Skill Frequencies: April, 2007 through 2018-07-18: DOGS-IT.org


	DOGS-IT.org Skill Frequencies: April, 2007 through 2018-07-18

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All Degree Programs	2018-07-18	Jobs Found:	4,071,189	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	11,032	0.271%	0.332%	0.061%	22.437%
2	Attention to Details	Soft Skills	Problem-solving skills	1	14,370	0.353%	0.412%	0.059%	16.701%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	22,961	0.564%	0.641%	0.077%	13.675%
231	Cooperation	Soft Skills	Interpersonal skills	1	30,382	0.746%	0.568%	-0.178%	-23.827%
3	Creativity	Soft Skills	Problem-solving skills	3	121,107	2.975%	3.866%	0.891%	29.959%
4	Critical thinking	Soft Skills	Problem-solving skills	3	51,077	1.255%	1.767%	0.512%	40.827%
1300	Flexibility	Soft Skills	Work ethic	1	178,855	4.393%	3.742%	-0.651%	-14.823%
232	Independence	Soft Skills	Interpersonal skills	1	19,980	0.491%	0.416%	-0.075%	-15.196%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	485,989	11.937%	10.457%	-1.480%	-12.399%
256	Innovation	Soft Skills	Problem-solving skills	1	280,493	6.890%	9.371%	2.481%	36.014%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	379,045	9.310%	7.293%	-2.017%	-21.666%
1422	Internship	Soft Skills	Work ethic	3	85,809	2.108%	0.776%	-1.332%	-63.195%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	2,131	0.052%	0.033%	-0.019%	-36.717%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	261,227	6.416%	6.556%	0.140%	2.182%
10	Leadership	Soft Skills	Interpersonal skills	1	815,358	20.028%	20.888%	0.860%	4.294%
258	Learning	Soft Skills	Problem-solving skills	1	331,184	8.135%	12.285%	4.150%	51.015%
1	Learning Ability	Soft Skills	Problem-solving skills	3	69,071	1.697%	1.970%	0.274%	16.137%
236	Listening	Soft Skills	Language skills	1	89,463	2.197%	1.800%	-0.397%	-18.066%
260	Mathematics	Soft Skills	Problem-solving skills	3	210,955	5.182%	6.015%	0.834%	16.088%
261	Memorization	Soft Skills	Problem-solving skills	1	123	0.003%	0.003%	0.000%	6.102%
18	Negotiation Skills	Soft Skills	Language skills	1	34,476	0.847%	0.624%	-0.223%	-26.311%
262	Optimization	Soft Skills	Problem-solving skills	1	198,745	4.882%	6.225%	1.343%	27.510%
19	Oral Communications	Soft Skills	Language skills	4	63,742	1.566%	1.310%	-0.256%	-16.330%
273	Persistence	Soft Skills	Work ethic	1	14,872	0.365%	0.556%	0.190%	52.104%
239	Persuasion	Soft Skills	Language skills	1	5,866	0.144%	0.116%	-0.028%	-19.167%
1301	Physical Skill	Soft Skills	Work ethic	2	3,999	0.098%	0.197%	0.099%	100.702%
240	Presentations	Soft Skills	Language skills	1	187,193	4.598%	3.497%	-1.101%	-23.939%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	710,232	17.445%	17.598%	0.153%	0.876%
20	Questioning skills	Soft Skills	Language skills	1	1,139	0.028%	0.025%	-0.003%	-10.247%
241	Reading Comprehension	Soft Skills	Language skills	1	995	0.024%	0.016%	-0.008%	-34.420%
6	Research skills	Soft Skills	Problem-solving skills	1	6,740	0.166%	0.182%	0.017%	10.045%
15	Responsibility	Soft Skills	Work ethic	2	370,030	9.089%	6.816%	-2.273%	-25.013%
234	Self Control	Soft Skills	Interpersonal skills	1	422	0.010%	0.011%	0.000%	3.084%
11	Self-esteem	Soft Skills	Interpersonal skills	1	268	0.007%	0.011%	0.004%	62.320%
16	Self-management	Soft Skills	Work ethic	1	4,554	0.112%	0.141%	0.029%	25.614%
250	Stress Tolerance	Soft Skills	Physical skills	1	616	0.015%	0.020%	0.005%	30.646%
12	Teamwork	Soft Skills	Interpersonal skills	1	163,088	4.006%	3.746%	-0.260%	-6.482%
17	Time Management	Soft Skills	Work ethic	2	136,326	3.349%	2.926%	-0.423%	-12.630%
268	Visualization	Soft Skills	Problem-solving skills	1	41,291	1.014%	2.990%	1.976%	194.833%
7	Working under pressure	Soft Skills	Problem-solving skills	1	2,041	0.050%	0.040%	-0.011%	-21.139%
21	Written Communications	Soft Skills	Language skills	5	600,042	14.739%	14.160%	-0.579%	-3.926%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	302,770	7.437%	6.276%	-1.161%	-15.610%
172	Account management	Business Skills	Management skills	1	41,920	1.030%	0.693%	-0.336%	-32.651%
22	Accounting	Business Skills	Business processes	4	481,860	11.836%	3.167%	-8.669%	-73.241%
1263	Accounting software	Business Skills	Business processes	7	58,332	1.433%	0.697%	-0.736%	-51.376%
174	Administration	Business Skills	Management skills	3	997,661	24.505%	16.963%	-7.542%	-30.777%
1313	Analyst	Business Skills	Project management	1	687,307	16.882%	12.339%	-4.543%	-26.913%
175	Application management	Business Skills	Management skills	5	281,103	6.905%	7.389%	0.485%	7.020%
150	Asset management	Business Skills	Business processes	1	53,543	1.315%	1.231%	-0.084%	-6.404%
151	Auditing	Business Skills	Business processes	5	240,540	5.908%	4.166%	-1.743%	-29.496%
1264	Auditing software	Business Skills	Business processes	1	214	0.005%	0.001%	-0.005%	-89.836%
152	Billing	Business Skills	Business processes	1	109,358	2.686%	1.150%	-1.536%	-57.178%
1314	Business Analyst	Business Skills	Project management	1	259,564	6.376%	3.959%	-2.417%	-37.906%
35	Business Intelligence	Business Skills	Strategy skills	1	170,461	4.187%	3.959%	-0.228%	-5.448%
155	Business performance management (BPM)	Business Skills	Business processes	2	25,118	0.617%	0.601%	-0.016%	-2.581%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	59,526	1.462%	0.325%	-1.137%	-77.784%
36	Business Strategy	Business Skills	Strategy skills	3	737,759	18.121%	16.286%	-1.836%	-10.129%
182	Calendar and scheduling	Business Skills	Project management	3	157,999	3.881%	2.791%	-1.090%	-28.084%
156	Capacity planning	Business Skills	Business processes	1	81,024	1.990%	1.468%	-0.523%	-26.257%
28	Change Management	Business Skills	Management skills	1	156,447	3.843%	3.766%	-0.077%	-1.998%
183	Content workflow	Business Skills	Project management	1	162	0.004%	0.003%	-0.001%	-19.441%
24	Contracting and legal	Business Skills	Business processes	2	273,103	6.708%	3.733%	-2.975%	-44.345%
176	Coordination	Business Skills	Management skills	1	186,796	4.588%	3.499%	-1.089%	-23.742%
157	Cost accounting	Business Skills	Business processes	1	6,152	0.151%	0.047%	-0.104%	-68.887%
158	Cost estimation	Business Skills	Business processes	1	3,096	0.076%	0.056%	-0.020%	-26.935%
1312	Customer Support	Business Skills	Business processes	6	785,990	19.306%	14.458%	-4.848%	-25.111%
1339	Education	Business Skills	Industry Segment	1	35,558	0.873%	0.871%	-0.002%	-0.232%
1333	Energy	Business Skills	Industry Segment	1	195,503	4.802%	3.705%	-1.098%	-22.855%
1340	Entertainment	Business Skills	Industry Segment	1	223,472	5.489%	1.840%	-3.649%	-66.479%
1319	Environmental	Business Skills	Environmental	15	165,593	4.067%	1.868%	-2.200%	-54.080%
