-1.714%
29	Outsourcing Management	Business Skills	Management skills	3	33,614	3.207%	4,693	2.880%	-0.326%	-10.182%
167	Procurement	Business Skills	Business processes	1	27,711	2.643%	3,719	2.282%	-0.361%	-13.661%
1290	Project Management software	Business Skills	Project management	2	42,277	4.033%	6,319	3.878%	-0.155%	-3.844%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	251,303	23.973%	38,766	23.791%	-0.182%	-0.760%
168	Quality	Business Skills	Business processes	1	323,417	30.852%	55,447	34.028%	3.176%	10.293%
1337	Real Estate	Business Skills	Industry Segment	2	10,358	0.988%	1,054	0.647%	-0.341%	-34.537%
1335	Retail	Business Skills	Industry Segment	2	183,398	17.495%	18,887	11.591%	-5.904%	-33.748%
34	Risk Management	Business Skills	Project management	1	50,283	4.797%	10,493	6.440%	1.643%	34.249%
169	Service Orientation	Business Skills	Business processes	1	9,783	0.933%	1,641	1.007%	0.074%	7.912%
27	Supply Chain Management	Business Skills	Business processes	3	35,869	3.422%	5,055	3.102%	-0.319%	-9.336%
1295	Supply Chain Management software	Business Skills	Business processes	4	2,823	0.269%	407	0.250%	-0.020%	-7.249%
178	Teaching	Business Skills	Management skills	7	34,388	3.280%	4,291	2.633%	-0.647%	-19.724%
190	Timekeeping	Business Skills	Project management	3	24,888	2.374%	2,652	1.628%	-0.747%	-31.449%
1296	Timekeeping software	Business Skills	Project management	1	1,883	0.180%	304	0.187%	0.007%	3.862%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,633	0.156%	186	0.114%	-0.042%	-26.724%
180	Troubleshooting	Business Skills	Management skills	1	152,633	14.560%	29,485	18.095%	3.535%	24.276%
181	Verification	Business Skills	Management skills	1	39,196	3.739%	13,357	8.197%	4.458%	119.230%
1338	Waste Management	Business Skills	Industry Segment	1	2,320	0.221%	258	0.158%	-0.063%	-28.457%
191	Workflow	Business Skills	Project management	1	59,946	5.719%	10,094	6.195%	0.476%	8.327%
31	Working Globally	Business Skills	Management skills	3	4,539	0.433%	143	0.088%	-0.345%	-79.732%
32	Working with Virtual Teams	Business Skills	Management skills	2	2,198	0.210%	454	0.279%	0.069%	32.881%
51	4GL	Technical Skills	Software development	3	2,432	0.232%	195	0.120%	-0.112%	-48.417%
987	Access servers & software	Technical Skills	Network	10	42,036	4.010%	8,345	5.121%	1.111%	27.714%
38	Agile Development Methods	Technical Skills	Software development	3	19,614	1.871%	6,189	3.798%	1.927%	102.996%
304	Algorithmic software	Technical Skills	Business applications	1	37	0.004%	0	0.000%	-0.004%	-100.000%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	834	0.080%	110	0.068%	-0.012%	-15.148%
1352	Android	Technical Skills	Mobile Platforms	3	6,696	0.639%	2,765	1.697%	1.058%	165.652%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	4,998	0.477%	1,506	0.924%	0.447%	93.848%
120	Apple operating systems	Technical Skills	Business applications	6	19,440	1.854%	4,596	2.821%	0.966%	52.096%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	707	0.067%	15	0.009%	-0.058%	-86.351%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	9	0.001%	0	0.000%	-0.001%	-100.000%
1265	Backup & Recovery	Technical Skills	Technical applications	16	109,460	10.442%	16,825	10.326%	-0.116%	-1.114%
1353	Blackberry	Technical Skills	Mobile Platforms	2	7,918	0.755%	794	0.487%	-0.268%	-35.488%
336	Borland Delphi	Technical Skills	Business applications	1	1,681	0.160%	195	0.120%	-0.041%	-25.372%
337	Borland JBuilder	Technical Skills	Business applications	1	1,018	0.097%	27	0.017%	-0.081%	-82.937%
338	Borland Paradox	Technical Skills	Business applications	1	147	0.014%	20	0.012%	-0.002%	-12.472%
72	Business Continuity Planning	Technical Skills	Hardware	2	19,307	1.842%	3,950	2.424%	0.582%	31.618%
352	Cadence Opus	Technical Skills	Business applications	1	353	0.034%	10	0.006%	-0.028%	-81.775%
868	Calculators	Technical Skills	Hardware	1	1,696	0.162%	164	0.101%	-0.061%	-37.791%
39	CASE Tools	Technical Skills	Software development	1	52,173	4.977%	7,600	4.664%	-0.313%	-6.287%
367	Categorization or classification software	Technical Skills	Business applications	1	4,510	0.430%	794	0.487%	0.057%	13.260%
112	Certification	Technical Skills	Misc	3	258,923	24.700%	45,023	27.631%	2.931%	11.866%
78	Cisco	Technical Skills	Hardware	1	57,182	5.455%	11,045	6.778%	1.323%	24.262%
1009	Cisco Systems IOS	Technical Skills	Network	1	11,030	1.052%	3,715	2.280%	1.228%	116.679%
40	Client-Server	Technical Skills	Software development	1	28,932	2.760%	3,625	2.225%	-0.535%	-19.395%
1011	Cluster server software	Technical Skills	Network	8	14,528	1.386%	2,703	1.659%	0.273%	19.694%
1147	CMAKE	Technical Skills	Software development	1	40	0.004%	18	0.011%	0.007%	189.498%
1151	Compatibility testing	Technical Skills	Software development	1	169	0.016%	17	0.010%	-0.006%	-35.286%
1152	Compilers	Technical Skills	Software development	5	9,079	0.866%	1,368	0.840%	-0.027%	-3.065%
1255	Compliance software	Technical Skills	Technical applications	3	12,593	1.201%	2,490	1.528%	0.327%	27.205%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	6,484	0.619%	704	0.432%	-0.186%	-30.151%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	1,386	0.132%	192	0.118%	-0.014%	-10.881%
875	Computer diagnostics	Technical Skills	Hardware	5	48,422	4.619%	8,850	5.431%	0.812%	17.580%
1107	Computer forensics	Technical Skills	Security	1	4,121	0.393%	472	0.290%	-0.103%	-26.316%
1266	Computer Hardware	Technical Skills	Hardware	15	30,719	2.930%	4,141	2.541%	-0.389%	-13.278%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	707	0.067%	104	0.064%	-0.004%	-5.366%
1015	Computer servers	Technical Skills	Network	6	109,511	10.447%	17,995	11.044%	0.597%	5.713%
1267	Computer Utilities	Technical Skills	Misc	1	143	0.014%	63	0.039%	0.025%	183.425%
59	Content Manager	Technical Skills	Business applications	1	1,649	0.157%	131	0.080%	-0.077%	-48.893%
878	Controllers	Technical Skills	Hardware	3	6,141	0.586%	1,083	0.665%	0.079%	13.455%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	753	0.072%	102	0.063%	-0.009%	-12.856%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	5,691	0.543%	835	0.512%	-0.030%	-5.609%
53	Customer Relationship Management	Technical Skills	Business applications	9	74,708	7.127%	11,763	7.219%	0.092%	1.294%
953	Data acquisition systems	Technical Skills	Information mgmt	1	5,427	0.518%	883	0.542%	0.024%	4.673%
955	Data compression software	Technical Skills	Information mgmt	1	1,630	0.155%	217	0.133%	-0.022%	-14.354%
956	Data conversion software	Technical Skills	Information mgmt	1	7,302	0.697%	1,185	0.727%	0.031%	4.402%
958	Data dictionary	Technical Skills	Information mgmt	1	4,400	0.420%	601	0.369%	-0.051%	-12.127%
959	Data entry	Technical Skills	Information mgmt	1	6,618	0.631%	821	0.504%	-0.127%	-20.191%
962	Data mapping	Technical Skills	Information mgmt	1	7,076	0.675%	1,663	1.021%	0.346%	51.195%
67	Data Mining	Technical Skills	Information mgmt	5	16,680	1.591%	2,640	1.620%	0.029%	1.822%
963	Data modeling	Technical Skills	Information mgmt	1	40,279	3.842%	7,559	4.639%	0.797%	20.731%
68	Data Warehousing	Technical Skills	Information mgmt	2	61,477	5.865%	10,802	6.629%	0.765%	13.038%
69	Database Administration	Technical Skills	Information mgmt	12	83,136	7.931%	12,415	7.619%	-0.312%	-3.929%
969	Database design software	Technical Skills	Information mgmt	15	62,242	5.938%	9,329	5.725%	-0.212%	-3.576%
1268	Database Reporting	Technical Skills	Information mgmt	3	24,878	2.373%	2,451	1.504%	-0.869%	-36.619%
1269	Database Security	Technical Skills	Information mgmt	2	70	0.007%	17	0.010%	0.004%	56.237%
1270	Database Servers	Technical Skills	Information mgmt	3	15,481	1.477%	1,255	0.770%	-0.707%	-47.847%
1271	Database Testing	Technical Skills	Information mgmt	1	1,015	0.097%	347	0.213%	0.116%	119.936%
1160	Debugging	Technical Skills	Software development	7	57,800	5.514%	12,161	7.463%	1.949%	35.355%
418	Desktop publishing software	Technical Skills	Business applications	13	12,893	1.230%	1,169	0.717%	-0.513%	-41.670%
1272	Development Environment	Technical Skills	Software development	13	34,119	3.255%	6,608	4.055%	0.801%	24.597%
1273	Digital Imaging	Technical Skills	Hardware	1	1,194	0.114%	17	0.010%	-0.103%	-90.840%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	774	0.074%	72	0.044%	-0.030%	-40.155%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	3,505	0.334%	298	0.183%	-0.151%	-45.303%
1307	Doctor of Philosophy	Technical Skills	Misc	3	20,189	1.926%	1,443	0.886%	-1.040%	-54.018%
973	Document management software	Technical Skills	Information mgmt	4	13,742	1.311%	1,869	1.147%	-0.164%	-12.503%
1020	Domain name system (DNS)	Technical Skills	Network	3	36,291	3.462%	6,624	4.065%	0.603%	17.423%
61	Dreamweaver	Technical Skills	Software development	1	4,839	0.462%	263	0.161%	-0.300%	-65.035%
54	DSS/GDSS	Technical Skills	Business applications	5	18,944	1.807%	3,100	1.902%	0.095%	5.275%
425	Dynamic modeling software	Technical Skills	Business applications	1	34	0.003%	3	0.002%	-0.001%	-43.236%
62	Eclipse	Technical Skills	Software development	1	16,447	1.569%	2,967	1.821%	0.252%	16.055%
1308	Electronic Commerce	Technical Skills	Business applications	2	31,425	2.998%	4,889	3.000%	0.003%	0.087%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	12,346	1.178%	2,005	1.230%	0.053%	4.477%
1023	Electronic mail software	Technical Skills	Network	8	20,601	1.965%	3,063	1.880%	-0.085%	-4.348%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	75,813	7.232%	11,014	6.759%	-0.473%	-6.538%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	80,047	7.636%	10,709	6.572%	-1.064%	-13.933%
1321	Environmental Certification	Technical Skills	Environmental	1	85	0.008%	19	0.012%	0.004%	43.803%
1328	Environmental Cleanup	Technical Skills	Environmental	1	46	0.004%	20	0.012%	0.008%	179.708%
1329	Environmental Energy	Technical Skills	Environmental	21	5,285	0.504%	543	0.333%	-0.171%	-33.902%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	3,034	0.289%	617	0.379%	0.089%	30.829%
1327	Environmental Pollution	Technical Skills	Environmental	16	3,223	0.307%	559	0.343%	0.036%	11.580%
1324	Environmental Pollution Control	Technical Skills	Environmental	7	2,103	0.201%	254	0.156%	-0.045%	-22.299%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	608	0.058%	125	0.077%	0.019%	32.263%
1326	Environmental Product Stewardship	Technical Skills	Environmental	11	3,791	0.362%	535	0.328%	-0.033%	-9.211%
1331	Environmental Science	Technical Skills	Environmental	2	1,150	0.110%	29	0.018%	-0.092%	-83.777%
1322	Environmental Technology	Technical Skills	Environmental	2	250	0.024%	24	0.015%	-0.009%	-38.240%
461	Expert system software	Technical Skills	Business applications	1	388	0.037%	55	0.034%	-0.003%	-8.806%
1359	Facebook	Technical Skills	Social Networking	1	128,306	12.240%	50,738	31.138%	18.898%	154.402%
463	Facilities management software	Technical Skills	Business applications	4	6,848	0.653%	321	0.197%	-0.456%	-69.844%
468	Flight control software	Technical Skills	Business applications	1	134	0.013%	21	0.013%	0.000%	0.820%
469	Flowchart software	Technical Skills	Business applications	5	4,053	0.387%	777	0.477%	0.090%	23.333%
1112	Fraud Detection	Technical Skills	Security	1	6,753	0.644%	902	0.554%	-0.091%	-14.070%
63	FrontPage	Technical Skills	Software development	1	1,348	0.129%	34	0.021%	-0.108%	-83.774%
475	Fund accounting software	Technical Skills	Business applications	1	1,119	0.107%	81	0.050%	-0.057%	-53.432%
1260	Gaming	Technical Skills	Misc	2	15,699	1.498%	2,390	1.467%	-0.031%	-2.060%
113	Generic databases	Technical Skills	Information mgmt	2	169,756	16.194%	28,276	17.353%	1.159%	7.158%
1365	Google Apps	Technical Skills	Business applications	4	3,104	0.296%	413	0.253%	-0.043%	-14.402%
1364	Google Plus	Technical Skills	Social Networking	1	38	0.004%	1	0.001%	-0.003%	-83.070%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	66,185	6.314%	10,131	6.217%	-0.096%	-1.525%
484	Graphic software	Technical Skills	Business applications	16	80,169	7.648%	13,510	8.291%	0.643%	8.413%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	13,059	1.246%	1,763	1.082%	-0.164%	-13.149%
1323	Green IT	Technical Skills	Environmental	9	2,541	0.242%	194	0.119%	-0.123%	-50.883%
893	Guidance systems	Technical Skills	Hardware	1	47	0.004%	1	0.001%	-0.004%	-86.312%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	57	0.005%	4	0.002%	-0.003%	-54.854%
1277	Hardware Design	Technical Skills	Hardware	19	3,812	0.364%	588	0.361%	-0.003%	-0.767%
1278	Hardware Testing	Technical Skills	Hardware	4	1,038	0.099%	128	0.079%	-0.020%	-20.668%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	546	0.052%	73	0.045%	-0.007%	-13.987%
492	Helpdesk or call center	Technical Skills	Business applications	2	54,348	5.185%	7,397	4.540%	-0.645%	-12.440%
114	IBM databases	Technical Skills	Information mgmt	2	34,155	3.258%	5,116	3.140%	-0.119%	-3.637%
121	IBM operating systems	Technical Skills	Business applications	4	24,712	2.357%	2,907	1.784%	-0.573%	-24.322%
898	Image capture devices	Technical Skills	Hardware	8	5,551	0.530%	1,132	0.695%	0.165%	31.192%
524	Industrial control software	Technical Skills	Business applications	3	3,437	0.328%	422	0.259%	-0.069%	-21.011%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	15,125	1.443%	2,889	1.773%	0.330%	22.881%