1320	Environmental Strategy	Business Skills	Environmental	7	24,281	0.596%	1.999%	1.403%	235.207%
161	Financial	Business Skills	Business processes	2	995,727	24.458%	16.035%	-8.423%	-34.437%
1275	Financial Analysis software	Business Skills	Business processes	7	4,755	0.117%	0.024%	-0.093%	-79.416%
1332	Health Care	Business Skills	Industry Segment	2	666,142	16.362%	11.222%	-5.140%	-31.415%
177	Human resources	Business Skills	Management skills	2	322,456	7.920%	2.008%	-5.912%	-74.644%
1336	Insurance	Business Skills	Industry Segment	1	22,995	0.565%	0.511%	-0.054%	-9.573%
1316	Managing/Supervision	Business Skills	Management skills	5	1,622,710	39.858%	27.699%	-12.160%	-30.507%
1334	Manufacturing	Business Skills	Industry Segment	2	351,279	8.628%	4.380%	-4.249%	-49.239%
26	Marketing	Business Skills	Business processes	1	515,149	12.654%	6.524%	-6.130%	-48.442%
185	Monitoring	Business Skills	Project management	1	444,146	10.909%	12.094%	1.185%	10.858%
179	Negotiation	Business Skills	Management skills	1	135,753	3.334%	2.474%	-0.860%	-25.800%
163	Operation and Control	Business Skills	Business processes	2	2,137	0.052%	0.047%	-0.005%	-10.432%
29	Outsourcing Management	Business Skills	Management skills	3	151,100	3.711%	1.119%	-2.592%	-69.843%
167	Procurement	Business Skills	Business processes	1	114,466	2.812%	1.319%	-1.493%	-53.084%
1290	Project Management software	Business Skills	Project management	3	110,925	2.725%	1.800%	-0.924%	-33.919%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	704,402	17.302%	13.446%	-3.856%	-22.285%
168	Quality	Business Skills	Business processes	1	1,170,238	28.744%	28.592%	-0.153%	-0.532%
1337	Real Estate	Business Skills	Industry Segment	2	186,813	4.589%	0.994%	-3.594%	-78.332%
1335	Retail	Business Skills	Industry Segment	2	802,668	19.716%	8.909%	-10.806%	-54.811%
34	Risk Management	Business Skills	Project management	1	117,815	2.894%	2.907%	0.014%	0.469%
169	Service Orientation	Business Skills	Business processes	1	28,109	0.690%	0.541%	-0.149%	-21.614%
27	Supply Chain Management	Business Skills	Business processes	3	150,355	3.693%	2.474%	-1.219%	-33.007%
1295	Supply Chain Management software	Business Skills	Business processes	4	7,864	0.193%	0.082%	-0.111%	-57.406%
178	Teaching	Business Skills	Management skills	7	276,859	6.800%	2.349%	-4.451%	-65.456%
190	Timekeeping	Business Skills	Project management	3	111,527	2.739%	0.820%	-1.920%	-70.083%
1296	Timekeeping software	Business Skills	Project management	1	4,563	0.112%	0.091%	-0.021%	-18.488%
171	Total quality management (TQM)	Business Skills	Business processes	2	4,529	0.111%	0.035%	-0.077%	-68.783%
180	Troubleshooting	Business Skills	Management skills	1	510,516	12.540%	13.316%	0.776%	6.190%
181	Verification	Business Skills	Management skills	1	256,234	6.294%	40.440%	34.147%	542.540%
1338	Waste Management	Business Skills	Industry Segment	1	4,293	0.105%	0.131%	0.025%	24.131%
191	Workflow	Business Skills	Project management	1	172,412	4.235%	4.157%	-0.078%	-1.838%
31	Working Globally	Business Skills	Management skills	3	23,466	0.576%	0.134%	-0.443%	-76.827%
32	Working with Virtual Teams	Business Skills	Management skills	2	7,253	0.178%	0.134%	-0.045%	-25.028%
51	4GL	Technical Skills	Software development	3	5,715	0.140%	0.056%	-0.084%	-60.038%
987	Access servers & software	Technical Skills	Network	10	125,272	3.077%	3.368%	0.291%	9.456%
38	Agile Development Methods	Technical Skills	Software development	13	236,684	5.814%	13.292%	7.479%	128.643%
304	Algorithmic software	Technical Skills	Business applications	1	110	0.003%	0.001%	-0.002%	-80.227%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	4,275	0.105%	0.058%	-0.047%	-45.051%
1352	Android	Technical Skills	Mobile Platforms	3	68,180	1.675%	5.027%	3.352%	200.166%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	52,324	1.285%	2.548%	1.263%	98.245%
120	Apple operating systems	Technical Skills	Business applications	6	104,593	2.569%	4.504%	1.935%	75.328%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	42,449	1.043%	0.092%	-0.951%	-91.187%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	62,179	1.527%	5.591%	4.064%	266.076%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	160	0.004%	0.014%	0.010%	253.451%
1265	Backup & Recovery	Technical Skills	Technical applications	16	312,283	7.671%	5.914%	-1.757%	-22.903%
1386	Biometric	Technical Skills	Information mgmt	2	10,452	0.257%	0.447%	0.190%	73.973%
1353	Blackberry	Technical Skills	Mobile Platforms	2	32,142	0.789%	0.301%	-0.488%	-61.834%
336	Borland Delphi	Technical Skills	Business applications	1	6,042	0.148%	0.129%	-0.020%	-13.241%
337	Borland JBuilder	Technical Skills	Business applications	1	4,103	0.101%	0.001%	-0.100%	-99.470%
338	Borland Paradox	Technical Skills	Business applications	1	348	0.009%	0.001%	-0.007%	-87.500%
72	Business Continuity Planning	Technical Skills	Hardware	2	68,292	1.677%	0.890%	-0.788%	-46.970%
352	Cadence Opus	Technical Skills	Business applications	1	2,003	0.049%	0.032%	-0.017%	-34.845%
868	Calculators	Technical Skills	Hardware	1	3,642	0.089%	0.147%	0.057%	64.236%
39	CASE Tools	Technical Skills	Software development	1	212,148	5.211%	3.446%	-1.765%	-33.870%
367	Categorization or classification software	Technical Skills	Business applications	1	16,400	0.403%	0.353%	-0.050%	-12.334%
112	Certification	Technical Skills	Misc	3	739,403	18.162%	15.468%	-2.693%	-14.830%
78	Cisco	Technical Skills	Hardware	1	322,285	7.916%	4.595%	-3.322%	-41.959%
1009	Cisco Systems IOS	Technical Skills	Network	1	71,967	1.768%	5.136%	3.369%	190.567%
40	Client-Server	Technical Skills	Software development	1	89,281	2.193%	1.046%	-1.147%	-52.299%
1011	Cluster server software	Technical Skills	Network	8	62,650	1.539%	1.643%	0.105%	6.793%
1147	CMAKE	Technical Skills	Software development	1	668	0.016%	0.134%	0.118%	717.284%
1151	Compatibility testing	Technical Skills	Software development	1	1,883	0.046%	0.230%	0.183%	396.700%
1152	Compilers	Technical Skills	Software development	5	38,462	0.945%	0.800%	-0.145%	-15.342%
1255	Compliance software	Technical Skills	Technical applications	3	22,151	0.544%	0.601%	0.057%	10.468%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	73,729	1.811%	0.833%	-0.978%	-54.008%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	6,519	0.160%	0.173%	0.013%	8.104%
875	Computer diagnostics	Technical Skills	Hardware	5	163,195	4.009%	3.754%	-0.255%	-6.357%
1107	Computer forensics	Technical Skills	Security	1	9,106	0.224%	0.119%	-0.105%	-46.973%
1266	Computer Hardware	Technical Skills	Hardware	15	91,180	2.240%	2.220%	-0.019%	-0.859%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	37,050	0.910%	0.046%	-0.864%	-94.951%
1015	Computer servers	Technical Skills	Network	6	365,969	8.989%	7.348%	-1.641%	-18.255%
1267	Computer Utilities	Technical Skills	Misc	1	2,340	0.057%	0.078%	0.021%	35.710%
59	Content Manager	Technical Skills	Business applications	1	4,144	0.102%	0.046%	-0.055%	-54.336%
1396	Continuous Improvement	Technical Skills	Software development	1	68,566	1.684%	2.356%	0.672%	39.896%
878	Controllers	Technical Skills	Hardware	3	25,056	0.615%	0.893%	0.278%	45.144%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	4,698	0.115%	0.047%	-0.068%	-59.258%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	15,595	0.383%	0.202%	-0.181%	-47.140%
53	Customer Relationship Management	Technical Skills	Business applications	9	237,432	5.832%	4.315%	-1.517%	-26.017%
1368	Cyber Security	Technical Skills	Information mgmt	3	61,274	1.505%	3.213%	1.708%	113.483%
953	Data acquisition systems	Technical Skills	Information mgmt	1	19,507	0.479%	0.533%	0.054%	11.280%
955	Data compression software	Technical Skills	Information mgmt	1	12,715	0.312%	0.289%	-0.024%	-7.625%
956	Data conversion software	Technical Skills	Information mgmt	1	18,103	0.445%	0.341%	-0.103%	-23.224%
958	Data dictionary	Technical Skills	Information mgmt	1	10,513	0.258%	0.203%	-0.055%	-21.380%
959	Data entry	Technical Skills	Information mgmt	1	188,760	4.636%	0.372%	-4.264%	-91.968%
962	Data mapping	Technical Skills	Information mgmt	1	20,121	0.494%	0.481%	-0.013%	-2.710%
67	Data Mining	Technical Skills	Information mgmt	5	104,493	2.567%	3.097%	0.530%	20.668%
963	Data modeling	Technical Skills	Information mgmt	1	123,813	3.041%	3.071%	0.030%	0.978%
68	Data Warehousing	Technical Skills	Information mgmt	2	192,022	4.717%	4.451%	-0.266%	-5.633%
69	Database Administration	Technical Skills	Information mgmt	12	248,964	6.115%	5.406%	-0.709%	-11.595%
969	Database design software	Technical Skills	Information mgmt	15	200,468	4.924%	4.075%	-0.849%	-17.247%
1268	Database Reporting	Technical Skills	Information mgmt	3	60,123	1.477%	0.754%	-0.723%	-48.954%
1269	Database Security	Technical Skills	Information mgmt	2	648	0.016%	0.005%	-0.011%	-66.434%
1373	Database Security	Technical Skills	Information mgmt	1	892	0.022%	0.012%	-0.010%	-43.916%
1270	Database Servers	Technical Skills	Information mgmt	3	50,501	1.240%	0.500%	-0.741%	-59.729%
1271	Database Testing	Technical Skills	Information mgmt	1	3,375	0.083%	0.132%	0.050%	59.828%
1160	Debugging	Technical Skills	Software development	7	264,942	6.508%	7.635%	1.127%	17.316%
1385	Decryption	Technical Skills	Information mgmt	1	1,228	0.030%	0.024%	-0.006%	-20.294%
418	Desktop publishing software	Technical Skills	Business applications	13	53,799	1.321%	1.235%	-0.086%	-6.526%
1272	Development Environment	Technical Skills	Software development	13	180,118	4.424%	5.075%	0.651%	14.721%
1273	Digital Imaging	Technical Skills	Hardware	1	2,068	0.051%	0.002%	-0.049%	-96.845%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	11,056	0.272%	0.311%	0.039%	14.499%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	11,002	0.270%	0.160%	-0.110%	-40.690%
1307	Doctor of Philosophy	Technical Skills	Misc	3	177,466	4.359%	4.709%	0.350%	8.027%
973	Document management software	Technical Skills	Information mgmt	4	35,864	0.881%	0.525%	-0.356%	-40.444%
1020	Domain name system (DNS)	Technical Skills	Network	3	122,386	3.006%	3.281%	0.275%	9.158%
61	Dreamweaver	Technical Skills	Software development	1	19,873	0.488%	0.121%	-0.367%	-75.264%
54	DSS/GDSS	Technical Skills	Business applications	5	48,166	1.183%	0.727%	-0.456%	-38.540%
425	Dynamic modeling software	Technical Skills	Business applications	1	138	0.003%	0.000%	-0.003%	-100.000%
62	Eclipse	Technical Skills	Software development	1	77,553	1.905%	1.906%	0.001%	0.070%
1308	Electronic Commerce	Technical Skills	Business applications	2	175,043	4.300%	3.636%	-0.663%	-15.429%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	34,621	0.850%	0.812%	-0.039%	-4.568%
1023	Electronic mail software	Technical Skills	Network	8	61,466	1.510%	1.063%	-0.447%	-29.580%
1384	Encryption	Technical Skills	Information mgmt	1	199	0.005%	0.006%	0.002%	31.161%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	193,025	4.741%	3.875%	-0.866%	-18.270%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	230,249	5.656%	3.206%	-2.449%	-43.311%
1321	Environmental Certification	Technical Skills	Environmental	1	342	0.008%	0.010%	0.001%	14.478%
1328	Environmental Cleanup	Technical Skills	Environmental	1	1,369	0.034%	0.057%	0.023%	68.414%
1329	Environmental Energy	Technical Skills	Environmental	21	13,173	0.324%	0.498%	0.174%	53.889%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	13,177	0.324%	0.289%	-0.035%	-10.864%
1327	Environmental Pollution	Technical Skills	Environmental	18	41,520	1.020%	0.255%	-0.764%	-74.959%
1324	Environmental Pollution Control	Technical Skills	Environmental	7	6,152	0.151%	0.181%	0.030%	19.856%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	2,083	0.051%	0.031%	-0.020%	-39.436%
1326	Environmental Product Stewardship	Technical Skills	Environmental	11	50,871	1.250%	0.227%	-1.022%	-81.828%
1331	Environmental Science	Technical Skills	Environmental	2	1,511	0.037%	0.009%	-0.029%	-76.968%
1322	Environmental Technology	Technical Skills	Environmental	2	689	0.017%	0.012%	-0.005%	-30.549%
461	Expert system software	Technical Skills	Business applications	1	1,413	0.035%	0.022%	-0.012%	-35.348%
1359	Facebook	Technical Skills	Social Networking	1	520,120	12.776%	19.856%	7.081%	55.424%
463	Facilities management software	Technical Skills	Business applications	4	12,236	0.301%	0.111%	-0.189%	-63.026%
468	Flight control software	Technical Skills	Business applications	1	1,078	0.026%	0.014%	-0.012%	-45.522%
469	Flowchart software	Technical Skills	Business applications	5	11,859	0.291%	0.250%	-0.041%	-14.163%
1367	Forensic	Technical Skills	Information mgmt	2	67,254	1.652%	0.976%	-0.676%	-40.945%
1112	Fraud Detection	Technical Skills	Security	1	20,315	0.499%	1.161%	0.662%	132.658%
63	FrontPage	Technical Skills	Software development	1	3,279	0.081%	0.007%	-0.073%	-90.713%
475	Fund accounting software	Technical Skills	Business applications	1	1,844	0.045%	0.025%	-0.020%	-44.561%
1260	Gaming	Technical Skills	Misc	2	85,092	2.090%	3.665%	1.575%	75.352%
113	Generic databases	Technical Skills	Information mgmt	2	576,418	14.158%	16.192%	2.034%	14.366%
1365	Google Apps	Technical Skills	Business applications	4	13,228	0.325%	0.354%	0.029%	9.017%
1364	Google Plus	Technical Skills	Social Networking	1	1,318	0.032%	0.006%	-0.026%	-81.847%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	237,110	5.824%	4.306%	-1.518%	-26.063%