899	Infrared	Technical Skills	Hardware	1	731	0.070%	22	0.014%	-0.056%	-80.639%
1180	Installation	Technical Skills	Software development	1	113,001	10.780%	15,514	9.521%	-1.259%	-11.677%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	264	0.025%	16	0.010%	-0.015%	-61.010%
536	Internet browser software	Technical Skills	Business applications	4	7,639	0.729%	705	0.433%	-0.296%	-40.627%
541	Inventory management software	Technical Skills	Business applications	3	6,906	0.659%	975	0.598%	-0.060%	-9.174%
73	IT Architecture/Standards	Technical Skills	Hardware	2	10,218	0.975%	2,179	1.337%	0.363%	37.191%
1357	Java ME	Technical Skills	Mobile Platforms	2	113	0.011%	1	0.001%	-0.010%	-94.307%
1035	Kernel	Technical Skills	Network	1	2,787	0.266%	419	0.257%	-0.009%	-3.281%
907	Lasers	Technical Skills	Hardware	1	113	0.011%	8	0.005%	-0.006%	-54.455%
1038	License management software	Technical Skills	Network	1	1,061	0.101%	237	0.145%	0.044%	43.703%
1361	LinkedIn	Technical Skills	Social Networking	1	6,169	0.588%	2,075	1.273%	0.685%	116.390%
908	Mainframe computers	Technical Skills	Hardware	2	35,873	3.422%	4,754	2.918%	-0.505%	-14.744%
124	Mainframe operating systems	Technical Skills	Business applications	8	15,423	1.471%	1,735	1.065%	-0.407%	-27.629%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	23,313	2.224%	3,626	2.225%	0.001%	0.061%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	7,451	0.711%	611	0.375%	-0.336%	-47.245%
1281	Medical software	Technical Skills	Business applications	9	11,292	1.077%	1,504	0.923%	-0.154%	-14.314%
115	Microsoft databases	Technical Skills	Information mgmt	5	170,202	16.236%	29,476	18.090%	1.853%	11.413%
119	Microsoft operating systems	Technical Skills	Business applications	4	227,991	21.749%	32,450	19.915%	-1.835%	-8.435%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	1,680	0.160%	596	0.366%	0.206%	128.229%
625	Multimedia	Technical Skills	Business applications	1	4,951	0.472%	458	0.281%	-0.191%	-40.488%
1362	MySpace	Technical Skills	Social Networking	1	1,856	0.177%	1	0.001%	-0.176%	-99.653%
74	Network administration	Technical Skills	Hardware	12	86,788	8.279%	12,446	7.638%	-0.641%	-7.742%
1282	Network Administration software	Technical Skills	Network	18	70,200	6.697%	13,397	8.222%	1.525%	22.773%
1283	Network Hardware	Technical Skills	Network	11	44,381	4.234%	7,235	4.440%	0.206%	4.876%
1284	Network Monitoring software	Technical Skills	Network	15	30,721	2.931%	5,492	3.370%	0.440%	15.008%
1059	Network operation system software (NOS)	Technical Skills	Network	2	1,304	0.124%	119	0.073%	-0.051%	-41.291%
1122	Network security	Technical Skills	Security	1	46,371	4.424%	9,164	5.624%	1.200%	27.137%
1285	Network Security software	Technical Skills	Security	35	100,623	9.599%	20,344	12.485%	2.886%	30.069%
1286	Network software	Technical Skills	Network	6	20,720	1.977%	3,508	2.153%	0.176%	8.919%
1287	Network Testing	Technical Skills	Network	11	15,730	1.501%	3,003	1.843%	0.342%	22.817%
1065	Novell network software	Technical Skills	Network	2	2,346	0.224%	82	0.050%	-0.173%	-77.514%
643	Oberon	Technical Skills	Business applications	1	157	0.015%	45	0.028%	0.013%	84.394%
41	Object Oriented Programming	Technical Skills	Software development	5	78,387	7.478%	13,173	8.084%	0.607%	8.112%
1288	Office Applications	Technical Skills	Business applications	13	209,825	20.016%	32,391	19.878%	-0.138%	-0.688%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	13,753	1.312%	1,662	1.020%	-0.292%	-22.256%
116	Open-source databases	Technical Skills	Information mgmt	4	30,640	2.923%	7,054	4.329%	1.406%	48.109%
118	Open-source operating systems	Technical Skills	Business applications	8	115,386	11.007%	23,063	14.154%	3.147%	28.587%
56	Operating Systems	Technical Skills	Business applications	3	117,369	11.196%	18,547	11.382%	0.186%	1.661%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	817	0.078%	127	0.078%	0.000%	0.003%
117	Oracle databases	Technical Skills	Information mgmt	1	204,866	19.543%	30,388	18.649%	-0.894%	-4.574%
1354	Palm OS	Technical Skills	Mobile Platforms	3	152	0.015%	1	0.001%	-0.014%	-95.768%
1289	Physical Tools	Technical Skills	Hardware	1	32	0.003%	3	0.002%	-0.001%	-39.688%
683	Point of sale (POS)	Technical Skills	Business applications	3	6,614	0.631%	1,135	0.697%	0.066%	10.399%
931	Printers	Technical Skills	Hardware	3	13,190	1.258%	2,109	1.294%	0.036%	2.864%
43	Programming	Technical Skills	Software development	1	239,564	22.853%	36,852	22.616%	-0.237%	-1.037%
700	Provisioning	Technical Skills	Business applications	1	17,352	1.655%	4,292	2.634%	0.979%	59.127%
1258	Rate Control	Technical Skills	Technical applications	1	6	0.001%	0	0.000%	-0.001%	-100.000%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	12,914	1.232%	885	0.543%	-0.689%	-55.912%
1077	Remote control software	Technical Skills	Network	2	1,570	0.150%	314	0.193%	0.043%	28.666%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	791	0.075%	173	0.106%	0.031%	40.703%
1262	Robotics	Technical Skills	Hardware	3	2,931	0.280%	331	0.203%	-0.076%	-27.348%
1318	RSA	Technical Skills	Security	1	7,576	0.723%	1,222	0.750%	0.027%	3.768%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	10,083	0.962%	3,908	2.398%	1.436%	149.344%
44	SDLC	Technical Skills	Software development	7	146,394	13.965%	30,291	18.590%	4.624%	33.114%
1132	Secure shell (SSH)	Technical Skills	Security	1	54	0.005%	11	0.007%	0.002%	31.049%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	12,603	1.202%	2,885	1.771%	0.568%	47.267%
76	Security	Technical Skills	Hardware	4	748,305	71.385%	162,114	99.490%	28.105%	39.372%
1315	Security Clearance	Technical Skills	Misc	2	131,577	12.552%	9,757	5.988%	-6.564%	-52.294%
1135	Security testing software	Technical Skills	Security	1	3,979	0.380%	948	0.582%	0.202%	53.274%
60	Sharepoint Server	Technical Skills	Business applications	1	5,091	0.486%	499	0.306%	-0.179%	-36.943%
1084	Signal generators	Technical Skills	Network	1	171	0.016%	17	0.010%	-0.006%	-36.043%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	8,749	0.835%	1,565	0.960%	0.126%	15.077%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	27,717	2.644%	7,251	4.450%	1.806%	68.300%
1220	Simulation software	Technical Skills	Software development	5	15,784	1.506%	1,415	0.868%	-0.637%	-42.327%
1366	Social Network	Technical Skills	Social Networking	1	1,347	0.128%	579	0.355%	0.227%	176.531%
1358	Social Networking	Technical Skills	Social Networking	1	7,897	0.753%	97	0.060%	-0.694%	-92.098%
42	Software Development	Technical Skills	Software development	2	212,773	20.297%	33,921	20.817%	0.520%	2.562%
1291	Software Development software	Technical Skills	Software development	3	2,420	0.231%	189	0.116%	-0.115%	-49.757%
1309	Software Engineering	Technical Skills	Software development	1	89,723	8.559%	13,975	8.577%	0.017%	0.203%
1292	Software Installation	Technical Skills	Software development	4	130,291	12.429%	23,292	14.294%	1.865%	15.007%
1223	Software libraries	Technical Skills	Software development	1	219	0.021%	41	0.025%	0.004%	20.441%
1293	Software Maintenance	Technical Skills	Software development	1	6,482	0.618%	1,240	0.761%	0.143%	23.068%
1294	Software Testing	Technical Skills	Software development	14	114,256	10.899%	21,168	12.991%	2.091%	19.188%
1225	Source code management (SCM)	Technical Skills	Software development	5	29,989	2.861%	6,092	3.739%	0.878%	30.687%
1229	Static analysis software	Technical Skills	Software development	1	260	0.025%	104	0.064%	0.039%	157.332%
772	Statistical analysis software	Technical Skills	Business applications	26	84,419	8.053%	13,928	8.548%	0.495%	6.141%
774	Statistical software	Technical Skills	Business applications	1	42,753	4.078%	5,648	3.466%	-0.612%	-15.011%
1230	Stress testing software	Technical Skills	Software development	1	2,382	0.227%	354	0.217%	-0.010%	-4.392%
122	Sun operating systems	Technical Skills	Business applications	3	52,028	4.963%	4,422	2.714%	-2.249%	-45.322%
939	Surveillance systems	Technical Skills	Hardware	5	9,700	0.925%	995	0.611%	-0.315%	-34.009%
791	Symantec software	Technical Skills	Business applications	1	9,525	0.909%	1,796	1.102%	0.194%	21.304%
1355	Symbian	Technical Skills	Mobile Platforms	1	32	0.003%	0	0.000%	-0.003%	-100.000%
1310	System Administration	Technical Skills	Network	4	92,850	8.857%	12,616	7.742%	-1.115%	-12.588%
45	System Testing	Technical Skills	Software development	5	26,405	2.519%	4,512	2.769%	0.250%	9.930%
46	Systems Analysis	Technical Skills	Software development	8	134,021	12.785%	19,715	12.099%	-0.686%	-5.364%
47	Systems Design	Technical Skills	Software development	1	20,882	1.992%	3,110	1.909%	-0.083%	-4.188%
1233	Systems Evaluation	Technical Skills	Software development	1	165	0.016%	21	0.013%	-0.003%	-18.122%
1234	Systems integration	Technical Skills	Software development	8	83,936	8.007%	8,454	5.188%	-2.819%	-35.204%
75	TCP/IP	Technical Skills	Hardware	3	52,661	5.024%	8,124	4.986%	-0.038%	-0.754%
1235	Technology Design	Technical Skills	Software development	1	1,078	0.103%	160	0.098%	-0.005%	-4.515%
1236	Templates	Technical Skills	Software development	1	19,602	1.870%	3,502	2.149%	0.279%	14.934%
1239	Test implementation	Technical Skills	Software development	1	349	0.033%	97	0.060%	0.026%	78.805%
1302	Testing	Technical Skills	Software development	1	358,570	34.206%	64,612	39.653%	5.447%	15.924%
1297	Training software	Technical Skills	Business applications	3	1,499	0.143%	102	0.063%	-0.080%	-56.224%
57	Transaction Processing Systems	Technical Skills	Business applications	4	1,201	0.115%	132	0.081%	-0.034%	-29.293%
1360	Twitter	Technical Skills	Social Networking	1	14,052	1.340%	1,783	1.094%	-0.246%	-18.371%
123	UNIX operating systems	Technical Skills	Business applications	5	147,414	14.063%	19,517	11.978%	-2.085%	-14.826%
1298	UNIX Shells	Technical Skills	Business applications	4	33,318	3.178%	6,041	3.707%	0.529%	16.644%
48	User-Interface Design	Technical Skills	Software development	2	34,994	3.338%	8,018	4.921%	1.582%	47.403%
836	Video creation and editing software	Technical Skills	Business applications	3	2,212	0.211%	150	0.092%	-0.119%	-56.375%
64	Visual Studio	Technical Skills	Software development	1	35,129	3.351%	7,092	4.352%	1.001%	29.878%
843	Voice dictation & recognition	Technical Skills	Business applications	2	1,299	0.124%	164	0.101%	-0.023%	-18.779%
77	Voice/Data Telecom	Technical Skills	Hardware	10	105,285	10.044%	13,289	8.156%	-1.888%	-18.799%
1299	Web Application Server	Technical Skills	Business applications	8	52,871	5.044%	7,223	4.433%	-0.611%	-12.111%
1248	Web platform development software	Technical Skills	Software development	5	2,360	0.225%	131	0.080%	-0.145%	-64.290%
65	web programmer	Technical Skills	Software development	4	11,051	1.054%	1,237	0.759%	-0.295%	-27.989%
58	Web servers	Technical Skills	Business applications	6	74,830	7.138%	10,749	6.597%	-0.542%	-7.589%
49	Web-based Application Development	Technical Skills	Software development	2	49,593	4.731%	9,356	5.742%	1.011%	21.368%
1356	Windows CE	Technical Skills	Mobile Platforms	4	2,137	0.204%	385	0.236%	0.032%	15.902%
1102	Wireless	Technical Skills	Network	5	42,503	4.055%	6,418	3.939%	-0.116%	-2.857%
1363	YouTube	Technical Skills	Social Networking	2	837	0.080%	313	0.192%	0.112%	140.576%
79	.NET	Programming Skills	Current	1	112,887	10.769%	20,227	12.413%	1.645%	15.271%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	3	0.000%	0	0.000%	-0.000%	-100.000%
209	A programming language (APL)	Programming Skills	Legacy	2	1,353	0.129%	153	0.094%	-0.035%	-27.251%
99	Ada	Programming Skills	Legacy	1	4,423	0.422%	453	0.278%	-0.144%	-34.111%
80	AJAX	Programming Skills	Current	1	42,270	4.032%	6,699	4.111%	0.079%	1.956%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	27	0.003%	2	0.001%	-0.001%	-52.346%
192	Apple AppleScript	Programming Skills	Current	1	65	0.006%	12	0.007%	0.001%	18.768%
81	ASP	Programming Skills	Current	2	79,845	7.617%	12,185	7.478%	-0.139%	-1.823%
108	Assembly	Programming Skills	Legacy	2	973	0.093%	106	0.065%	-0.028%	-29.915%
211	AWK	Programming Skills	Legacy	1	1,773	0.169%	207	0.127%	-0.042%	-24.890%
212	B	Programming Skills	Legacy	1	13,638	1.301%	2,028	1.245%	-0.056%	-4.336%
83	C#	Programming Skills	Current	2	88,428	8.436%	18,291	11.225%	2.790%	33.070%
82	C/C++	Programming Skills	Current	3	100,510	9.588%	12,945	7.944%	-1.644%	-17.144%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	54,243	5.175%	14,259	8.751%	3.576%	69.114%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	414	0.039%	64	0.039%	-0.000%	-0.548%
84	CGI	Programming Skills	Current	2	7,902	0.754%	2,076	1.274%	0.520%	69.014%
217	Clipper	Programming Skills	Legacy	1	227	0.022%	77	0.047%	0.026%	118.222%
218	CLU	Programming Skills	Legacy	1	148	0.014%	9	0.006%	-0.009%	-60.879%
100	Cobol	Programming Skills	Legacy	1	13,319	1.271%	1,686	1.035%	-0.236%	-18.563%
85	ColdFusion	Programming Skills	Current	2	8,351	0.797%	595	0.365%	-0.431%	-54.163%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	307	0.029%	11	0.007%	-0.023%	-76.949%
195	Component object model (COM)	Programming Skills	Current	1	87	0.008%	4	0.002%	-0.006%	-70.422%