484	Graphic software	Technical Skills	Business applications	16	326,151	8.011%	6.985%	-1.026%	-12.804%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	70,384	1.729%	1.070%	-0.659%	-38.101%
1323	Green IT	Technical Skills	Environmental	9	10,790	0.265%	0.288%	0.023%	8.653%
893	Guidance systems	Technical Skills	Hardware	1	170	0.004%	0.001%	-0.004%	-87.205%
1371	Hacking	Technical Skills	Information mgmt	5	18,050	0.443%	0.822%	0.379%	85.454%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	1,013	0.025%	0.013%	-0.012%	-46.321%
1277	Hardware Design	Technical Skills	Hardware	19	28,282	0.695%	0.921%	0.226%	32.588%
1278	Hardware Testing	Technical Skills	Hardware	4	9,803	0.241%	0.225%	-0.015%	-6.367%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,618	0.040%	0.028%	-0.011%	-28.752%
492	Helpdesk or call center	Technical Skills	Business applications	2	232,049	5.700%	2.772%	-2.927%	-51.362%
1377	Homeland Security	Technical Skills	Information mgmt	1	106,135	2.607%	0.699%	-1.908%	-73.194%
114	IBM databases	Technical Skills	Information mgmt	2	101,909	2.503%	1.496%	-1.007%	-40.217%
121	IBM operating systems	Technical Skills	Business applications	4	80,437	1.976%	0.735%	-1.241%	-62.792%
898	Image capture devices	Technical Skills	Hardware	8	17,956	0.441%	0.377%	-0.064%	-14.479%
524	Industrial control software	Technical Skills	Business applications	3	15,004	0.369%	0.341%	-0.028%	-7.511%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	54,159	1.330%	1.357%	0.027%	2.009%
1375	Information Security	Technical Skills	Information mgmt	3	152,224	3.739%	4.741%	1.002%	26.798%
899	Infrared	Technical Skills	Hardware	1	4,973	0.122%	0.063%	-0.060%	-48.827%
1180	Installation	Technical Skills	Software development	1	330,270	8.112%	5.745%	-2.367%	-29.183%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,266	0.031%	0.015%	-0.016%	-50.176%
536	Internet browser software	Technical Skills	Business applications	4	23,824	0.585%	0.524%	-0.061%	-10.437%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	41,717	1.025%	0.968%	-0.057%	-5.524%
541	Inventory management software	Technical Skills	Business applications	3	19,555	0.480%	0.415%	-0.065%	-13.575%
1414	ISO 9000	Technical Skills	Software development	1	6,237	0.153%	0.032%	-0.122%	-79.424%
73	IT Architecture/Standards	Technical Skills	Hardware	2	32,243	0.792%	0.620%	-0.172%	-21.680%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,447	0.036%	0.033%	-0.003%	-8.307%
1035	Kernel	Technical Skills	Network	1	36,850	0.905%	0.992%	0.087%	9.610%
907	Lasers	Technical Skills	Hardware	1	1,069	0.026%	0.045%	0.019%	70.914%
1038	License management software	Technical Skills	Network	1	2,606	0.064%	0.073%	0.009%	13.512%
1361	LinkedIn	Technical Skills	Social Networking	1	35,248	0.866%	2.258%	1.392%	160.778%
908	Mainframe computers	Technical Skills	Hardware	2	123,565	3.035%	1.222%	-1.813%	-59.743%
124	Mainframe operating systems	Technical Skills	Business applications	8	54,020	1.327%	0.770%	-0.557%	-41.979%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	88,177	2.166%	1.492%	-0.674%	-31.129%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	20,426	0.502%	0.278%	-0.224%	-44.627%
1281	Medical software	Technical Skills	Business applications	9	27,920	0.686%	0.944%	0.258%	37.579%
115	Microsoft databases	Technical Skills	Information mgmt	5	556,637	13.673%	12.168%	-1.505%	-11.006%
119	Microsoft operating systems	Technical Skills	Business applications	4	785,841	19.302%	14.911%	-4.391%	-22.750%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	20,425	0.502%	1.152%	0.651%	129.701%
625	Multimedia	Technical Skills	Business applications	1	146,489	3.598%	0.469%	-3.130%	-86.978%
1362	MySpace	Technical Skills	Social Networking	1	5,200	0.128%	0.019%	-0.109%	-85.360%
74	Network administration	Technical Skills	Hardware	17	427,565	10.502%	8.583%	-1.919%	-18.270%
1282	Network Administration software	Technical Skills	Network	18	200,732	4.931%	4.730%	-0.200%	-4.060%
1283	Network Hardware	Technical Skills	Network	11	150,964	3.708%	2.984%	-0.724%	-19.517%
1284	Network Monitoring software	Technical Skills	Network	15	101,731	2.499%	2.921%	0.423%	16.910%
1059	Network operation system software (NOS)	Technical Skills	Network	2	4,932	0.121%	0.061%	-0.060%	-49.724%
1122	Network security	Technical Skills	Security	1	126,225	3.100%	2.445%	-0.656%	-21.147%
1369	Network Security	Technical Skills	Information mgmt	1	23,822	0.585%	0.636%	0.051%	8.745%
1285	Network Security software	Technical Skills	Security	36	281,901	6.924%	8.328%	1.403%	20.266%
1286	Network software	Technical Skills	Network	6	65,928	1.619%	1.373%	-0.246%	-15.211%
1287	Network Testing	Technical Skills	Network	11	67,040	1.647%	1.442%	-0.205%	-12.432%
1065	Novell network software	Technical Skills	Network	2	5,668	0.139%	0.013%	-0.126%	-90.790%
643	Oberon	Technical Skills	Business applications	1	534	0.013%	0.021%	0.008%	62.928%
1413	Object Oriented Design	Technical Skills	Software development	2	101,939	2.504%	2.926%	0.422%	16.842%
41	Object Oriented Programming	Technical Skills	Software development	5	466,992	11.471%	14.744%	3.273%	28.537%
1288	Office Applications	Technical Skills	Business applications	13	590,632	14.508%	10.561%	-3.946%	-27.202%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	43,618	1.071%	0.603%	-0.468%	-43.701%
116	Open-source databases	Technical Skills	Information mgmt	4	214,483	5.268%	9.801%	4.533%	86.038%
118	Open-source operating systems	Technical Skills	Business applications	8	614,838	15.102%	20.673%	5.571%	36.886%
56	Operating Systems	Technical Skills	Business applications	3	348,303	8.555%	7.510%	-1.046%	-12.223%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	2,529	0.062%	0.069%	0.007%	11.807%
117	Oracle databases	Technical Skills	Information mgmt	1	695,895	17.093%	10.815%	-6.279%	-36.732%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,347	0.082%	0.014%	-0.068%	-83.104%
1376	Penetration Testing	Technical Skills	Information mgmt	5	101,112	2.484%	3.593%	1.110%	44.687%
1289	Physical Tools	Technical Skills	Hardware	1	234	0.006%	0.004%	-0.001%	-25.638%
683	Point of sale (POS)	Technical Skills	Business applications	3	22,839	0.561%	0.495%	-0.066%	-11.812%
931	Printers	Technical Skills	Hardware	3	37,024	0.909%	0.922%	0.012%	1.340%
43	Programming	Technical Skills	Software development	1	994,326	24.423%	26.514%	2.090%	8.559%
700	Provisioning	Technical Skills	Business applications	1	55,506	1.363%	1.627%	0.263%	19.323%
1405	Rapid Application Development	Technical Skills	Software development	2	21,253	0.522%	0.249%	-0.273%	-52.308%
1258	Rate Control	Technical Skills	Technical applications	1	192	0.005%	0.003%	-0.002%	-32.029%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	46,894	1.152%	0.369%	-0.783%	-67.949%