125	Database programming	Programming Skills	Current	3	21,242	2.026%	2,819	1.730%	-0.296%	-14.625%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,607	0.153%	103	0.063%	-0.090%	-58.766%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	3,231	0.308%	474	0.291%	-0.017%	-5.621%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	1,668	0.159%	308	0.189%	0.030%	18.792%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	9,371	0.894%	942	0.578%	-0.316%	-35.331%
109	Forth	Programming Skills	Legacy	1	4,878	0.465%	1,368	0.840%	0.374%	80.417%
102	Fortran	Programming Skills	Legacy	1	1,440	0.137%	118	0.072%	-0.065%	-47.283%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	164,535	15.696%	20,789	12.758%	-2.938%	-18.715%
222	J	Programming Skills	Legacy	1	3,982	0.380%	649	0.398%	0.018%	4.852%
87	Java/J2EE/J2P	Programming Skills	Current	4	175,469	16.739%	29,513	18.112%	1.373%	8.205%
97	JavaScript	Programming Skills	Current	3	94,628	9.027%	21,534	13.216%	4.188%	46.399%
89	JavaServer Faces	Programming Skills	Current	3	8,407	0.802%	1,040	0.638%	-0.164%	-20.416%
88	JavaServer Pages	Programming Skills	Current	3	31,143	2.971%	3,887	2.385%	-0.585%	-19.705%
223	Job control language (JCL)	Programming Skills	Legacy	2	7,296	0.696%	1,063	0.652%	-0.044%	-6.269%
126	LAMP	Programming Skills	Current	1	3,949	0.377%	1,016	0.624%	0.247%	65.516%
104	Lisp	Programming Skills	Legacy	1	142	0.014%	29	0.018%	0.004%	31.384%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	371	0.035%	47	0.029%	-0.007%	-18.500%
201	Microsoft ActiveX	Programming Skills	Current	1	1,373	0.131%	56	0.034%	-0.097%	-73.761%
107	Pascal	Programming Skills	Legacy	1	683	0.065%	58	0.036%	-0.030%	-45.369%
90	Perl	Programming Skills	Current	1	49,613	4.733%	7,866	4.827%	0.095%	1.998%
91	PHP	Programming Skills	Current	1	22,967	2.191%	4,669	2.865%	0.674%	30.784%
103	PL/1	Programming Skills	Legacy	3	230	0.022%	53	0.033%	0.011%	48.245%
105	Prolog	Programming Skills	Legacy	1	176	0.017%	9	0.006%	-0.011%	-67.102%
95	Python	Programming Skills	Current	1	23,632	2.254%	8,771	5.383%	3.128%	138.771%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	14,412	1.375%	3,758	2.306%	0.931%	67.751%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	245	0.023%	47	0.029%	0.005%	23.414%
206	Scripting languages	Programming Skills	Current	1	13,916	1.328%	3,376	2.072%	0.744%	56.071%
101	Smalltalk	Programming Skills	Legacy	1	274	0.026%	18	0.011%	-0.015%	-57.737%
92	SQL	Programming Skills	Current	3	331,965	31.668%	59,780	36.687%	5.019%	15.850%
110	TCL	Programming Skills	Legacy	1	2,247	0.214%	251	0.154%	-0.060%	-28.137%
98	Unified Modeling Language	Programming Skills	Current	2	27,669	2.639%	3,452	2.119%	-0.521%	-19.738%
93	Visual Basic	Programming Skills	Current	6	86,746	8.275%	10,639	6.529%	-1.746%	-21.099%
207	Web service definition language (WSDL)	Programming Skills	Current	2	7,348	0.701%	1,305	0.801%	0.100%	14.255%
94	XML	Programming Skills	Current	2	110,319	10.524%	16,361	10.041%	-0.483%	-4.590%
1342	Computer Science	Majors	Computer Science	2	737,659	70.369%	127,724	78.385%	8.016%	11.391%
1344	Information Technology	Majors	Information Technology	3	420,634	40.126%	65,344	40.102%	-0.025%	-0.061%
1343	Management Information Systems	Majors	Management Information Systems	9	1,048,273	100.000%	162,945	100.000%	0.000%	0.000%

cs Degrees

Computer Science	2016-09-19	Jobs Found:	2,821,346	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Occurrences	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	8,226	0.292%	2,060	0.399%	0.107%	36.716%
2	Attention to Details	Soft Skills	Problem-solving skills	1	10,917	0.387%	2,185	0.423%	0.036%	9.267%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	14,292	0.507%	2,854	0.552%	0.046%	9.019%
231	Cooperation	Soft Skills	Interpersonal skills	1	20,223	0.717%	3,222	0.623%	-0.093%	-13.019%
3	Creativity	Soft Skills	Problem-solving skills	3	88,001	3.119%	17,773	3.439%	0.320%	10.259%
4	Critical thinking	Soft Skills	Problem-solving skills	3	34,705	1.230%	9,933	1.922%	0.692%	56.254%
1300	Flexibility	Soft Skills	Work ethic	1	85,969	3.047%	17,451	3.377%	0.330%	10.821%
232	Independence	Soft Skills	Interpersonal skills	1	13,014	0.461%	2,191	0.424%	-0.037%	-8.088%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	340,540	12.070%	66,716	12.910%	0.840%	6.956%
256	Innovation	Soft Skills	Problem-solving skills	1	193,372	6.854%	42,355	8.196%	1.342%	19.579%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	228,087	8.084%	41,525	8.035%	-0.049%	-0.608%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,382	0.049%	213	0.041%	-0.008%	-15.858%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	177,237	6.282%	36,163	6.998%	0.716%	11.392%
10	Leadership	Soft Skills	Interpersonal skills	1	546,423	19.367%	110,042	21.293%	1.926%	9.944%
258	Learning	Soft Skills	Problem-solving skills	1	184,227	6.530%	44,466	8.604%	2.075%	31.770%
1	Learning Ability	Soft Skills	Problem-solving skills	3	52,254	1.852%	11,240	2.175%	0.323%	17.433%
236	Listening	Soft Skills	Language skills	1	40,533	1.437%	9,492	1.837%	0.400%	27.847%
260	Mathematics	Soft Skills	Problem-solving skills	3	184,257	6.531%	33,997	6.578%	0.048%	0.730%
261	Memorization	Soft Skills	Problem-solving skills	1	72	0.003%	2	0.000%	-0.002%	-84.835%
18	Negotiation Skills	Soft Skills	Language skills	1	21,468	0.761%	3,446	0.667%	-0.094%	-12.367%
262	Optimization	Soft Skills	Problem-solving skills	1	151,588	5.373%	33,122	6.409%	1.036%	19.287%
19	Oral Communications	Soft Skills	Language skills	3	41,993	1.488%	6,829	1.321%	-0.167%	-11.219%
273	Persistence	Soft Skills	Work ethic	1	12,235	0.434%	2,645	0.512%	0.078%	18.022%
239	Persuasion	Soft Skills	Language skills	1	3,701	0.131%	640	0.124%	-0.007%	-5.593%
1301	Physical Skill	Soft Skills	Work ethic	2	2,432	0.086%	537	0.104%	0.018%	20.546%
240	Presentations	Soft Skills	Language skills	1	119,087	4.221%	18,917	3.660%	-0.560%	-13.278%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	552,160	19.571%	110,458	21.374%	1.803%	9.213%
20	Questioning skills	Soft Skills	Language skills	1	869	0.031%	224	0.043%	0.013%	40.725%
241	Reading Comprehension	Soft Skills	Language skills	1	538	0.019%	122	0.024%	0.005%	23.800%
6	Research skills	Soft Skills	Problem-solving skills	1	4,387	0.155%	752	0.146%	-0.010%	-6.418%
15	Responsibility	Soft Skills	Work ethic	2	254,999	9.038%	40,759	7.887%	-1.151%	-12.738%
234	Self Control	Soft Skills	Interpersonal skills	1	309	0.011%	102	0.020%	0.009%	80.212%
11	Self-esteem	Soft Skills	Interpersonal skills	1	208	0.007%	72	0.014%	0.007%	88.978%
16	Self-management	Soft Skills	Work ethic	1	3,320	0.118%	838	0.162%	0.044%	37.800%
250	Stress Tolerance	Soft Skills	Physical skills	1	408	0.014%	69	0.013%	-0.001%	-7.672%
12	Teamwork	Soft Skills	Interpersonal skills	1	116,367	4.125%	20,818	4.028%	-0.096%	-2.332%
17	Time Management	Soft Skills	Work ethic	2	96,073	3.405%	18,651	3.609%	0.204%	5.985%
268	Visualization	Soft Skills	Problem-solving skills	1	33,610	1.191%	11,906	2.304%	1.113%	93.392%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,483	0.053%	456	0.088%	0.036%	67.867%
21	Written Communications	Soft Skills	Language skills	4	430,310	15.252%	82,629	15.989%	0.737%	4.832%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	88,201	3.126%	27,971	5.412%	2.286%	73.132%
172	Account management	Business Skills	Management skills	1	23,603	0.837%	3,430	0.664%	-0.173%	-20.664%
22	Accounting	Business Skills	Business processes	4	162,362	5.755%	23,004	4.451%	-1.303%	-22.650%
1263	Accounting software	Business Skills	Business processes	7	17,153	0.608%	2,495	0.483%	-0.125%	-20.590%
174	Administration	Business Skills	Management skills	3	588,155	20.847%	102,907	19.913%	-0.934%	-4.480%
1313	Analyst	Business Skills	Project management	1	421,522	14.940%	72,361	14.002%	-0.938%	-6.281%
175	Application management	Business Skills	Management skills	5	210,955	7.477%	42,631	8.249%	0.772%	10.326%
150	Asset management	Business Skills	Business processes	1	33,906	1.202%	6,365	1.232%	0.030%	2.486%
151	Auditing	Business Skills	Business processes	5	115,621	4.098%	22,753	4.403%	0.305%	7.435%
1264	Auditing software	Business Skills	Business processes	1	93	0.003%	4	0.001%	-0.003%	-76.519%
152	Billing	Business Skills	Business processes	1	42,589	1.510%	6,126	1.185%	-0.324%	-21.472%
1314	Business Analyst	Business Skills	Project management	1	147,364	5.223%	24,274	4.697%	-0.526%	-10.073%
35	Business Intelligence	Business Skills	Strategy skills	1	124,934	4.428%	24,473	4.736%	0.307%	6.942%
155	Business performance management (BPM)	Business Skills	Business processes	2	17,948	0.636%	3,911	0.757%	0.121%	18.964%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	31,018	1.099%	2,097	0.406%	-0.694%	-63.091%
36	Business Strategy	Business Skills	Strategy skills	3	464,688	16.470%	86,683	16.773%	0.303%	1.839%
182	Calendar and scheduling	Business Skills	Project management	3	104,988	3.721%	15,399	2.980%	-0.741%	-19.925%
156	Capacity planning	Business Skills	Business processes	1	65,298	2.314%	11,776	2.279%	-0.036%	-1.544%
28	Change Management	Business Skills	Management skills	1	105,741	3.748%	21,989	4.255%	0.507%	13.528%
183	Content workflow	Business Skills	Project management	1	111	0.004%	16	0.003%	-0.001%	-21.306%
24	Contracting and legal	Business Skills	Business processes	2	103,811	3.679%	20,468	3.961%	0.281%	7.640%
176	Coordination	Business Skills	Management skills	1	117,059	4.149%	20,217	3.912%	-0.237%	-5.712%
157	Cost accounting	Business Skills	Business processes	1	1,802	0.064%	265	0.051%	-0.013%	-19.715%
158	Cost estimation	Business Skills	Business processes	1	2,221	0.079%	346	0.067%	-0.012%	-14.951%
1312	Customer Support	Business Skills	Business processes	6	526,988	18.679%	88,382	17.102%	-1.576%	-8.440%
1339	Education	Business Skills	Industry Segment	1	20,938	0.742%	3,152	0.610%	-0.132%	-17.815%
1333	Energy	Business Skills	Industry Segment	1	131,216	4.651%	22,275	4.310%	-0.341%	-7.323%
1340	Entertainment	Business Skills	Industry Segment	1	57,851	2.050%	9,858	1.908%	-0.143%	-6.971%
1319	Environmental	Business Skills	Environmental	15	50,482	1.789%	9,524	1.843%	0.054%	2.997%
1320	Environmental Strategy	Business Skills	Environmental	7	19,661	0.697%	9,394	1.818%	1.121%	160.848%
161	Financial	Business Skills	Business processes	2	513,056	18.185%	92,679	17.934%	-0.251%	-1.381%
1275	Financial Analysis software	Business Skills	Business processes	6	1,831	0.065%	145	0.028%	-0.037%	-56.766%
1332	Health Care	Business Skills	Industry Segment	2	298,980	10.597%	52,842	10.225%	-0.372%	-3.511%
177	Human resources	Business Skills	Management skills	2	87,721	3.109%	9,609	1.859%	-1.250%	-40.198%
1336	Insurance	Business Skills	Industry Segment	1	16,049	0.569%	3,026	0.586%	0.017%	2.935%
1316	Managing/Supervision	Business Skills	Management skills	5	978,117	34.668%	150,055	29.036%	-5.632%	-16.247%
1334	Manufacturing	Business Skills	Industry Segment	2	154,711	5.484%	21,968	4.251%	-1.233%	-22.480%
26	Marketing	Business Skills	Business processes	1	224,435	7.955%	31,011	6.001%	-1.954%	-24.566%
185	Monitoring	Business Skills	Project management	1	324,089	11.487%	68,783	13.310%	1.823%	15.867%
179	Negotiation	Business Skills	Management skills	1	80,897	2.867%	14,381	2.783%	-0.085%	-2.949%
163	Operation and Control	Business Skills	Business processes	2	1,344	0.048%	210	0.041%	-0.007%	-14.697%
29	Outsourcing Management	Business Skills	Management skills	3	66,718	2.365%	10,622	2.055%	-0.309%	-13.083%
167	Procurement	Business Skills	Business processes	1	40,643	1.441%	6,253	1.210%	-0.231%	-16.007%
1290	Project Management software	Business Skills	Project management	2	68,817	2.439%	10,520	2.036%	-0.404%	-16.543%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	465,117	16.486%	75,124	14.537%	-1.949%	-11.822%
168	Quality	Business Skills	Business processes	1	807,947	28.637%	160,758	31.107%	2.470%	8.626%
1337	Real Estate	Business Skills	Industry Segment	2	16,432	0.582%	3,754	0.726%	0.144%	24.723%
1335	Retail	Business Skills	Industry Segment	2	398,604	14.128%	53,725	10.396%	-3.732%	-26.417%
34	Risk Management	Business Skills	Project management	1	69,844	2.476%	14,459	2.798%	0.322%	13.019%
169	Service Orientation	Business Skills	Business processes	1	18,865	0.669%	3,384	0.655%	-0.014%	-2.070%
27	Supply Chain Management	Business Skills	Business processes	3	72,246	2.561%	11,358	2.198%	-0.363%	-14.172%
1295	Supply Chain Management software	Business Skills	Business processes	4	5,130	0.182%	634	0.123%	-0.059%	-32.529%
178	Teaching	Business Skills	Management skills	7	63,911	2.265%	10,082	1.951%	-0.314%	-13.878%
190	Timekeeping	Business Skills	Project management	3	30,342	1.075%	4,494	0.870%	-0.206%	-19.140%
1296	Timekeeping software	Business Skills	Project management	1	2,912	0.103%	479	0.093%	-0.011%	-10.198%
171	Total quality management (TQM)	Business Skills	Business processes	2	3,238	0.115%	278	0.054%	-0.061%	-53.128%
180	Troubleshooting	Business Skills	Management skills	1	394,063	13.967%	81,176	15.708%	1.741%	12.462%
181	Verification	Business Skills	Management skills	1	184,473	6.538%	113,169	21.898%	15.360%	234.917%
1338	Waste Management	Business Skills	Industry Segment	1	2,217	0.079%	373	0.072%	-0.006%	-8.149%
191	Workflow	Business Skills	Project management	1	122,284	4.334%	23,081	4.466%	0.132%	3.045%
31	Working Globally	Business Skills	Management skills	3	17,922	0.635%	1,058	0.205%	-0.431%	-67.771%
32	Working with Virtual Teams	Business Skills	Management skills	2	5,169	0.183%	1,182	0.229%	0.046%	24.840%
51	4GL	Technical Skills	Software development	3	4,683	0.166%	408	0.079%	-0.087%	-52.436%
987	Access servers & software	Technical Skills	Network	10	90,922	3.223%	19,733	3.818%	0.596%	18.486%
38	Agile Development Methods	Technical Skills	Software development	3	100,551	3.564%	31,293	6.055%	2.491%	69.904%
304	Algorithmic software	Technical Skills	Business applications	1	106	0.004%	4	0.001%	-0.003%	-79.399%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	3,556	0.126%	347	0.067%	-0.059%	-46.727%
1352	Android	Technical Skills	Mobile Platforms	3	59,279	2.101%	23,764	4.598%	2.497%	118.857%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	44,963	1.594%	13,305	2.575%	0.981%	61.548%
120	Apple operating systems	Technical Skills	Business applications	6	82,453	2.922%	20,887	4.042%	1.119%	38.297%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	5,414	0.192%	375	0.073%	-0.119%	-62.186%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	146	0.005%	31	0.006%	0.001%	15.918%
1265	Backup & Recovery	Technical Skills	Technical applications	16	227,680	8.070%	38,427	7.436%	-0.634%	-7.859%
1353	Blackberry	Technical Skills	Mobile Platforms	2	24,142	0.856%	2,378	0.460%	-0.396%	-46.225%
336	Borland Delphi	Technical Skills	Business applications	1	5,115	0.181%	728	0.141%	-0.040%	-22.299%
337	Borland JBuilder	Technical Skills	Business applications	1	3,785	0.134%	97	0.019%	-0.115%	-86.009%
338	Borland Paradox	Technical Skills	Business applications	1	246	0.009%	19	0.004%	-0.005%	-57.834%
72	Business Continuity Planning	Technical Skills	Hardware	2	31,918	1.131%	6,084	1.177%	0.046%	4.063%
352	Cadence Opus	Technical Skills	Business applications	1	1,279	0.045%	120	0.023%	-0.022%	-48.778%
868	Calculators	Technical Skills	Hardware	1	1,842	0.065%	349	0.068%	0.002%	3.438%
39	CASE Tools	Technical Skills	Software development	1	113,644	4.028%	19,524	3.778%	-0.250%	-6.208%
367	Categorization or classification software	Technical Skills	Business applications	1	13,865	0.491%	2,685	0.520%	0.028%	5.722%
112	Certification	Technical Skills	Misc	3	461,600	16.361%	85,677	16.579%	0.218%	1.331%
78	Cisco	Technical Skills	Hardware	1	139,669	4.950%	29,063	5.624%	0.673%	13.601%
1009	Cisco Systems IOS	Technical Skills	Network	1	59,786	2.119%	25,131	4.863%	2.744%	129.484%
40	Client-Server	Technical Skills	Software development	1	61,669	2.186%	7,549	1.461%	-0.725%	-33.171%
1011	Cluster server software	Technical Skills	Network	8	51,427	1.823%	10,625	2.056%	0.233%	12.792%
1147	CMAKE	Technical Skills	Software development	1	553	0.020%	381	0.074%	0.054%	276.134%
1151	Compatibility testing	Technical Skills	Software development	1	1,521	0.054%	567	0.110%	0.056%	103.515%
1152	Compilers	Technical Skills	Software development	5	29,565	1.048%	3,978	0.770%	-0.278%	-26.544%
1255	Compliance software	Technical Skills	Technical applications	3	12,364	0.438%	2,905	0.562%	0.124%	28.271%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	22,928	0.813%	3,247	0.628%	-0.184%	-22.686%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	4,136	0.147%	724	0.140%	-0.007%	-4.435%
875	Computer diagnostics	Technical Skills	Hardware	5	124,598	4.416%	23,147	4.479%	0.063%	1.421%
1107	Computer forensics	Technical Skills	Security	1	6,783	0.240%	680	0.132%	-0.109%	-45.270%
1266	Computer Hardware	Technical Skills	Hardware	15	61,142	2.167%	9,594	1.856%	-0.311%	-14.335%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	2,202	0.078%	341	0.066%	-0.012%	-15.457%
1015	Computer servers	Technical Skills	Network	6	291,776	10.342%	49,244	9.529%	-0.813%	-7.860%
1267	Computer Utilities	Technical Skills	Misc	1	2,135	0.076%	521	0.101%	0.025%	33.224%
59	Content Manager	Technical Skills	Business applications	1	2,351	0.083%	377	0.073%	-0.010%	-12.455%
878	Controllers	Technical Skills	Hardware	3	18,372	0.651%	4,281	0.828%	0.177%	27.213%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	2,687	0.095%	630	0.122%	0.027%	28.002%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	11,836	0.420%	1,647	0.319%	-0.101%	-24.032%
53	Customer Relationship Management	Technical Skills	Business applications	9	138,933	4.924%	24,014	4.647%	-0.278%	-5.637%
953	Data acquisition systems	Technical Skills	Information mgmt	1	14,934	0.529%	2,623	0.508%	-0.022%	-4.112%
955	Data compression software	Technical Skills	Information mgmt	1	11,094	0.393%	1,501	0.290%	-0.103%	-26.136%
956	Data conversion software	Technical Skills	Information mgmt	1	12,544	0.445%	2,267	0.439%	-0.006%	-1.336%
958	Data dictionary	Technical Skills	Information mgmt	1	8,362	0.296%	1,205	0.233%	-0.063%	-21.328%
959	Data entry	Technical Skills	Information mgmt	1	11,073	0.392%	1,309	0.253%	-0.139%	-35.462%
962	Data mapping	Technical Skills	Information mgmt	1	14,928	0.529%	3,238	0.627%	0.097%	18.418%
67	Data Mining	Technical Skills	Information mgmt	5	52,803	1.872%	11,402	2.206%	0.335%	17.887%
963	Data modeling	Technical Skills	Information mgmt	1	102,590	3.636%	19,994	3.869%	0.233%	6.399%
68	Data Warehousing	Technical Skills	Information mgmt	2	150,509	5.335%	28,261	5.469%	0.134%	2.510%
69	Database Administration	Technical Skills	Information mgmt	12	194,647	6.899%	35,787	6.925%	0.026%	0.374%
969	Database design software	Technical Skills	Information mgmt	15	167,252	5.928%	27,578	5.336%	-0.592%	-9.981%
1268	Database Reporting	Technical Skills	Information mgmt	3	46,275	1.640%	4,902	0.949%	-0.692%	-42.168%
1269	Database Security	Technical Skills	Information mgmt	2	532	0.019%	169	0.033%	0.014%	73.427%
1270	Database Servers	Technical Skills	Information mgmt	3	40,305	1.429%	4,464	0.864%	-0.565%	-39.535%
1271	Database Testing	Technical Skills	Information mgmt	1	2,809	0.100%	712	0.138%	0.038%	38.379%
1160	Debugging	Technical Skills	Software development	7	224,842	7.969%	45,083	8.724%	0.754%	9.466%
418	Desktop publishing software	Technical Skills	Business applications	13	35,632	1.263%	4,351	0.842%	-0.421%	-33.336%
1272	Development Environment	Technical Skills	Software development	13	151,658	5.375%	30,070	5.819%	0.443%	8.246%
1273	Digital Imaging	Technical Skills	Hardware	1	813	0.029%	33	0.006%	-0.022%	-77.840%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	9,593	0.340%	1,285	0.249%	-0.091%	-26.871%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	8,375	0.297%	820	0.159%	-0.138%	-46.547%
1307	Doctor of Philosophy	Technical Skills	Misc	3	114,588	4.061%	14,148	2.738%	-1.324%	-32.594%
973	Document management software	Technical Skills	Information mgmt	4	22,855	0.810%	3,397	0.657%	-0.153%	-18.856%
1020	Domain name system (DNS)	Technical Skills	Network	3	98,663	3.497%	19,505	3.774%	0.277%	7.928%
61	Dreamweaver	Technical Skills	Software development	1	14,265	0.506%	1,010	0.195%	-0.310%	-61.346%
54	DSS/GDSS	Technical Skills	Business applications	5	32,815	1.163%	4,792	0.927%	-0.236%	-20.276%
425	Dynamic modeling software	Technical Skills	Business applications	1	97	0.003%	6	0.001%	-0.002%	-66.231%
62	Eclipse	Technical Skills	Software development	1	67,373	2.388%	12,673	2.452%	0.064%	2.692%
1308	Electronic Commerce	Technical Skills	Business applications	2	138,597	4.912%	25,113	4.859%	-0.053%	-1.079%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	25,158	0.892%	4,573	0.885%	-0.007%	-0.764%
1023	Electronic mail software	Technical Skills	Network	8	43,223	1.532%	6,348	1.228%	-0.304%	-19.820%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	130,033	4.609%	19,462	3.766%	-0.843%	-18.290%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	130,135	4.613%	19,859	3.843%	-0.770%	-16.688%
1321	Environmental Certification	Technical Skills	Environmental	1	155	0.005%	31	0.006%	0.001%	9.187%
1328	Environmental Cleanup	Technical Skills	Environmental	1	403	0.014%	272	0.053%	0.038%	268.473%
1329	Environmental Energy	Technical Skills	Environmental	21	7,529	0.267%	1,713	0.331%	0.065%	24.212%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	8,303	0.294%	1,884	0.365%	0.070%	23.876%
1327	Environmental Pollution	Technical Skills	Environmental	16	5,662	0.201%	1,002	0.194%	-0.007%	-3.386%
1324	Environmental Pollution Control	Technical Skills	Environmental	7	3,611	0.128%	638	0.123%	-0.005%	-3.543%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	1,437	0.051%	158	0.031%	-0.020%	-39.974%
1326	Environmental Product Stewardship	Technical Skills	Environmental	11	4,946	0.175%	883	0.171%	-0.004%	-2.535%
1331	Environmental Science	Technical Skills	Environmental	2	362	0.013%	234	0.045%	0.032%	252.898%
1322	Environmental Technology	Technical Skills	Environmental	2	379	0.013%	41	0.008%	-0.005%	-40.941%
461	Expert system software	Technical Skills	Business applications	1	1,064	0.038%	195	0.038%	0.000%	0.054%
1359	Facebook	Technical Skills	Social Networking	1	417,135	14.785%	158,767	30.722%	15.937%	107.791%
463	Facilities management software	Technical Skills	Business applications	4	4,856	0.172%	635	0.123%	-0.049%	-28.610%
468	Flight control software	Technical Skills	Business applications	1	957	0.034%	99	0.019%	-0.015%	-43.524%
469	Flowchart software	Technical Skills	Business applications	5	8,705	0.309%	1,985	0.384%	0.076%	24.490%
1112	Fraud Detection	Technical Skills	Security	1	13,349	0.473%	3,129	0.605%	0.132%	27.967%
63	FrontPage	Technical Skills	Software development	1	2,445	0.087%	58	0.011%	-0.075%	-87.049%
475	Fund accounting software	Technical Skills	Business applications	1	640	0.023%	129	0.025%	0.002%	10.040%
1260	Gaming	Technical Skills	Misc	2	62,148	2.203%	14,183	2.744%	0.542%	24.590%
113	Generic databases	Technical Skills	Information mgmt	2	468,749	16.614%	91,989	17.800%	1.186%	7.137%
1365	Google Apps	Technical Skills	Business applications	4	11,148	0.395%	1,902	0.368%	-0.027%	-6.856%
1364	Google Plus	Technical Skills	Social Networking	1	1,306	0.046%	4	0.001%	-0.046%	-98.328%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	139,608	4.948%	23,655	4.577%	-0.371%	-7.497%
484	Graphic software	Technical Skills	Business applications	16	210,582	7.464%	36,052	6.976%	-0.488%	-6.535%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	62,015	2.198%	7,117	1.377%	-0.821%	-37.347%
1323	Green IT	Technical Skills	Environmental	9	6,550	0.232%	1,048	0.203%	-0.029%	-12.650%
893	Guidance systems	Technical Skills	Hardware	1	139	0.005%	6	0.001%	-0.004%	-76.434%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	880	0.031%	90	0.017%	-0.014%	-44.166%
1277	Hardware Design	Technical Skills	Hardware	19	22,754	0.806%	3,372	0.652%	-0.154%	-19.096%
1278	Hardware Testing	Technical Skills	Hardware	4	7,903	0.280%	691	0.134%	-0.146%	-52.266%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	805	0.029%	70	0.014%	-0.015%	-52.527%
492	Helpdesk or call center	Technical Skills	Business applications	2	98,837	3.503%	14,512	2.808%	-0.695%	-19.841%
114	IBM databases	Technical Skills	Information mgmt	2	80,713	2.861%	12,932	2.502%	-0.358%	-12.529%
121	IBM operating systems	Technical Skills	Business applications	4	58,250	2.065%	6,609	1.279%	-0.786%	-38.058%
898	Image capture devices	Technical Skills	Hardware	8	12,892	0.457%	2,344	0.454%	-0.003%	-0.739%
524	Industrial control software	Technical Skills	Business applications	3	11,018	0.391%	1,720	0.333%	-0.058%	-14.775%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	43,961	1.558%	7,661	1.482%	-0.076%	-4.861%
899	Infrared	Technical Skills	Hardware	1	2,169	0.077%	162	0.031%	-0.046%	-59.225%
1180	Installation	Technical Skills	Software development	1	241,928	8.575%	37,429	7.243%	-1.332%	-15.537%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,124	0.040%	102	0.020%	-0.020%	-50.458%
536	Internet browser software	Technical Skills	Business applications	4	16,849	0.597%	2,086	0.404%	-0.194%	-32.410%
541	Inventory management software	Technical Skills	Business applications	3	12,549	0.445%	2,136	0.413%	-0.031%	-7.075%
73	IT Architecture/Standards	Technical Skills	Hardware	2	19,557	0.693%	3,690	0.714%	0.021%	3.007%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,077	0.038%	66	0.013%	-0.025%	-66.544%
1035	Kernel	Technical Skills	Network	1	33,945	1.203%	4,257	0.824%	-0.379%	-31.535%
907	Lasers	Technical Skills	Hardware	1	734	0.026%	99	0.019%	-0.007%	-26.365%
1038	License management software	Technical Skills	Network	1	1,820	0.065%	412	0.080%	0.015%	23.586%
1361	LinkedIn	Technical Skills	Social Networking	1	24,559	0.870%	6,686	1.294%	0.423%	48.627%
908	Mainframe computers	Technical Skills	Hardware	2	64,051	2.270%	8,642	1.672%	-0.598%	-26.340%
124	Mainframe operating systems	Technical Skills	Business applications	8	37,508	1.329%	4,340	0.840%	-0.490%	-36.830%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	66,209	2.347%	9,604	1.858%	-0.488%	-20.809%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	11,739	0.416%	1,475	0.285%	-0.131%	-31.403%
1281	Medical software	Technical Skills	Business applications	9	15,678	0.556%	3,520	0.681%	0.125%	22.573%