1077	Remote control software	Technical Skills	Network	2	4,399	0.108%	0.084%	-0.024%	-21.877%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,396	0.059%	0.039%	-0.020%	-33.731%
1379	Risk Analysis	Technical Skills	Information mgmt	1	24,541	0.603%	0.543%	-0.059%	-9.863%
1262	Robotics	Technical Skills	Hardware	3	15,487	0.380%	0.897%	0.517%	135.808%
1318	RSA	Technical Skills	Security	1	17,679	0.434%	0.340%	-0.094%	-21.752%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	101,322	2.489%	5.953%	3.465%	139.207%
44	SDLC	Technical Skills	Software development	7	487,796	11.982%	13.534%	1.553%	12.960%
1132	Secure shell (SSH)	Technical Skills	Security	1	378	0.009%	0.006%	-0.003%	-36.704%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	52,265	1.284%	1.630%	0.346%	26.972%
76	Security	Technical Skills	Hardware	4	2,909,498	71.466%	93.389%	21.923%	30.677%
1382	Security Audit	Technical Skills	Information mgmt	1	4,070	0.100%	0.073%	-0.027%	-26.785%
1315	Security Clearance	Technical Skills	Misc	2	321,274	7.891%	5.178%	-2.713%	-34.383%
1381	Security Plan	Technical Skills	Information mgmt	1	3,337	0.082%	0.112%	0.030%	36.228%
1380	Security Policy	Technical Skills	Information mgmt	2	62,526	1.536%	1.781%	0.245%	15.979%
1135	Security testing software	Technical Skills	Security	1	10,168	0.250%	0.494%	0.244%	97.871%
60	Sharepoint Server	Technical Skills	Business applications	1	14,469	0.355%	0.157%	-0.199%	-55.954%
1084	Signal generators	Technical Skills	Network	1	822	0.020%	0.016%	-0.004%	-20.617%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	34,798	0.855%	0.631%	-0.224%	-26.180%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	143,955	3.536%	5.043%	1.507%	42.633%
1220	Simulation software	Technical Skills	Software development	5	58,345	1.433%	1.331%	-0.102%	-7.136%
1366	Social Network	Technical Skills	Social Networking	1	12,458	0.306%	1.378%	1.072%	350.276%
1358	Social Networking	Technical Skills	Social Networking	1	23,234	0.571%	0.195%	-0.376%	-65.830%
42	Software Development	Technical Skills	Software development	2	1,044,146	25.647%	24.440%	-1.207%	-4.706%
1291	Software Development software	Technical Skills	Software development	3	7,160	0.176%	0.092%	-0.083%	-47.446%
1309	Software Engineering	Technical Skills	Software development	1	629,423	15.460%	17.656%	2.195%	14.200%
1292	Software Installation	Technical Skills	Software development	4	444,249	10.912%	12.866%	1.954%	17.903%
1223	Software libraries	Technical Skills	Software development	1	1,177	0.029%	0.031%	0.002%	7.183%
1293	Software Maintenance	Technical Skills	Software development	1	28,802	0.707%	0.674%	-0.033%	-4.696%
1294	Software Testing	Technical Skills	Software development	14	432,413	10.621%	11.387%	0.766%	7.212%
1225	Source code management (SCM)	Technical Skills	Software development	5	142,114	3.491%	4.560%	1.070%	30.645%
1229	Static analysis software	Technical Skills	Software development	1	3,181	0.078%	0.116%	0.038%	49.063%
772	Statistical analysis software	Technical Skills	Business applications	26	319,911	7.858%	8.800%	0.942%	11.994%
774	Statistical software	Technical Skills	Business applications	1	136,613	3.356%	3.926%	0.571%	17.007%
1230	Stress testing software	Technical Skills	Software development	1	9,820	0.241%	0.182%	-0.059%	-24.470%
122	Sun operating systems	Technical Skills	Business applications	3	162,521	3.992%	1.284%	-2.708%	-67.840%
939	Surveillance systems	Technical Skills	Hardware	5	37,429	0.919%	0.826%	-0.093%	-10.158%
791	Symantec software	Technical Skills	Business applications	1	30,587	0.751%	0.453%	-0.299%	-39.769%
1355	Symbian	Technical Skills	Mobile Platforms	1	114	0.003%	0.000%	-0.003%	-100.000%
1310	System Administration	Technical Skills	Network	4	259,771	6.381%	5.213%	-1.168%	-18.304%
45	System Testing	Technical Skills	Software development	5	82,843	2.035%	1.786%	-0.249%	-12.228%
46	Systems Analysis	Technical Skills	Software development	8	331,749	8.149%	6.394%	-1.755%	-21.539%
47	Systems Design	Technical Skills	Software development	1	54,476	1.338%	0.999%	-0.339%	-25.336%
1233	Systems Evaluation	Technical Skills	Software development	1	631	0.015%	0.009%	-0.006%	-41.400%
1234	Systems integration	Technical Skills	Software development	8	228,928	5.623%	1.821%	-3.802%	-67.620%
75	TCP/IP	Technical Skills	Hardware	3	218,080	5.357%	4.564%	-0.792%	-14.794%
1235	Technology Design	Technical Skills	Software development	1	4,021	0.099%	0.051%	-0.048%	-48.612%
1236	Templates	Technical Skills	Software development	1	64,595	1.587%	1.484%	-0.102%	-6.457%
1239	Test implementation	Technical Skills	Software development	1	1,492	0.037%	0.049%	0.012%	32.663%
1302	Testing	Technical Skills	Software development	1	1,213,052	29.796%	31.491%	1.695%	5.689%
1297	Training software	Technical Skills	Business applications	3	4,293	0.105%	0.043%	-0.062%	-58.961%
57	Transaction Processing Systems	Technical Skills	Business applications	4	5,664	0.139%	0.099%	-0.040%	-28.573%
1360	Twitter	Technical Skills	Social Networking	1	57,530	1.413%	1.805%	0.392%	27.715%
1411	Unified Process	Technical Skills	Software development	1	10,662	0.262%	0.059%	-0.203%	-77.560%
123	UNIX operating systems	Technical Skills	Business applications	5	622,773	15.297%	10.167%	-5.130%	-33.536%
1298	UNIX Shells	Technical Skills	Business applications	4	131,508	3.230%	3.034%	-0.197%	-6.088%
1410	Use Case	Technical Skills	Software development	1	29,407	0.722%	0.641%	-0.082%	-11.316%
48	User-Interface Design	Technical Skills	Software development	2	274,436	6.741%	8.382%	1.641%	24.345%
836	Video creation and editing software	Technical Skills	Business applications	3	14,953	0.367%	0.466%	0.099%	26.988%
64	Visual Studio	Technical Skills	Software development	1	133,638	3.283%	3.246%	-0.036%	-1.107%
843	Voice dictation & recognition	Technical Skills	Business applications	2	5,933	0.146%	0.182%	0.036%	25.013%
77	Voice/Data Telecom	Technical Skills	Hardware	10	360,406	8.853%	4.547%	-4.305%	-48.635%
1299	Web Application Server	Technical Skills	Business applications	8	181,737	4.464%	2.515%	-1.949%	-43.665%
1248	Web platform development software	Technical Skills	Software development	5	11,037	0.271%	0.057%	-0.214%	-78.913%
65	web programmer	Technical Skills	Software development	4	90,414	2.221%	0.685%	-1.535%	-69.135%
58	Web servers	Technical Skills	Business applications	6	279,266	6.860%	6.078%	-0.781%	-11.389%
49	Web-based Application Development	Technical Skills	Software development	2	206,486	5.072%	4.716%	-0.356%	-7.018%
1356	Windows CE	Technical Skills	Mobile Platforms	4	22,616	0.556%	0.203%	-0.352%	-63.454%
1102	Wireless	Technical Skills	Network	5	163,487	4.016%	3.719%	-0.297%	-7.389%
1363	YouTube	Technical Skills	Social Networking	2	7,159	0.176%	0.313%	0.137%	77.738%
79	.NET	Programming Skills	Current	1	462,749	11.366%	10.356%	-1.011%	-8.893%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	129	0.003%	0.009%	0.005%	169.778%
209	A programming language (APL)	Programming Skills	Legacy	2	5,518	0.136%	0.093%	-0.042%	-31.019%
99	Ada	Programming Skills	Legacy	1	14,506	0.356%	0.307%	-0.049%	-13.782%
80	AJAX	Programming Skills	Current	1	230,625	5.665%	4.434%	-1.230%	-21.721%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	103	0.003%	0.001%	-0.002%	-78.883%
192	Apple AppleScript	Programming Skills	Current	1	634	0.016%	0.051%	0.035%	225.919%
81	ASP	Programming Skills	Current	2	296,450	7.282%	6.396%	-0.885%	-12.160%
108	Assembly	Programming Skills	Legacy	2	10,021	0.246%	0.051%	-0.195%	-79.380%
211	AWK	Programming Skills	Legacy	1	8,108	0.199%	0.157%	-0.043%	-21.399%
212	B	Programming Skills	Legacy	1	52,891	1.299%	1.449%	0.150%	11.569%
83	C#	Programming Skills	Current	2	446,211	10.960%	13.654%	2.694%	24.579%
82	C/C++	Programming Skills	Current	3	651,880	16.012%	16.617%	0.605%	3.776%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	321,127	7.888%	14.758%	6.870%	87.098%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	1,132	0.028%	0.010%	-0.018%	-63.492%
84	CGI	Programming Skills	Current	2	32,184	0.791%	1.308%	0.517%	65.443%
217	Clipper	Programming Skills	Legacy	1	688	0.017%	0.002%	-0.015%	-87.354%
218	CLU	Programming Skills	Legacy	1	364	0.009%	0.001%	-0.008%	-88.049%
100	Cobol	Programming Skills	Legacy	1	30,898	0.759%	0.457%	-0.302%	-39.741%
85	ColdFusion	Programming Skills	Current	2	24,732	0.607%	0.286%	-0.322%	-52.949%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	527	0.013%	0.003%	-0.010%	-79.364%
195	Component object model (COM)	Programming Skills	Current	1	559	0.014%	0.002%	-0.012%	-88.327%
125	Database programming	Programming Skills	Current	3	93,705	2.302%	1.625%	-0.676%	-29.389%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,840	0.143%	0.013%	-0.131%	-91.061%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	23,150	0.569%	0.407%	-0.162%	-28.499%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	6,945	0.171%	0.159%	-0.011%	-6.670%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	40,406	0.992%	0.354%	-0.639%	-64.364%
109	Forth	Programming Skills	Legacy	1	11,589	0.285%	0.263%	-0.021%	-7.471%
102	Fortran	Programming Skills	Legacy	1	5,982	0.147%	0.099%	-0.048%	-32.733%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	724,910	17.806%	17.944%	0.138%	0.777%
222	J	Programming Skills	Legacy	1	14,697	0.361%	0.201%	-0.160%	-44.354%
87	Java/J2EE/J2P	Programming Skills	Current	4	917,784	22.543%	28.600%	6.057%	26.867%
97	JavaScript	Programming Skills	Current	3	511,741	12.570%	22.639%	10.069%	80.105%
89	JavaServer Faces	Programming Skills	Current	3	34,490	0.847%	0.587%	-0.261%	-30.756%
88	JavaServer Pages	Programming Skills	Current	3	147,218	3.616%	1.843%	-1.773%	-49.043%
223	Job control language (JCL)	Programming Skills	Legacy	2	20,271	0.498%	0.269%	-0.229%	-46.028%
126	LAMP	Programming Skills	Current	1	42,284	1.039%	1.515%	0.477%	45.883%
104	Lisp	Programming Skills	Legacy	1	2,457	0.060%	0.038%	-0.022%	-37.147%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	2,299	0.056%	0.108%	0.051%	91.112%
201	Microsoft ActiveX	Programming Skills	Current	1	5,515	0.135%	0.023%	-0.112%	-83.041%
107	Pascal	Programming Skills	Legacy	1	1,916	0.047%	0.004%	-0.043%	-92.053%
90	Perl	Programming Skills	Current	1	280,190	6.882%	5.997%	-0.886%	-12.869%
91	PHP	Programming Skills	Current	1	165,407	4.063%	5.581%	1.519%	37.377%
103	PL/1	Programming Skills	Legacy	3	662	0.016%	0.012%	-0.005%	-27.716%
105	Prolog	Programming Skills	Legacy	1	1,672	0.041%	0.086%	0.045%	109.443%
95	Python	Programming Skills	Current	1	222,987	5.477%	16.979%	11.502%	210.001%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	52,933	1.300%	1.196%	-0.104%	-7.997%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	1,758	0.043%	0.041%	-0.003%	-5.969%
206	Scripting languages	Programming Skills	Current	1	81,673	2.006%	2.414%	0.408%	20.322%
101	Smalltalk	Programming Skills	Legacy	1	1,056	0.026%	0.002%	-0.024%	-93.821%
92	SQL	Programming Skills	Current	3	1,229,496	30.200%	31.557%	1.357%	4.495%
110	TCL	Programming Skills	Legacy	1	17,289	0.425%	0.193%	-0.231%	-54.458%
98	Unified Modeling Language	Programming Skills	Current	2	111,231	2.732%	1.303%	-1.429%	-52.306%
93	Visual Basic	Programming Skills	Current	6	260,151	6.390%	3.492%	-2.898%	-45.345%
207	Web service definition language (WSDL)	Programming Skills	Current	2	30,529	0.750%	0.536%	-0.213%	-28.469%
94	XML	Programming Skills	Current	2	480,192	11.795%	7.928%	-3.866%	-32.781%
1342	Computer Science	Majors	Computer Science	2	2,901,715	71.274%	84.192%	12.917%	18.123%
1344	Information Technology	Majors	Information Technology	3	1,770,178	43.481%	24.523%	-18.957%	-43.600%
1343	Management Information Systems	Majors	Management Information Systems	9	1,070,123	26.285%	20.579%	-5.707%	-21.710%

mis Degrees

Management Information Systems	2018-07-18	Jobs Found:	1,069,849	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	3,762	0.352%	0.587%	0.236%	67.032%
2	Attention to Details	Soft Skills	Problem-solving skills	1	4,246	0.397%	0.473%	0.076%	19.179%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	7,319	0.684%	0.824%	0.140%	20.425%
231	Cooperation	Soft Skills	Interpersonal skills	1	11,520	1.077%	0.977%	-0.100%	-9.250%
3	Creativity	Soft Skills	Problem-solving skills	3	30,775	2.877%	3.176%	0.299%	10.404%
4	Critical thinking	Soft Skills	Problem-solving skills	3	17,345	1.621%	2.913%	1.292%	79.697%
1300	Flexibility	Soft Skills	Work ethic	1	38,253	3.576%	4.093%	0.518%	14.479%
232	Independence	Soft Skills	Interpersonal skills	1	6,034	0.564%	0.637%	0.073%	12.894%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	151,245	14.137%	13.769%	-0.368%	-2.604%
256	Innovation	Soft Skills	Problem-solving skills	1	86,711	8.105%	10.141%	2.036%	25.119%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	131,812	12.321%	12.966%	0.645%	5.237%
1422	Internship	Soft Skills	Work ethic	3	16,252	1.519%	1.403%	-0.116%	-7.616%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	848	0.079%	0.065%	-0.014%	-18.030%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	89,210	8.339%	10.830%	2.491%	29.873%
10	Leadership	Soft Skills	Interpersonal skills	1	255,358	23.869%	28.627%	4.758%	19.935%
258	Learning	Soft Skills	Problem-solving skills	1	62,063	5.801%	8.776%	2.975%	51.289%
1	Learning Ability	Soft Skills	Problem-solving skills	3	19,801	1.851%	2.139%	0.288%	15.564%