115	Microsoft databases	Technical Skills	Information mgmt	5	453,421	16.071%	83,035	16.067%	-0.004%	-0.023%
119	Microsoft operating systems	Technical Skills	Business applications	4	622,269	22.056%	92,903	17.977%	-4.079%	-18.493%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	18,153	0.643%	4,884	0.945%	0.302%	46.882%
625	Multimedia	Technical Skills	Business applications	1	26,240	0.930%	2,537	0.491%	-0.439%	-47.216%
1362	MySpace	Technical Skills	Social Networking	1	3,687	0.131%	13	0.003%	-0.128%	-98.075%
74	Network administration	Technical Skills	Hardware	12	199,080	7.056%	30,114	5.827%	-1.229%	-17.418%
1282	Network Administration software	Technical Skills	Network	18	148,166	5.252%	29,725	5.752%	0.500%	9.526%
1283	Network Hardware	Technical Skills	Network	11	113,202	4.012%	18,742	3.627%	-0.386%	-9.613%
1284	Network Monitoring software	Technical Skills	Network	15	79,636	2.823%	17,136	3.316%	0.493%	17.474%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,785	0.099%	683	0.132%	0.033%	33.887%
1122	Network security	Technical Skills	Security	1	94,306	3.343%	20,458	3.959%	0.616%	18.431%
1285	Network Security software	Technical Skills	Security	35	203,627	7.217%	44,344	8.581%	1.363%	18.889%
1286	Network software	Technical Skills	Network	6	52,369	1.856%	8,558	1.656%	-0.200%	-10.785%
1287	Network Testing	Technical Skills	Network	11	46,906	1.663%	8,829	1.708%	0.046%	2.760%
1065	Novell network software	Technical Skills	Network	2	4,177	0.148%	94	0.018%	-0.130%	-87.714%
643	Oberon	Technical Skills	Business applications	1	401	0.014%	153	0.030%	0.015%	108.300%
41	Object Oriented Programming	Technical Skills	Software development	5	417,990	14.815%	79,576	15.398%	0.583%	3.934%
1288	Office Applications	Technical Skills	Business applications	13	354,706	12.572%	57,811	11.187%	-1.386%	-11.022%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	36,254	1.285%	4,418	0.855%	-0.430%	-33.471%
116	Open-source databases	Technical Skills	Information mgmt	4	185,041	6.559%	46,333	8.966%	2.407%	36.699%
118	Open-source operating systems	Technical Skills	Business applications	8	522,994	18.537%	104,601	20.241%	1.703%	9.190%
56	Operating Systems	Technical Skills	Business applications	3	279,547	9.908%	45,503	8.805%	-1.103%	-11.136%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,682	0.060%	424	0.082%	0.022%	37.620%
117	Oracle databases	Technical Skills	Information mgmt	1	520,822	18.460%	81,955	15.858%	-2.602%	-14.093%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,166	0.112%	123	0.024%	-0.088%	-78.790%
1289	Physical Tools	Technical Skills	Hardware	1	156	0.006%	20	0.004%	-0.002%	-30.008%
683	Point of sale (POS)	Technical Skills	Business applications	3	16,628	0.589%	3,342	0.647%	0.057%	9.726%
931	Printers	Technical Skills	Hardware	3	23,766	0.842%	4,040	0.782%	-0.061%	-7.196%
43	Programming	Technical Skills	Software development	1	840,038	29.774%	148,322	28.701%	-1.074%	-3.606%
700	Provisioning	Technical Skills	Business applications	1	41,709	1.478%	11,244	2.176%	0.697%	47.175%
1258	Rate Control	Technical Skills	Technical applications	1	182	0.006%	11	0.002%	-0.004%	-67.004%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	38,906	1.379%	2,823	0.546%	-0.833%	-60.387%
1077	Remote control software	Technical Skills	Network	2	2,718	0.096%	468	0.091%	-0.006%	-5.998%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	1,924	0.068%	356	0.069%	0.001%	1.015%
1262	Robotics	Technical Skills	Hardware	3	11,984	0.425%	2,855	0.552%	0.128%	30.061%
1318	RSA	Technical Skills	Security	1	13,784	0.489%	2,296	0.444%	-0.044%	-9.063%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	89,399	3.169%	30,845	5.969%	2.800%	88.362%
44	SDLC	Technical Skills	Software development	7	390,511	13.841%	81,689	15.807%	1.966%	14.202%
1132	Secure shell (SSH)	Technical Skills	Security	1	310	0.011%	65	0.013%	0.002%	14.471%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	40,594	1.439%	8,633	1.671%	0.232%	16.103%
76	Security	Technical Skills	Hardware	4	1,991,953	70.603%	514,810	99.617%	29.014%	41.095%
1315	Security Clearance	Technical Skills	Misc	2	209,809	7.436%	21,072	4.077%	-3.359%	-45.169%
1135	Security testing software	Technical Skills	Security	1	7,898	0.280%	2,015	0.390%	0.110%	39.284%
60	Sharepoint Server	Technical Skills	Business applications	1	11,251	0.399%	1,197	0.232%	-0.167%	-41.918%
1084	Signal generators	Technical Skills	Network	1	571	0.020%	111	0.021%	0.001%	6.128%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	29,172	1.034%	4,431	0.857%	-0.177%	-17.076%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	126,483	4.483%	31,414	6.079%	1.596%	35.592%
1220	Simulation software	Technical Skills	Software development	5	46,772	1.658%	5,658	1.095%	-0.563%	-33.958%
1366	Social Network	Technical Skills	Social Networking	1	10,277	0.364%	3,469	0.671%	0.307%	84.281%
1358	Social Networking	Technical Skills	Social Networking	1	17,867	0.633%	1,067	0.206%	-0.427%	-67.397%
42	Software Development	Technical Skills	Software development	2	778,012	27.576%	136,312	26.377%	-1.199%	-4.349%
1291	Software Development software	Technical Skills	Software development	3	5,791	0.205%	631	0.122%	-0.083%	-40.514%
1309	Software Engineering	Technical Skills	Software development	1	456,336	16.174%	83,163	16.092%	-0.082%	-0.508%
1292	Software Installation	Technical Skills	Software development	4	343,705	12.182%	75,758	14.659%	2.477%	20.333%
1223	Software libraries	Technical Skills	Software development	1	1,053	0.037%	214	0.041%	0.004%	10.950%
1293	Software Maintenance	Technical Skills	Software development	1	24,886	0.882%	5,051	0.977%	0.095%	10.806%
1294	Software Testing	Technical Skills	Software development	14	347,681	12.323%	70,078	13.560%	1.237%	10.038%
1225	Source code management (SCM)	Technical Skills	Software development	5	122,700	4.349%	26,508	5.129%	0.780%	17.944%
1229	Static analysis software	Technical Skills	Software development	1	2,879	0.102%	967	0.187%	0.085%	83.369%
772	Statistical analysis software	Technical Skills	Business applications	26	207,982	7.372%	42,077	8.142%	0.770%	10.449%
774	Statistical software	Technical Skills	Business applications	1	97,005	3.438%	18,481	3.576%	0.138%	4.010%
1230	Stress testing software	Technical Skills	Software development	1	8,300	0.294%	1,451	0.281%	-0.013%	-4.560%
122	Sun operating systems	Technical Skills	Business applications	3	132,082	4.682%	11,012	2.131%	-2.551%	-54.484%
939	Surveillance systems	Technical Skills	Hardware	5	24,041	0.852%	3,378	0.654%	-0.198%	-23.290%
791	Symantec software	Technical Skills	Business applications	1	22,638	0.802%	3,956	0.765%	-0.037%	-4.597%
1355	Symbian	Technical Skills	Mobile Platforms	1	108	0.004%	0	0.000%	-0.004%	-100.000%
1310	System Administration	Technical Skills	Network	4	197,246	6.991%	32,199	6.231%	-0.761%	-10.880%
45	System Testing	Technical Skills	Software development	5	66,968	2.374%	12,231	2.367%	-0.007%	-0.290%
46	Systems Analysis	Technical Skills	Software development	8	249,765	8.853%	38,820	7.512%	-1.341%	-15.147%
47	Systems Design	Technical Skills	Software development	1	43,390	1.538%	6,202	1.200%	-0.338%	-21.966%
1233	Systems Evaluation	Technical Skills	Software development	1	254	0.009%	75	0.015%	0.006%	61.202%
1234	Systems integration	Technical Skills	Software development	8	147,948	5.244%	19,087	3.693%	-1.551%	-29.568%
75	TCP/IP	Technical Skills	Hardware	3	179,912	6.377%	27,637	5.348%	-1.029%	-16.136%
1235	Technology Design	Technical Skills	Software development	1	2,573	0.091%	304	0.059%	-0.032%	-35.498%
1236	Templates	Technical Skills	Software development	1	45,001	1.595%	9,161	1.773%	0.178%	11.138%
1239	Test implementation	Technical Skills	Software development	1	1,155	0.041%	262	0.051%	0.010%	23.840%
1302	Testing	Technical Skills	Software development	1	942,746	33.415%	187,535	36.288%	2.874%	8.600%
1297	Training software	Technical Skills	Business applications	3	2,370	0.084%	142	0.027%	-0.057%	-67.290%
57	Transaction Processing Systems	Technical Skills	Business applications	4	4,123	0.146%	631	0.122%	-0.024%	-16.448%
1360	Twitter	Technical Skills	Social Networking	1	35,693	1.265%	6,594	1.276%	0.011%	0.857%
123	UNIX operating systems	Technical Skills	Business applications	5	492,648	17.461%	64,408	12.463%	-4.998%	-28.625%
1298	UNIX Shells	Technical Skills	Business applications	4	113,188	4.012%	21,301	4.122%	0.110%	2.741%
48	User-Interface Design	Technical Skills	Software development	2	200,095	7.092%	47,859	9.261%	2.169%	30.578%
836	Video creation and editing software	Technical Skills	Business applications	3	12,810	0.454%	2,107	0.408%	-0.046%	-10.204%
64	Visual Studio	Technical Skills	Software development	1	114,755	4.067%	22,914	4.434%	0.367%	9.011%
843	Voice dictation & recognition	Technical Skills	Business applications	2	3,624	0.128%	803	0.155%	0.027%	20.968%
77	Voice/Data Telecom	Technical Skills	Hardware	10	214,034	7.586%	30,746	5.949%	-1.637%	-21.576%
1299	Web Application Server	Technical Skills	Business applications	8	149,084	5.284%	20,347	3.937%	-1.347%	-25.491%
1248	Web platform development software	Technical Skills	Software development	5	9,610	0.341%	542	0.105%	-0.236%	-69.209%
65	web programmer	Technical Skills	Software development	4	36,264	1.285%	3,780	0.731%	-0.554%	-43.094%
58	Web servers	Technical Skills	Business applications	6	235,905	8.361%	39,121	7.570%	-0.791%	-9.465%
49	Web-based Application Development	Technical Skills	Software development	2	170,769	6.053%	33,712	6.523%	0.471%	7.775%
1356	Windows CE	Technical Skills	Mobile Platforms	4	20,650	0.732%	2,159	0.418%	-0.314%	-42.921%
1102	Wireless	Technical Skills	Network	5	125,947	4.464%	19,568	3.786%	-0.678%	-15.179%
1363	YouTube	Technical Skills	Social Networking	2	6,066	0.215%	1,175	0.227%	0.012%	5.749%
79	.NET	Programming Skills	Current	1	364,154	12.907%	67,088	12.982%	0.075%	0.578%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	92	0.003%	8	0.002%	-0.002%	-52.527%
209	A programming language (APL)	Programming Skills	Legacy	2	4,456	0.158%	487	0.094%	-0.064%	-40.334%
99	Ada	Programming Skills	Legacy	1	9,811	0.348%	1,112	0.215%	-0.133%	-38.122%
80	AJAX	Programming Skills	Current	1	202,209	7.167%	30,562	5.914%	-1.253%	-17.487%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	72	0.003%	21	0.004%	0.002%	59.232%
192	Apple AppleScript	Programming Skills	Current	1	484	0.017%	112	0.022%	0.005%	26.332%
81	ASP	Programming Skills	Current	2	250,405	8.875%	41,677	8.065%	-0.811%	-9.135%
108	Assembly	Programming Skills	Legacy	2	9,307	0.330%	597	0.116%	-0.214%	-64.981%
211	AWK	Programming Skills	Legacy	1	7,235	0.256%	1,113	0.215%	-0.041%	-16.016%
212	B	Programming Skills	Legacy	1	35,376	1.254%	6,737	1.304%	0.050%	3.968%
83	C#	Programming Skills	Current	2	359,512	12.743%	77,401	14.977%	2.235%	17.537%
82	C/C++	Programming Skills	Current	3	532,363	18.869%	80,741	15.624%	-3.246%	-17.200%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	272,217	9.648%	77,732	15.041%	5.393%	55.893%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	863	0.031%	242	0.047%	0.016%	53.090%
84	CGI	Programming Skills	Current	2	22,392	0.794%	5,047	0.977%	0.183%	23.050%
217	Clipper	Programming Skills	Legacy	1	553	0.020%	105	0.020%	0.001%	3.659%
218	CLU	Programming Skills	Legacy	1	182	0.006%	20	0.004%	-0.003%	-40.007%
100	Cobol	Programming Skills	Legacy	1	24,128	0.855%	3,336	0.646%	-0.210%	-24.517%
85	ColdFusion	Programming Skills	Current	2	20,226	0.717%	1,495	0.289%	-0.428%	-59.647%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	385	0.014%	20	0.004%	-0.010%	-71.640%
195	Component object model (COM)	Programming Skills	Current	1	526	0.019%	13	0.003%	-0.016%	-86.507%
125	Database programming	Programming Skills	Current	3	82,850	2.937%	10,605	2.052%	-0.884%	-30.119%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,262	0.187%	235	0.045%	-0.141%	-75.619%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	20,635	0.731%	2,981	0.577%	-0.155%	-21.132%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	5,254	0.186%	1,121	0.217%	0.031%	16.482%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	36,169	1.282%	3,660	0.708%	-0.574%	-44.756%
109	Forth	Programming Skills	Legacy	1	7,602	0.269%	1,970	0.381%	0.112%	41.475%
102	Fortran	Programming Skills	Legacy	1	5,278	0.187%	646	0.125%	-0.062%	-33.180%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	576,075	20.418%	99,183	19.192%	-1.226%	-6.006%
222	J	Programming Skills	Legacy	1	10,455	0.371%	1,507	0.292%	-0.079%	-21.308%
87	Java/J2EE/J2P	Programming Skills	Current	4	757,658	26.854%	150,281	29.080%	2.225%	8.286%
97	JavaScript	Programming Skills	Current	3	439,343	15.572%	115,070	22.266%	6.694%	42.988%
89	JavaServer Faces	Programming Skills	Current	3	30,580	1.084%	4,327	0.837%	-0.247%	-22.751%
88	JavaServer Pages	Programming Skills	Current	3	129,629	4.595%	15,069	2.916%	-1.679%	-36.536%
223	Job control language (JCL)	Programming Skills	Legacy	2	13,985	0.496%	2,118	0.410%	-0.086%	-17.319%
126	LAMP	Programming Skills	Current	1	35,491	1.258%	6,275	1.214%	-0.044%	-3.475%
104	Lisp	Programming Skills	Legacy	1	2,248	0.080%	334	0.065%	-0.015%	-18.887%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	1,829	0.065%	540	0.104%	0.040%	61.184%