236	Listening	Soft Skills	Language skills	1	20,045	1.874%	2.757%	0.884%	47.170%
260	Mathematics	Soft Skills	Problem-solving skills	3	63,693	5.953%	5.777%	-0.176%	-2.958%
261	Memorization	Soft Skills	Problem-solving skills	1	23	0.002%	0.000%	-0.002%	-100.000%
18	Negotiation Skills	Soft Skills	Language skills	1	12,377	1.157%	0.969%	-0.188%	-16.208%
262	Optimization	Soft Skills	Problem-solving skills	1	46,730	4.368%	4.951%	0.583%	13.347%
19	Oral Communications	Soft Skills	Language skills	4	18,283	1.709%	2.108%	0.399%	23.334%
273	Persistence	Soft Skills	Work ethic	1	3,825	0.358%	0.444%	0.087%	24.301%
239	Persuasion	Soft Skills	Language skills	1	2,203	0.206%	0.236%	0.031%	14.852%
1301	Physical Skill	Soft Skills	Work ethic	2	1,813	0.169%	0.702%	0.532%	314.072%
240	Presentations	Soft Skills	Language skills	1	61,493	5.748%	5.827%	0.079%	1.372%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	227,439	21.259%	23.437%	2.178%	10.244%
20	Questioning skills	Soft Skills	Language skills	1	267	0.025%	0.047%	0.022%	87.444%
241	Reading Comprehension	Soft Skills	Language skills	1	236	0.022%	0.023%	0.001%	6.033%
6	Research skills	Soft Skills	Problem-solving skills	1	1,995	0.186%	0.156%	-0.031%	-16.378%
15	Responsibility	Soft Skills	Work ethic	2	123,033	11.500%	10.850%	-0.650%	-5.649%
234	Self Control	Soft Skills	Interpersonal skills	1	222	0.021%	0.036%	0.016%	75.342%
11	Self-esteem	Soft Skills	Interpersonal skills	1	43	0.004%	0.005%	0.001%	29.322%
16	Self-management	Soft Skills	Work ethic	1	1,372	0.128%	0.138%	0.009%	7.407%
250	Stress Tolerance	Soft Skills	Physical skills	1	244	0.023%	0.039%	0.016%	70.927%
12	Teamwork	Soft Skills	Interpersonal skills	1	59,108	5.525%	5.645%	0.120%	2.170%
17	Time Management	Soft Skills	Work ethic	2	45,281	4.232%	4.538%	0.305%	7.211%
268	Visualization	Soft Skills	Problem-solving skills	1	9,432	0.882%	4.338%	3.456%	391.997%
7	Working under pressure	Soft Skills	Problem-solving skills	1	606	0.057%	0.055%	-0.002%	-3.649%
21	Written Communications	Soft Skills	Language skills	5	172,125	16.089%	18.062%	1.974%	12.267%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	46,030	4.302%	9.216%	4.913%	114.194%
172	Account management	Business Skills	Management skills	1	13,462	1.258%	0.884%	-0.375%	-29.777%
22	Accounting	Business Skills	Business processes	4	131,531	12.294%	6.201%	-6.093%	-49.563%
1263	Accounting software	Business Skills	Business processes	7	6,529	0.610%	0.722%	0.112%	18.388%
174	Administration	Business Skills	Management skills	3	313,255	29.280%	27.096%	-2.184%	-7.460%
1313	Analyst	Business Skills	Project management	1	268,121	25.062%	22.787%	-2.275%	-9.076%
175	Application management	Business Skills	Management skills	5	92,375	8.634%	10.138%	1.504%	17.417%
150	Asset management	Business Skills	Business processes	1	20,980	1.961%	1.913%	-0.048%	-2.460%
151	Auditing	Business Skills	Business processes	5	100,757	9.418%	10.177%	0.759%	8.063%
1264	Auditing software	Business Skills	Business processes	1	190	0.018%	0.003%	-0.015%	-85.366%
152	Billing	Business Skills	Business processes	1	29,176	2.727%	1.900%	-0.827%	-30.337%
1314	Business Analyst	Business Skills	Project management	1	85,512	7.993%	7.022%	-0.971%	-12.145%
35	Business Intelligence	Business Skills	Strategy skills	1	57,096	5.337%	6.645%	1.309%	24.519%
155	Business performance management (BPM)	Business Skills	Business processes	2	6,680	0.624%	0.886%	0.262%	41.934%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	18,887	1.765%	0.767%	-0.999%	-56.572%
36	Business Strategy	Business Skills	Strategy skills	3	238,418	22.285%	24.201%	1.916%	8.596%
182	Calendar and scheduling	Business Skills	Project management	3	53,707	5.020%	4.244%	-0.776%	-15.459%
156	Capacity planning	Business Skills	Business processes	1	25,230	2.358%	1.947%	-0.412%	-17.458%
28	Change Management	Business Skills	Management skills	1	60,154	5.623%	7.480%	1.857%	33.026%
183	Content workflow	Business Skills	Project management	1	69	0.006%	0.005%	-0.001%	-19.408%
24	Contracting and legal	Business Skills	Business processes	2	69,368	6.484%	7.274%	0.790%	12.190%
176	Coordination	Business Skills	Management skills	1	71,830	6.714%	6.697%	-0.017%	-0.249%
157	Cost accounting	Business Skills	Business processes	1	3,085	0.288%	0.104%	-0.184%	-63.949%
158	Cost estimation	Business Skills	Business processes	1	1,153	0.108%	0.073%	-0.035%	-32.479%
1312	Customer Support	Business Skills	Business processes	6	254,733	23.810%	22.327%	-1.483%	-6.229%
1339	Education	Business Skills	Industry Segment	1	11,913	1.114%	1.632%	0.519%	46.571%
1333	Energy	Business Skills	Industry Segment	1	65,273	6.101%	3.839%	-2.263%	-37.085%
1340	Entertainment	Business Skills	Industry Segment	1	16,749	1.566%	1.362%	-0.204%	-13.013%
1319	Environmental	Business Skills	Environmental	15	27,303	2.552%	2.781%	0.229%	8.964%
1320	Environmental Strategy	Business Skills	Environmental	7	3,830	0.358%	1.206%	0.848%	236.844%
161	Financial	Business Skills	Business processes	2	285,662	26.701%	23.102%	-3.600%	-13.481%
1275	Financial Analysis software	Business Skills	Business processes	7	1,826	0.171%	0.049%	-0.121%	-71.069%
1332	Health Care	Business Skills	Industry Segment	2	172,656	16.138%	14.317%	-1.821%	-11.284%
177	Human resources	Business Skills	Management skills	2	60,549	5.660%	4.790%	-0.870%	-15.369%
1336	Insurance	Business Skills	Industry Segment	1	8,640	0.808%	0.624%	-0.184%	-22.766%
1316	Managing/Supervision	Business Skills	Management skills	5	477,385	44.622%	39.763%	-4.859%	-10.889%
1334	Manufacturing	Business Skills	Industry Segment	2	72,374	6.765%	4.361%	-2.404%	-35.536%
26	Marketing	Business Skills	Business processes	1	88,568	8.279%	6.793%	-1.485%	-17.939%
185	Monitoring	Business Skills	Project management	1	153,628	14.360%	17.940%	3.580%	24.933%
179	Negotiation	Business Skills	Management skills	1	49,051	4.585%	4.101%	-0.484%	-10.552%
163	Operation and Control	Business Skills	Business processes	2	816	0.076%	0.091%	0.015%	19.258%
29	Outsourcing Management	Business Skills	Management skills	3	33,852	3.164%	1.115%	-2.049%	-64.764%
167	Procurement	Business Skills	Business processes	1	28,371	2.652%	2.461%	-0.191%	-7.192%
1290	Project Management software	Business Skills	Project management	3	42,976	4.017%	3.103%	-0.914%	-22.752%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	255,838	23.913%	21.945%	-1.968%	-8.232%
168	Quality	Business Skills	Business processes	1	330,544	30.896%	31.675%	0.779%	2.521%
1337	Real Estate	Business Skills	Industry Segment	2	10,644	0.995%	0.990%	-0.005%	-0.475%
1335	Retail	Business Skills	Industry Segment	2	185,582	17.347%	9.743%	-7.603%	-43.832%