201	Microsoft ActiveX	Programming Skills	Current	1	5,012	0.178%	203	0.039%	-0.138%	-77.888%
107	Pascal	Programming Skills	Legacy	1	1,562	0.055%	142	0.027%	-0.028%	-50.369%
90	Perl	Programming Skills	Current	1	248,814	8.819%	37,267	7.211%	-1.608%	-18.230%
91	PHP	Programming Skills	Current	1	142,316	5.044%	26,434	5.115%	0.071%	1.403%
103	PL/1	Programming Skills	Legacy	3	535	0.019%	58	0.011%	-0.008%	-40.814%
105	Prolog	Programming Skills	Legacy	1	1,394	0.049%	166	0.032%	-0.017%	-34.989%
95	Python	Programming Skills	Current	1	194,465	6.893%	68,306	13.217%	6.325%	91.761%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	43,462	1.540%	9,656	1.868%	0.328%	21.291%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	1,620	0.057%	421	0.081%	0.024%	41.876%
206	Scripting languages	Programming Skills	Current	1	72,956	2.586%	15,404	2.981%	0.395%	15.270%
101	Smalltalk	Programming Skills	Legacy	1	972	0.034%	39	0.008%	-0.027%	-78.095%
92	SQL	Programming Skills	Current	3	986,705	34.973%	191,063	36.971%	1.998%	5.714%
110	TCL	Programming Skills	Legacy	1	16,161	0.573%	1,379	0.267%	-0.306%	-53.416%
98	Unified Modeling Language	Programming Skills	Current	2	97,997	3.473%	10,051	1.945%	-1.529%	-44.006%
93	Visual Basic	Programming Skills	Current	6	215,025	7.621%	26,824	5.191%	-2.431%	-31.895%
207	Web service definition language (WSDL)	Programming Skills	Current	2	26,431	0.937%	4,320	0.836%	-0.101%	-10.770%
94	XML	Programming Skills	Current	2	417,384	14.794%	60,367	11.681%	-3.113%	-21.040%
1342	Computer Science	Majors	Computer Science	2	2,821,346	100.000%	516,790	100.000%	0.000%	0.000%
1344	Information Technology	Majors	Information Technology	3	764,279	27.089%	116,607	22.564%	-4.525%	-16.706%
1343	Management Information Systems	Majors	Management Information Systems	9	737,770	26.150%	127,724	24.715%	-1.435%	-5.487%

IT Degrees

Information Technology	2016-09-19	Jobs Found:	1,395,692	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	3,909	0.280%	1,200	0.618%	0.337%	120.488%
2	Attention to Details	Soft Skills	Problem-solving skills	1	3,652	0.262%	749	0.385%	0.124%	47.306%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	9,336	0.669%	2,415	1.243%	0.574%	85.792%
231	Cooperation	Soft Skills	Interpersonal skills	1	11,251	0.806%	1,617	0.832%	0.026%	3.226%
3	Creativity	Soft Skills	Problem-solving skills	3	37,658	2.698%	7,890	4.060%	1.362%	50.484%
4	Critical thinking	Soft Skills	Problem-solving skills	3	17,667	1.266%	6,009	3.092%	1.826%	144.292%
1300	Flexibility	Soft Skills	Work ethic	1	95,423	6.837%	7,989	4.111%	-2.726%	-39.868%
232	Independence	Soft Skills	Interpersonal skills	1	7,699	0.552%	1,238	0.637%	0.085%	15.493%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	174,042	12.470%	35,901	18.475%	6.005%	48.157%
256	Innovation	Soft Skills	Problem-solving skills	1	95,648	6.853%	24,492	12.604%	5.751%	83.915%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	167,921	12.031%	23,909	12.304%	0.272%	2.265%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	839	0.060%	150	0.077%	0.017%	28.410%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	96,141	6.888%	21,118	10.868%	3.979%	57.766%
10	Leadership	Soft Skills	Interpersonal skills	1	307,440	22.028%	53,417	27.489%	5.461%	24.793%
258	Learning	Soft Skills	Problem-solving skills	1	148,737	10.657%	14,161	7.287%	-3.369%	-31.618%
1	Learning Ability	Soft Skills	Problem-solving skills	3	20,083	1.439%	4,286	2.206%	0.767%	53.283%
236	Listening	Soft Skills	Language skills	1	50,767	3.637%	4,690	2.414%	-1.224%	-33.647%
260	Mathematics	Soft Skills	Problem-solving skills	3	40,906	2.931%	8,701	4.478%	1.547%	52.775%
261	Memorization	Soft Skills	Problem-solving skills	1	76	0.005%	7	0.004%	-0.002%	-33.846%
18	Negotiation Skills	Soft Skills	Language skills	1	15,597	1.118%	2,343	1.206%	0.088%	7.895%
262	Optimization	Soft Skills	Problem-solving skills	1	57,728	4.136%	10,357	5.330%	1.194%	28.860%
19	Oral Communications	Soft Skills	Language skills	3	24,084	1.726%	6,603	3.398%	1.672%	96.917%
273	Persistence	Soft Skills	Work ethic	1	3,298	0.236%	688	0.354%	0.118%	49.833%
239	Persuasion	Soft Skills	Language skills	1	2,368	0.170%	565	0.291%	0.121%	71.371%
1301	Physical Skill	Soft Skills	Work ethic	2	1,347	0.097%	242	0.125%	0.028%	29.038%
240	Presentations	Soft Skills	Language skills	1	73,564	5.271%	12,968	6.673%	1.403%	26.613%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	199,798	14.315%	41,139	21.171%	6.855%	47.888%
20	Questioning skills	Soft Skills	Language skills	1	378	0.027%	101	0.052%	0.025%	91.911%
241	Reading Comprehension	Soft Skills	Language skills	1	477	0.034%	84	0.043%	0.009%	26.483%
6	Research skills	Soft Skills	Problem-solving skills	1	2,633	0.189%	344	0.177%	-0.012%	-6.162%
15	Responsibility	Soft Skills	Work ethic	2	136,918	9.810%	20,149	10.369%	0.559%	5.697%
234	Self Control	Soft Skills	Interpersonal skills	1	112	0.008%	19	0.010%	0.002%	21.844%
11	Self-esteem	Soft Skills	Interpersonal skills	1	43	0.003%	19	0.010%	0.007%	217.362%
16	Self-management	Soft Skills	Work ethic	1	1,231	0.088%	285	0.147%	0.058%	66.286%
250	Stress Tolerance	Soft Skills	Physical skills	1	220	0.016%	73	0.038%	0.022%	138.325%
12	Teamwork	Soft Skills	Interpersonal skills	1	59,887	4.291%	9,201	4.735%	0.444%	10.350%
17	Time Management	Soft Skills	Work ethic	2	45,858	3.286%	9,453	4.865%	1.579%	48.055%
268	Visualization	Soft Skills	Problem-solving skills	1	9,398	0.673%	2,881	1.483%	0.809%	120.180%
7	Working under pressure	Soft Skills	Problem-solving skills	1	859	0.062%	321	0.165%	0.104%	168.400%
21	Written Communications	Soft Skills	Language skills	4	204,594	14.659%	33,292	17.132%	2.474%	16.874%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	214,660	15.380%	15,200	7.822%	-7.558%	-49.142%
172	Account management	Business Skills	Management skills	1	14,656	1.050%	2,913	1.499%	0.449%	42.756%
22	Accounting	Business Skills	Business processes	4	303,133	21.719%	20,117	10.352%	-11.367%	-52.335%
1263	Accounting software	Business Skills	Business processes	7	41,037	2.940%	1,333	0.686%	-2.254%	-76.669%
174	Administration	Business Skills	Management skills	3	467,395	33.488%	52,407	26.969%	-6.519%	-19.467%
1313	Analyst	Business Skills	Project management	1	285,472	20.454%	49,918	25.688%	5.235%	25.592%
175	Application management	Business Skills	Management skills	5	94,324	6.758%	17,442	8.976%	2.218%	32.814%
150	Asset management	Business Skills	Business processes	1	21,595	1.547%	3,466	1.784%	0.236%	15.278%
151	Auditing	Business Skills	Business processes	5	121,530	8.708%	15,659	8.058%	-0.649%	-7.456%
1264	Auditing software	Business Skills	Business processes	1	135	0.010%	9	0.005%	-0.005%	-52.117%
152	Billing	Business Skills	Business processes	1	61,017	4.372%	3,617	1.861%	-2.510%	-57.424%
1314	Business Analyst	Business Skills	Project management	1	122,272	8.761%	21,271	10.946%	2.186%	24.948%
35	Business Intelligence	Business Skills	Strategy skills	1	61,391	4.399%	11,928	6.138%	1.740%	39.551%
155	Business performance management (BPM)	Business Skills	Business processes	2	9,101	0.652%	2,229	1.147%	0.495%	75.910%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	26,367	1.889%	1,773	0.912%	-0.977%	-51.703%
36	Business Strategy	Business Skills	Strategy skills	3	304,372	21.808%	48,919	25.174%	3.366%	15.436%
182	Calendar and scheduling	Business Skills	Project management	3	59,676	4.276%	9,002	4.633%	0.357%	8.345%
156	Capacity planning	Business Skills	Business processes	1	25,486	1.826%	4,747	2.443%	0.617%	33.779%
28	Change Management	Business Skills	Management skills	1	63,331	4.538%	13,482	6.938%	2.400%	52.900%
183	Content workflow	Business Skills	Project management	1	50	0.004%	2	0.001%	-0.003%	-71.270%
24	Contracting and legal	Business Skills	Business processes	2	169,385	12.136%	21,070	10.843%	-1.293%	-10.657%
176	Coordination	Business Skills	Management skills	1	76,424	5.476%	13,424	6.908%	1.432%	26.160%
157	Cost accounting	Business Skills	Business processes	1	2,910	0.208%	247	0.127%	-0.081%	-39.036%
158	Cost estimation	Business Skills	Business processes	1	1,282	0.092%	200	0.103%	0.011%	12.050%
1312	Customer Support	Business Skills	Business processes	6	307,190	22.010%	46,128	23.738%	1.728%	7.852%
1339	Education	Business Skills	Industry Segment	1	15,410	1.104%	2,578	1.327%	0.223%	20.157%
1333	Energy	Business Skills	Industry Segment	1	67,704	4.851%	13,054	6.718%	1.867%	38.484%
1340	Entertainment	Business Skills	Industry Segment	1	165,392	11.850%	6,034	3.105%	-8.745%	-73.796%
1319	Environmental	Business Skills	Environmental	15	115,147	8.250%	8,508	4.378%	-3.872%	-46.931%
1320	Environmental Strategy	Business Skills	Environmental	7	4,641	0.333%	1,849	0.952%	0.619%	186.151%
161	Financial	Business Skills	Business processes	2	487,393	34.921%	56,758	29.208%	-5.713%	-16.359%
1275	Financial Analysis software	Business Skills	Business processes	6	2,380	0.171%	102	0.052%	-0.118%	-69.218%
1332	Health Care	Business Skills	Industry Segment	2	381,303	27.320%	39,490	20.322%	-6.998%	-25.615%
177	Human resources	Business Skills	Management skills	2	233,829	16.754%	10,147	5.222%	-11.532%	-68.832%
1336	Insurance	Business Skills	Industry Segment	1	8,562	0.613%	1,821	0.937%	0.324%	52.758%
1316	Managing/Supervision	Business Skills	Management skills	5	690,627	49.483%	80,574	41.464%	-8.018%	-16.204%
1334	Manufacturing	Business Skills	Industry Segment	2	196,952	14.111%	10,933	5.626%	-8.485%	-60.130%
26	Marketing	Business Skills	Business processes	1	287,973	20.633%	16,083	8.277%	-12.356%	-59.887%
185	Monitoring	Business Skills	Project management	1	151,397	10.847%	31,763	16.346%	5.498%	50.686%
179	Negotiation	Business Skills	Management skills	1	59,325	4.251%	9,554	4.917%	0.666%	15.669%
163	Operation and Control	Business Skills	Business processes	2	647	0.046%	119	0.061%	0.015%	32.103%
29	Outsourcing Management	Business Skills	Management skills	3	95,647	6.853%	9,993	5.143%	-1.710%	-24.960%
167	Procurement	Business Skills	Business processes	1	72,811	5.217%	4,659	2.398%	-2.819%	-54.042%
1290	Project Management software	Business Skills	Project management	2	48,358	3.465%	8,930	4.595%	1.131%	32.633%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	281,891	20.197%	50,607	26.043%	5.846%	28.943%
168	Quality	Business Skills	Business processes	1	412,728	29.572%	72,394	37.255%	7.683%	25.982%
1337	Real Estate	Business Skills	Industry Segment	2	166,421	11.924%	4,643	2.389%	-9.535%	-79.962%
1335	Retail	Business Skills	Industry Segment	2	407,832	29.221%	28,470	14.651%	-14.570%	-49.861%
34	Risk Management	Business Skills	Project management	1	50,550	3.622%	11,659	6.000%	2.378%	65.657%
169	Service Orientation	Business Skills	Business processes	1	11,266	0.807%	1,738	0.894%	0.087%	10.803%
27	Supply Chain Management	Business Skills	Business processes	3	76,673	5.494%	5,962	3.068%	-2.425%	-44.150%
1295	Supply Chain Management software	Business Skills	Business processes	4	3,024	0.217%	382	0.197%	-0.020%	-9.270%
178	Teaching	Business Skills	Management skills	7	211,509	15.154%	8,901	4.581%	-10.574%	-69.774%
190	Timekeeping	Business Skills	Project management	3	75,401	5.402%	5,860	3.016%	-2.387%	-44.180%
1296	Timekeeping software	Business Skills	Project management	1	1,675	0.120%	310	0.160%	0.040%	32.928%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,419	0.102%	169	0.087%	-0.015%	-14.459%
180	Troubleshooting	Business Skills	Management skills	1	157,538	11.287%	33,077	17.022%	5.734%	50.803%
181	Verification	Business Skills	Management skills	1	41,968	3.007%	17,719	9.118%	6.111%	203.243%
1338	Waste Management	Business Skills	Industry Segment	1	1,208	0.087%	264	0.136%	0.049%	56.966%
191	Workflow	Business Skills	Project management	1	58,271	4.175%	11,410	5.872%	1.697%	40.638%
31	Working Globally	Business Skills	Management skills	3	9,286	0.665%	219	0.113%	-0.553%	-83.061%
32	Working with Virtual Teams	Business Skills	Management skills	2	2,562	0.184%	476	0.245%	0.061%	33.444%
51	4GL	Technical Skills	Software development	3	1,495	0.107%	124	0.064%	-0.043%	-40.427%
987	Access servers & software	Technical Skills	Network	10	46,709	3.347%	9,242	4.756%	1.409%	42.113%
38	Agile Development Methods	Technical Skills	Software development	3	21,937	1.572%	6,895	3.548%	1.976%	125.750%
304	Algorithmic software	Technical Skills	Business applications	1	6	0.000%	0	0.000%	-0.000%	-100.000%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	1,135	0.081%	92	0.047%	-0.034%	-41.781%
1352	Android	Technical Skills	Mobile Platforms	3	9,062	0.649%	3,980	2.048%	1.399%	215.449%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	8,756	0.627%	2,315	1.191%	0.564%	89.896%
120	Apple operating systems	Technical Skills	Business applications	6	25,978	1.861%	6,543	3.367%	1.506%	80.901%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	36,572	2.620%	41	0.021%	-2.599%	-99.195%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	12	0.001%	3	0.002%	0.001%	79.560%
1265	Backup & Recovery	Technical Skills	Technical applications	16	115,176	8.252%	18,769	9.659%	1.407%	17.044%
1353	Blackberry	Technical Skills	Mobile Platforms	2	10,975	0.786%	1,058	0.544%	-0.242%	-30.761%
336	Borland Delphi	Technical Skills	Business applications	1	1,416	0.101%	216	0.111%	0.010%	9.562%
337	Borland JBuilder	Technical Skills	Business applications	1	841	0.060%	9	0.005%	-0.056%	-92.314%
338	Borland Paradox	Technical Skills	Business applications	1	99	0.007%	6	0.003%	-0.004%	-56.470%
72	Business Continuity Planning	Technical Skills	Hardware	2	42,608	3.053%	4,126	2.123%	-0.930%	-30.448%
352	Cadence Opus	Technical Skills	Business applications	1	1,073	0.077%	23	0.012%	-0.065%	-84.604%
868	Calculators	Technical Skills	Hardware	1	699	0.050%	78	0.040%	-0.010%	-19.853%
39	CASE Tools	Technical Skills	Software development	1	101,365	7.263%	10,288	5.294%	-1.968%	-27.102%
367	Categorization or classification software	Technical Skills	Business applications	1	3,974	0.285%	717	0.369%	0.084%	29.587%
112	Certification	Technical Skills	Misc	3	324,737	23.267%	52,724	27.132%	3.865%	16.613%
78	Cisco	Technical Skills	Hardware	1	201,341	14.426%	13,104	6.743%	-7.682%	-53.254%
1009	Cisco Systems IOS	Technical Skills	Network	1	13,423	0.962%	5,322	2.739%	1.777%	184.771%
40	Client-Server	Technical Skills	Software development	1	34,719	2.488%	2,600	1.338%	-1.150%	-46.213%
1011	Cluster server software	Technical Skills	Network	8	19,929	1.428%	3,591	1.848%	0.420%	29.420%
1147	CMAKE	Technical Skills	Software development	1	53	0.004%	33	0.017%	0.013%	347.206%
1151	Compatibility testing	Technical Skills	Software development	1	359	0.026%	108	0.056%	0.030%	116.072%
1152	Compilers	Technical Skills	Software development	5	10,201	0.731%	1,412	0.727%	-0.004%	-0.583%
1255	Compliance software	Technical Skills	Technical applications	3	10,088	0.723%	2,455	1.263%	0.541%	74.790%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	50,438	3.614%	4,878	2.510%	-1.104%	-30.537%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	2,523	0.181%	386	0.199%	0.018%	9.885%
875	Computer diagnostics	Technical Skills	Hardware	5	50,374	3.609%	9,555	4.917%	1.308%	36.237%
1107	Computer forensics	Technical Skills	Security	1	3,935	0.282%	486	0.250%	-0.032%	-11.292%
1266	Computer Hardware	Technical Skills	Hardware	15	33,743	2.418%	5,669	2.917%	0.500%	20.668%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	34,907	2.501%	151	0.078%	-2.423%	-96.893%
1015	Computer servers	Technical Skills	Network	6	115,089	8.246%	20,192	10.391%	2.145%	26.013%
1267	Computer Utilities	Technical Skills	Misc	1	291	0.021%	71	0.037%	0.016%	75.241%
59	Content Manager	Technical Skills	Business applications	1	1,447	0.104%	161	0.083%	-0.021%	-20.085%
878	Controllers	Technical Skills	Hardware	3	7,384	0.529%	1,463	0.753%	0.224%	42.306%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	1,901	0.136%	1,011	0.520%	0.384%	281.978%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	5,730	0.411%	846	0.435%	0.025%	6.044%
53	Customer Relationship Management	Technical Skills	Business applications	9	105,555	7.563%	12,794	6.584%	-0.979%	-12.944%
953	Data acquisition systems	Technical Skills	Information mgmt	1	4,844	0.347%	845	0.435%	0.088%	25.292%
955	Data compression software	Technical Skills	Information mgmt	1	2,060	0.148%	324	0.167%	0.019%	12.966%
956	Data conversion software	Technical Skills	Information mgmt	1	6,640	0.476%	1,077	0.554%	0.078%	16.498%
958	Data dictionary	Technical Skills	Information mgmt	1	3,418	0.245%	627	0.323%	0.078%	31.754%
959	Data entry	Technical Skills	Information mgmt	1	176,049	12.614%	4,017	2.067%	-10.547%	-83.612%
962	Data mapping	Technical Skills	Information mgmt	1	6,722	0.482%	1,767	0.909%	0.428%	88.803%
67	Data Mining	Technical Skills	Information mgmt	5	50,815	3.641%	2,831	1.457%	-2.184%	-59.985%
963	Data modeling	Technical Skills	Information mgmt	1	34,261	2.455%	6,338	3.262%	0.807%	32.869%
68	Data Warehousing	Technical Skills	Information mgmt	2	57,980	4.154%	10,836	5.576%	1.422%	34.233%
69	Database Administration	Technical Skills	Information mgmt	12	78,488	5.624%	13,423	6.908%	1.284%	22.833%
969	Database design software	Technical Skills	Information mgmt	15	52,230	3.742%	9,168	4.718%	0.976%	26.074%
1268	Database Reporting	Technical Skills	Information mgmt	3	17,806	1.276%	2,070	1.065%	-0.211%	-16.502%
1269	Database Security	Technical Skills	Information mgmt	2	102	0.007%	21	0.011%	0.003%	47.873%
1270	Database Servers	Technical Skills	Information mgmt	3	13,298	0.953%	1,278	0.658%	-0.295%	-30.974%
1271	Database Testing	Technical Skills	Information mgmt	1	803	0.058%	255	0.131%	0.074%	128.084%
1160	Debugging	Technical Skills	Software development	7	61,923	4.437%	12,572	6.470%	2.033%	45.822%
418	Desktop publishing software	Technical Skills	Business applications	13	19,630	1.406%	1,870	0.962%	-0.444%	-31.579%
1272	Development Environment	Technical Skills	Software development	13	42,601	3.052%	6,387	3.287%	0.235%	7.683%
1273	Digital Imaging	Technical Skills	Hardware	1	292	0.021%	23	0.012%	-0.009%	-43.426%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,422	0.102%	188	0.097%	-0.005%	-5.043%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	3,252	0.233%	385	0.198%	-0.035%	-14.968%
1307	Doctor of Philosophy	Technical Skills	Misc	3	63,839	4.574%	2,305	1.186%	-3.388%	-74.067%
973	Document management software	Technical Skills	Information mgmt	4	13,349	0.956%	2,250	1.158%	0.201%	21.061%
1020	Domain name system (DNS)	Technical Skills	Network	3	38,729	2.775%	8,205	4.222%	1.447%	52.164%
61	Dreamweaver	Technical Skills	Software development	1	7,204	0.516%	465	0.239%	-0.277%	-53.639%
54	DSS/GDSS	Technical Skills	Business applications	5	18,373	1.316%	2,957	1.522%	0.205%	15.596%
425	Dynamic modeling software	Technical Skills	Business applications	1	47	0.003%	4	0.002%	-0.001%	-38.873%
62	Eclipse	Technical Skills	Software development	1	16,812	1.205%	3,009	1.548%	0.344%	28.550%
1308	Electronic Commerce	Technical Skills	Business applications	2	50,398	3.611%	6,461	3.325%	-0.286%	-7.922%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	11,714	0.839%	2,666	1.372%	0.533%	63.465%
1023	Electronic mail software	Technical Skills	Network	8	23,104	1.655%	3,657	1.882%	0.227%	13.686%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	76,277	5.465%	13,318	6.854%	1.388%	25.405%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	101,739	7.290%	9,967	5.129%	-2.160%	-29.637%
1321	Environmental Certification	Technical Skills	Environmental	1	121	0.009%	26	0.013%	0.005%	54.333%
1328	Environmental Cleanup	Technical Skills	Environmental	1	1,252	0.090%	359	0.185%	0.095%	105.949%
1329	Environmental Energy	Technical Skills	Environmental	21	4,584	0.328%	823	0.424%	0.095%	28.951%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	4,969	0.356%	1,233	0.635%	0.278%	78.223%
1327	Environmental Pollution	Technical Skills	Environmental	16	35,501	2.544%	622	0.320%	-2.224%	-87.416%
1324	Environmental Pollution Control	Technical Skills	Environmental	7	2,655	0.190%	551	0.284%	0.093%	49.059%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	635	0.045%	112	0.058%	0.012%	26.682%
1326	Environmental Product Stewardship	Technical Skills	Environmental	11	45,352	3.249%	732	0.377%	-2.873%	-88.407%
1331	Environmental Science	Technical Skills	Environmental	2	182	0.013%	37	0.019%	0.006%	46.016%
1322	Environmental Technology	Technical Skills	Environmental	2	209	0.015%	25	0.013%	-0.002%	-14.086%
461	Expert system software	Technical Skills	Business applications	1	461	0.033%	49	0.025%	-0.008%	-23.658%
1359	Facebook	Technical Skills	Social Networking	1	141,535	10.141%	51,773	26.643%	16.502%	162.730%
463	Facilities management software	Technical Skills	Business applications	4	8,049	0.577%	562	0.289%	-0.287%	-49.851%
468	Flight control software	Technical Skills	Business applications	1	121	0.009%	21	0.011%	0.002%	24.653%
469	Flowchart software	Technical Skills	Business applications	5	4,256	0.305%	1,085	0.558%	0.253%	83.104%
1112	Fraud Detection	Technical Skills	Security	1	5,691	0.408%	1,049	0.540%	0.132%	32.390%
63	FrontPage	Technical Skills	Software development	1	864	0.062%	39	0.020%	-0.042%	-67.579%
475	Fund accounting software	Technical Skills	Business applications	1	533	0.038%	67	0.034%	-0.004%	-9.715%
1260	Gaming	Technical Skills	Misc	2	23,480	1.682%	5,270	2.712%	1.030%	61.206%
113	Generic databases	Technical Skills	Information mgmt	2	149,828	10.735%	27,933	14.375%	3.640%	33.904%
1365	Google Apps	Technical Skills	Business applications	4	2,526	0.181%	533	0.274%	0.093%	51.553%
1364	Google Plus	Technical Skills	Social Networking	1	7	0.001%	0	0.000%	-0.001%	-100.000%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	106,285	7.615%	11,438	5.886%	-1.729%	-22.706%
484	Graphic software	Technical Skills	Business applications	16	130,301	9.336%	17,662	9.089%	-0.247%	-2.644%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	14,324	1.026%	1,594	0.820%	-0.206%	-20.073%
1323	Green IT	Technical Skills	Environmental	9	3,388	0.243%	307	0.158%	-0.085%	-34.917%
893	Guidance systems	Technical Skills	Hardware	1	67	0.005%	1	0.001%	-0.004%	-89.280%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	102	0.007%	14	0.007%	-0.000%	-1.418%
1277	Hardware Design	Technical Skills	Hardware	19	5,983	0.429%	1,015	0.522%	0.094%	21.848%
1278	Hardware Testing	Technical Skills	Hardware	4	1,731	0.124%	141	0.073%	-0.051%	-41.495%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	630	0.045%	50	0.026%	-0.019%	-42.997%
492	Helpdesk or call center	Technical Skills	Business applications	2	140,984	10.101%	13,478	6.936%	-3.165%	-31.337%
114	IBM databases	Technical Skills	Information mgmt	2	29,787	2.134%	5,154	2.652%	0.518%	24.276%
121	IBM operating systems	Technical Skills	Business applications	4	29,612	2.122%	3,006	1.547%	-0.575%	-27.089%
898	Image capture devices	Technical Skills	Hardware	8	6,167	0.442%	1,286	0.662%	0.220%	49.774%
524	Industrial control software	Technical Skills	Business applications	3	4,559	0.327%	848	0.436%	0.110%	33.597%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	14,817	1.062%	2,602	1.339%	0.277%	26.130%
899	Infrared	Technical Skills	Hardware	1	2,955	0.212%	102	0.052%	-0.159%	-75.208%
1180	Installation	Technical Skills	Software development	1	117,344	8.408%	17,397	8.953%	0.545%	6.484%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	171	0.012%	25	0.013%	0.001%	5.006%
536	Internet browser software	Technical Skills	Business applications	4	6,718	0.481%	924	0.476%	-0.006%	-1.213%
541	Inventory management software	Technical Skills	Business applications	3	6,446	0.462%	1,030	0.530%	0.068%	14.767%
73	IT Architecture/Standards	Technical Skills	Hardware	2	16,501	1.182%	2,401	1.236%	0.053%	4.509%
1357	Java ME	Technical Skills	Mobile Platforms	2	396	0.028%	6	0.003%	-0.025%	-89.118%
1035	Kernel	Technical Skills	Network	1	4,674	0.335%	504	0.259%	-0.076%	-22.552%
907	Lasers	Technical Skills	Hardware	1	303	0.022%	9	0.005%	-0.017%	-78.666%
1038	License management software	Technical Skills	Network	1	915	0.066%	260	0.134%	0.068%	104.090%
1361	LinkedIn	Technical Skills	Social Networking	1	13,364	0.958%	2,779	1.430%	0.473%	49.356%
908	Mainframe computers	Technical Skills	Hardware	2	66,474	4.763%	4,590	2.362%	-2.401%	-50.406%
124	Mainframe operating systems	Technical Skills	Business applications	8	20,022	1.435%	2,236	1.151%	-0.284%	-19.789%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	28,593	2.049%	3,918	2.016%	-0.032%	-1.582%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	7,295	0.523%	665	0.342%	-0.180%	-34.526%
1281	Medical software	Technical Skills	Business applications	9	11,460	0.821%	1,450	0.746%	-0.075%	-9.123%
115	Microsoft databases	Technical Skills	Information mgmt	5	152,975	10.961%	26,318	13.544%	2.583%	23.567%
119	Microsoft operating systems	Technical Skills	Business applications	4	230,093	16.486%	35,846	18.447%	1.961%	11.894%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	3,351	0.240%	929	0.478%	0.238%	99.118%
625	Multimedia	Technical Skills	Business applications	1	123,593	8.855%	767	0.395%	-8.461%	-95.543%
1362	MySpace	Technical Skills	Social Networking	1	652	0.047%	0	0.000%	-0.047%	-100.000%
74	Network administration	Technical Skills	Hardware	12	128,031	9.173%	14,813	7.623%	-1.550%	-16.901%
1282	Network Administration software	Technical Skills	Network	18	75,434	5.405%	15,507	7.980%	2.575%	47.649%
1283	Network Hardware	Technical Skills	Network	11	52,358	3.751%	8,793	4.525%	0.774%	20.621%
1284	Network Monitoring software	Technical Skills	Network	15	31,023	2.223%	6,231	3.207%	0.984%	44.259%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,859	0.205%	539	0.277%	0.073%	35.408%
1122	Network security	Technical Skills	Security	1	42,653	3.056%	9,926	5.108%	2.052%	67.145%
1285	Network Security software	Technical Skills	Security	35	103,374	7.407%	23,093	11.884%	4.477%	60.450%
1286	Network software	Technical Skills	Network	6	19,517	1.398%	3,333	1.715%	0.317%	22.657%
1287	Network Testing	Technical Skills	Network	11	26,210	1.878%	3,029	1.559%	-0.319%	-16.995%
1065	Novell network software	Technical Skills	Network	2	1,766	0.127%	127	0.065%	-0.061%	-48.349%
643	Oberon	Technical Skills	Business applications	1	178	0.013%	27	0.014%	0.001%	8.947%
41	Object Oriented Programming	Technical Skills	Software development	5	85,363	6.116%	13,790	7.097%	0.980%	16.028%
1288	Office Applications	Technical Skills	Business applications	13	240,548	17.235%	39,699	20.430%	3.195%	18.535%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	10,726	0.769%	1,395	0.718%	-0.051%	-6.587%
116	Open-source databases	Technical Skills	Information mgmt	4	40,937	2.933%	7,680	3.952%	1.019%	34.746%
118	Open-source operating systems	Technical Skills	Business applications	8	134,352	9.626%	25,677	13.214%	3.588%	37.268%
56	Operating Systems	Technical Skills	Business applications	3	101,831	7.296%	19,360	9.963%	2.667%	36.551%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	811	0.058%	170	0.087%	0.029%	50.556%
117	Oracle databases	Technical Skills	Information mgmt	1	229,522	16.445%	30,102	15.491%	-0.954%	-5.802%
1354	Palm OS	Technical Skills	Mobile Platforms	3	282	0.020%	3	0.002%	-0.019%	-92.359%
1289	Physical Tools	Technical Skills	Hardware	1	51	0.004%	2	0.001%	-0.003%	-71.834%
683	Point of sale (POS)	Technical Skills	Business applications	3	7,371	0.528%	1,370	0.705%	0.177%	33.495%
931	Printers	Technical Skills	Hardware	3	15,542	1.114%	3,106	1.598%	0.485%	43.537%
43	Programming	Technical Skills	Software development	1	232,024	16.624%	36,274	18.667%	2.043%	12.288%
700	Provisioning	Technical Skills	Business applications	1	18,174	1.302%	4,219	2.171%	0.869%	66.736%
1258	Rate Control	Technical Skills	Technical applications	1	12	0.001%	4	0.002%	0.001%	139.413%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	13,048	0.935%	1,308	0.673%	-0.262%	-28.000%
1077	Remote control software	Technical Skills	Network	2	2,003	0.144%	586	0.302%	0.158%	110.129%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	845	0.061%	166	0.085%	0.025%	41.098%
1262	Robotics	Technical Skills	Hardware	3	2,952	0.212%	457	0.235%	0.024%	11.191%
1318	RSA	Technical Skills	Security	1	5,053	0.362%	1,492	0.768%	0.406%	112.075%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	15,889	1.138%	4,705	2.421%	1.283%	112.683%
44	SDLC	Technical Skills	Software development	7	143,645	10.292%	33,015	16.990%	6.698%	65.079%
1132	Secure shell (SSH)	Technical Skills	Security	1	102	0.007%	18	0.009%	0.002%	26.748%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	16,107	1.154%	3,273	1.684%	0.530%	45.949%
76	Security	Technical Skills	Hardware	4	1,046,770	75.000%	193,236	99.442%	24.442%	32.589%
1315	Security Clearance	Technical Skills	Misc	2	122,533	8.779%	13,317	6.853%	-1.926%	-21.941%
1135	Security testing software	Technical Skills	Security	1	3,389	0.243%	897	0.462%	0.219%	90.104%
60	Sharepoint Server	Technical Skills	Business applications	1	5,023	0.360%	606	0.312%	-0.048%	-13.348%
1084	Signal generators	Technical Skills	Network	1	260	0.019%	28	0.014%	-0.004%	-22.651%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	9,851	0.706%	1,613	0.830%	0.124%	17.604%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	29,508	2.114%	7,590	3.906%	1.792%	84.745%
1220	Simulation software	Technical Skills	Software development	5	14,188	1.017%	1,571	0.808%	-0.208%	-20.471%
1366	Social Network	Technical Skills	Social Networking	1	2,580	0.185%	647	0.333%	0.148%	80.117%
1358	Social Networking	Technical Skills	Social Networking	1	6,337	0.454%	224	0.115%	-0.339%	-74.612%
42	Software Development	Technical Skills	Software development	2	351,642	25.195%	38,022	19.567%	-5.628%	-22.339%
1291	Software Development software	Technical Skills	Software development	3	2,304	0.165%	484	0.249%	0.084%	50.880%
1309	Software Engineering	Technical Skills	Software development	1	208,607	14.946%	13,318	6.854%	-8.093%	-54.146%
1292	Software Installation	Technical Skills	Software development	4	136,580	9.786%	27,204	14.000%	4.214%	43.059%
1223	Software libraries	Technical Skills	Software development	1	190	0.014%	46	0.024%	0.010%	73.890%
1293	Software Maintenance	Technical Skills	Software development	1	6,382	0.457%	1,459	0.751%	0.294%	64.198%
1294	Software Testing	Technical Skills	Software development	14	113,917	8.162%	22,845	11.756%	3.594%	44.036%
1225	Source code management (SCM)	Technical Skills	Software development	5	31,368	2.247%	6,916	3.559%	1.312%	58.357%
1229	Static analysis software	Technical Skills	Software development	1	562	0.040%	235	0.121%	0.081%	200.332%
772	Statistical analysis software	Technical Skills	Business applications	26	116,225	8.327%	15,018	7.728%	-0.599%	-7.193%
774	Statistical software	Technical Skills	Business applications	1	38,213	2.738%	5,629	2.897%	0.159%	5.801%
1230	Stress testing software	Technical Skills	Software development	1	2,247	0.161%	389	0.200%	0.039%	24.342%
122	Sun operating systems	Technical Skills	Business applications	3	43,829	3.140%	4,772	2.456%	-0.685%	-21.800%
939	Surveillance systems	Technical Skills	Hardware	5	14,002	1.003%	1,173	0.604%	-0.400%	-39.830%
791	Symantec software	Technical Skills	Business applications	1	10,723	0.768%	1,870	0.962%	0.194%	25.255%
1355	Symbian	Technical Skills	Mobile Platforms	1	20	0.001%	3	0.002%	0.000%	7.736%
1310	System Administration	Technical Skills	Network	4	86,948	6.230%	13,658	7.029%	0.799%	12.823%
45	System Testing	Technical Skills	Software development	5	21,559	1.545%	4,294	2.210%	0.665%	43.055%
46	Systems Analysis	Technical Skills	Software development	8	109,821	7.869%	20,384	10.490%	2.621%	33.313%
47	Systems Design	Technical Skills	Software development	1	16,873	1.209%	2,680	1.379%	0.170%	14.081%
1233	Systems Evaluation	Technical Skills	Software development	1	411	0.029%	35	0.018%	-0.011%	-38.836%
1234	Systems integration	Technical Skills	Software development	8	90,042	6.451%	9,525	4.902%	-1.550%	-24.022%
75	TCP/IP	Technical Skills	Hardware	3	58,625	4.200%	10,011	5.152%	0.951%	22.649%
1235	Technology Design	Technical Skills	Software development	1	1,721	0.123%	204	0.105%	-0.018%	-14.863%
1236	Templates	Technical Skills	Software development	1	22,162	1.588%	4,601	2.368%	0.780%	49.112%
1239	Test implementation	Technical Skills	Software development	1	318	0.023%	66	0.034%	0.011%	49.069%
1302	Testing	Technical Skills	Software development	1	348,496	24.969%	69,359	35.693%	10.724%	42.947%
1297	Training software	Technical Skills	Business applications	3	2,142	0.153%	148	0.076%	-0.077%	-50.374%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,150	0.154%	209	0.108%	-0.046%	-30.180%
1360	Twitter	Technical Skills	Social Networking	1	24,366	1.746%	5,276	2.715%	0.969%	55.521%
123	UNIX operating systems	Technical Skills	Business applications	5	178,644	12.800%	20,542	10.571%	-2.229%	-17.411%
1298	UNIX Shells	Technical Skills	Business applications	4	29,640	2.124%	5,772	2.970%	0.847%	39.868%
48	User-Interface Design	Technical Skills	Software development	2	89,062	6.381%	10,269	5.285%	-1.097%	-17.186%
836	Video creation and editing software	Technical Skills	Business applications	3	1,862	0.133%	183	0.094%	-0.039%	-29.410%
64	Visual Studio	Technical Skills	Software development	1	31,970	2.291%	6,253	3.218%	0.927%	40.480%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,395	0.172%	116	0.060%	-0.112%	-65.213%
77	Voice/Data Telecom	Technical Skills	Hardware	10	161,265	11.554%	18,983	9.769%	-1.786%	-15.454%
1299	Web Application Server	Technical Skills	Business applications	8	52,734	3.778%	6,816	3.508%	-0.271%	-7.166%
1248	Web platform development software	Technical Skills	Software development	5	2,956	0.212%	114	0.059%	-0.153%	-72.301%
65	web programmer	Technical Skills	Software development	4	58,072	4.161%	1,200	0.618%	-3.543%	-85.158%
58	Web servers	Technical Skills	Business applications	6	71,128	5.096%	11,430	5.882%	0.786%	15.419%
49	Web-based Application Development	Technical Skills	Software development	2	51,307	3.676%	9,306	4.789%	1.113%	30.274%
1356	Windows CE	Technical Skills	Mobile Platforms	4	4,151	0.297%	508	0.261%	-0.036%	-12.102%
1102	Wireless	Technical Skills	Network	5	45,858	3.286%	7,898	4.064%	0.779%	23.701%
1363	YouTube	Technical Skills	Social Networking	2	946	0.068%	431	0.222%	0.154%	227.232%
79	.NET	Programming Skills	Current	1	140,691	10.080%	19,059	9.808%	-0.272%	-2.702%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	33	0.002%	3	0.002%	-0.001%	-34.705%
209	A programming language (APL)	Programming Skills	Legacy	2	1,564	0.112%	173	0.089%	-0.023%	-20.553%
99	Ada	Programming Skills	Legacy	1	4,127	0.296%	620	0.319%	0.023%	7.901%
80	AJAX	Programming Skills	Current	1	46,280	3.316%	6,353	3.269%	-0.047%	-1.405%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	51	0.004%	4	0.002%	-0.002%	-43.667%
192	Apple AppleScript	Programming Skills	Current	1	141	0.010%	32	0.016%	0.006%	63.005%
81	ASP	Programming Skills	Current	2	74,572	5.343%	10,535	5.421%	0.078%	1.468%
108	Assembly	Programming Skills	Legacy	2	1,610	0.115%	152	0.078%	-0.037%	-32.191%
211	AWK	Programming Skills	Legacy	1	1,493	0.107%	265	0.136%	0.029%	27.484%
212	B	Programming Skills	Legacy	1	17,448	1.250%	2,123	1.093%	-0.158%	-12.607%
83	C#	Programming Skills	Current	2	121,334	8.693%	16,721	8.605%	-0.089%	-1.020%
82	C/C++	Programming Skills	Current	3	144,345	10.342%	14,219	7.317%	-3.025%	-29.248%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	65,506	4.693%	14,762	7.597%	2.903%	61.858%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	380	0.027%	118	0.061%	0.033%	123.033%
84	CGI	Programming Skills	Current	2	12,450	0.892%	4,444	2.287%	1.395%	156.374%
217	Clipper	Programming Skills	Legacy	1	138	0.010%	24	0.012%	0.002%	24.911%
218	CLU	Programming Skills	Legacy	1	143	0.010%	8	0.004%	-0.006%	-59.819%
100	Cobol	Programming Skills	Legacy	1	9,686	0.694%	1,564	0.805%	0.111%	15.974%
85	ColdFusion	Programming Skills	Current	2	7,123	0.510%	572	0.294%	-0.216%	-42.323%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	136	0.010%	11	0.006%	-0.004%	-41.907%
195	Component object model (COM)	Programming Skills	Current	1	51	0.004%	3	0.002%	-0.002%	-57.751%
125	Database programming	Programming Skills	Current	3	20,591	1.475%	2,871	1.477%	0.002%	0.144%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	946	0.068%	71	0.037%	-0.031%	-46.094%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	4,320	0.310%	525	0.270%	-0.039%	-12.714%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	1,983	0.142%	393	0.202%	0.060%	42.344%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	8,670	0.621%	934	0.481%	-0.141%	-22.626%
109	Forth	Programming Skills	Legacy	1	4,675	0.335%	1,007	0.518%	0.183%	54.710%
102	Fortran	Programming Skills	Legacy	1	917	0.066%	107	0.055%	-0.011%	-16.192%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	198,418	14.216%	21,344	10.984%	-3.233%	-22.738%
222	J	Programming Skills	Legacy	1	5,435	0.389%	576	0.296%	-0.093%	-23.881%
87	Java/J2EE/J2P	Programming Skills	Current	4	217,242	15.565%	35,271	18.151%	2.586%	16.612%
97	JavaScript	Programming Skills	Current	3	97,036	6.953%	21,574	11.102%	4.150%	59.686%
89	JavaServer Faces	Programming Skills	Current	3	8,627	0.618%	1,142	0.588%	-0.030%	-4.923%
88	JavaServer Pages	Programming Skills	Current	3	33,654	2.411%	3,767	1.939%	-0.473%	-19.605%
223	Job control language (JCL)	Programming Skills	Legacy	2	8,092	0.580%	977	0.503%	-0.077%	-13.282%
126	LAMP	Programming Skills	Current	1	9,648	0.691%	982	0.505%	-0.186%	-26.896%
104	Lisp	Programming Skills	Legacy	1	486	0.035%	37	0.019%	-0.016%	-45.319%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	512	0.037%	149	0.077%	0.040%	109.019%
201	Microsoft ActiveX	Programming Skills	Current	1	963	0.069%	61	0.031%	-0.038%	-54.504%
107	Pascal	Programming Skills	Legacy	1	395	0.028%	22	0.011%	-0.017%	-59.997%
90	Perl	Programming Skills	Current	1	51,815	3.712%	7,968	4.100%	0.388%	10.449%
91	PHP	Programming Skills	Current	1	34,637	2.482%	5,190	2.671%	0.189%	7.621%
103	PL/1	Programming Skills	Legacy	3	192	0.014%	61	0.031%	0.018%	128.191%
105	Prolog	Programming Skills	Legacy	1	647	0.046%	79	0.041%	-0.006%	-12.301%
95	Python	Programming Skills	Current	1	30,108	2.157%	10,134	5.215%	3.058%	141.751%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	14,480	1.037%	3,846	1.979%	0.942%	90.770%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	222	0.016%	37	0.019%	0.003%	19.707%
206	Scripting languages	Programming Skills	Current	1	14,270	1.022%	3,284	1.690%	0.668%	65.291%
101	Smalltalk	Programming Skills	Legacy	1	177	0.013%	18	0.009%	-0.003%	-26.959%
92	SQL	Programming Skills	Current	3	336,094	24.081%	55,362	28.490%	4.409%	18.310%
110	TCL	Programming Skills	Legacy	1	1,893	0.136%	218	0.112%	-0.023%	-17.287%
98	Unified Modeling Language	Programming Skills	Current	2	27,170	1.947%	2,964	1.525%	-0.421%	-21.646%
93	Visual Basic	Programming Skills	Current	6	68,578	4.914%	9,285	4.778%	-0.135%	-2.755%
207	Web service definition language (WSDL)	Programming Skills	Current	2	7,152	0.512%	1,464	0.753%	0.241%	47.022%
94	XML	Programming Skills	Current	2	109,019	7.811%	15,789	8.125%	0.314%	4.021%
1342	Computer Science	Majors	Computer Science	2	456,291	32.693%	88,401	45.492%	12.799%	39.151%
1344	Information Technology	Majors	Information Technology	3	1,395,692	100.000%	194,321	100.000%	0.000%	0.000%
1343	Management Information Systems	Majors	Management Information Systems	9	267,336	19.154%	48,275	24.843%	5.689%	29.698%

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