34	Risk Management	Business Skills	Project management	1	51,564	4.820%	6.035%	1.215%	25.206%
169	Service Orientation	Business Skills	Business processes	1	10,035	0.938%	1.073%	0.135%	14.431%
27	Supply Chain Management	Business Skills	Business processes	3	36,647	3.425%	3.254%	-0.172%	-5.010%
1295	Supply Chain Management software	Business Skills	Business processes	4	2,851	0.266%	0.143%	-0.124%	-46.362%
178	Teaching	Business Skills	Management skills	7	35,193	3.290%	2.997%	-0.293%	-8.907%
190	Timekeeping	Business Skills	Project management	3	25,240	2.359%	1.588%	-0.771%	-32.693%
1296	Timekeeping software	Business Skills	Project management	1	1,934	0.181%	0.205%	0.025%	13.574%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,648	0.154%	0.055%	-0.099%	-64.570%
180	Troubleshooting	Business Skills	Management skills	1	156,368	14.616%	18.143%	3.527%	24.131%
181	Verification	Business Skills	Management skills	1	44,510	4.160%	22.491%	18.330%	440.592%
1338	Waste Management	Business Skills	Industry Segment	1	2,390	0.223%	0.330%	0.107%	47.746%
191	Workflow	Business Skills	Project management	1	61,266	5.727%	6.627%	0.901%	15.726%
31	Working Globally	Business Skills	Management skills	3	4,570	0.427%	0.120%	-0.308%	-72.013%
32	Working with Virtual Teams	Business Skills	Management skills	2	2,234	0.209%	0.161%	-0.048%	-22.835%
51	4GL	Technical Skills	Software development	3	2,443	0.228%	0.070%	-0.158%	-69.271%
987	Access servers & software	Technical Skills	Network	10	43,159	4.034%	4.966%	0.932%	23.112%
38	Agile Development Methods	Technical Skills	Software development	13	43,822	4.096%	10.427%	6.331%	154.553%
304	Algorithmic software	Technical Skills	Business applications	1	37	0.003%	0.000%	-0.003%	-100.000%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	841	0.079%	0.036%	-0.042%	-53.715%
1352	Android	Technical Skills	Mobile Platforms	3	7,287	0.681%	2.199%	1.518%	222.799%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	5,344	0.500%	1.159%	0.660%	132.048%
120	Apple operating systems	Technical Skills	Business applications	6	20,568	1.923%	4.083%	2.160%	112.370%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	710	0.066%	0.016%	-0.051%	-76.504%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	5,716	0.534%	1.305%	0.770%	144.186%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	9	0.001%	0.000%	-0.001%	-100.000%
1265	Backup & Recovery	Technical Skills	Technical applications	16	111,366	10.410%	8.977%	-1.433%	-13.766%
1386	Biometric	Technical Skills	Information mgmt	2	4,193	0.392%	0.327%	-0.064%	-16.448%
1353	Blackberry	Technical Skills	Mobile Platforms	2	7,973	0.745%	0.257%	-0.488%	-65.476%
336	Borland Delphi	Technical Skills	Business applications	1	1,702	0.159%	0.096%	-0.063%	-39.556%
337	Borland JBuilder	Technical Skills	Business applications	1	1,018	0.095%	0.000%	-0.095%	-100.000%
338	Borland Paradox	Technical Skills	Business applications	1	148	0.014%	0.003%	-0.011%	-81.213%
72	Business Continuity Planning	Technical Skills	Hardware	2	19,733	1.844%	2.038%	0.193%	10.467%
352	Cadence Opus	Technical Skills	Business applications	1	355	0.033%	0.013%	-0.020%	-60.839%
868	Calculators	Technical Skills	Hardware	1	1,756	0.164%	0.496%	0.332%	202.426%
39	CASE Tools	Technical Skills	Software development	1	53,394	4.991%	5.195%	0.204%	4.095%
367	Categorization or classification software	Technical Skills	Business applications	1	4,565	0.427%	0.265%	-0.162%	-37.875%
112	Certification	Technical Skills	Misc	3	265,062	24.776%	28.089%	3.313%	13.373%
78	Cisco	Technical Skills	Hardware	1	58,334	5.453%	6.016%	0.564%	10.342%
1009	Cisco Systems IOS	Technical Skills	Network	1	11,891	1.111%	3.142%	2.031%	182.695%
40	Client-Server	Technical Skills	Software development	1	29,319	2.740%	1.902%	-0.838%	-30.582%
1011	Cluster server software	Technical Skills	Network	8	14,805	1.384%	1.398%	0.014%	1.038%
1147	CMAKE	Technical Skills	Software development	1	42	0.004%	0.008%	0.004%	98.601%
1151	Compatibility testing	Technical Skills	Software development	1	183	0.017%	0.039%	0.022%	127.903%
1152	Compilers	Technical Skills	Software development	5	9,314	0.871%	0.881%	0.010%	1.198%
1255	Compliance software	Technical Skills	Technical applications	3	12,939	1.209%	1.562%	0.353%	29.147%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	6,577	0.615%	0.387%	-0.228%	-37.010%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	1,398	0.131%	0.055%	-0.076%	-58.234%
875	Computer diagnostics	Technical Skills	Hardware	5	49,688	4.644%	5.273%	0.629%	13.538%
1107	Computer forensics	Technical Skills	Security	1	4,197	0.392%	0.327%	-0.065%	-16.528%
1266	Computer Hardware	Technical Skills	Hardware	15	31,592	2.953%	3.371%	0.418%	14.149%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	726	0.068%	0.062%	-0.005%	-8.085%
1015	Computer servers	Technical Skills	Network	6	111,514	10.423%	9.301%	-1.122%	-10.764%
1267	Computer Utilities	Technical Skills	Misc	1	147	0.014%	0.026%	0.012%	89.144%
59	Content Manager	Technical Skills	Business applications	1	1,656	0.155%	0.060%	-0.095%	-61.383%
1396	Continuous Improvement	Technical Skills	Software development	1	22,615	2.114%	3.425%	1.311%	62.042%
878	Controllers	Technical Skills	Hardware	3	6,278	0.587%	0.603%	0.016%	2.749%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	756	0.071%	0.013%	-0.058%	-81.611%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	5,755	0.538%	0.346%	-0.192%	-35.744%
53	Customer Relationship Management	Technical Skills	Business applications	9	76,058	7.109%	6.521%	-0.589%	-8.280%
1368	Cyber Security	Technical Skills	Information mgmt	3	27,438	2.565%	4.974%	2.410%	93.954%
953	Data acquisition systems	Technical Skills	Information mgmt	1	5,552	0.519%	0.590%	0.071%	13.681%
955	Data compression software	Technical Skills	Information mgmt	1	1,661	0.155%	0.143%	-0.012%	-7.933%
956	Data conversion software	Technical Skills	Information mgmt	1	7,432	0.695%	0.715%	0.020%	2.881%
958	Data dictionary	Technical Skills	Information mgmt	1	4,458	0.417%	0.325%	-0.092%	-22.039%
959	Data entry	Technical Skills	Information mgmt	1	6,764	0.632%	0.517%	-0.115%	-18.199%
962	Data mapping	Technical Skills	Information mgmt	1	7,244	0.677%	0.863%	0.186%	27.429%
67	Data Mining	Technical Skills	Information mgmt	5	17,017	1.591%	1.416%	-0.174%	-10.952%
963	Data modeling	Technical Skills	Information mgmt	1	41,328	3.863%	4.943%	1.080%	27.961%
68	Data Warehousing	Technical Skills	Information mgmt	2	62,785	5.869%	5.970%	0.101%	1.722%
69	Database Administration	Technical Skills	Information mgmt	12	84,644	7.912%	6.835%	-1.077%	-13.609%
969	Database design software	Technical Skills	Information mgmt	15	63,371	5.923%	5.684%	-0.240%	-4.045%
1268	Database Reporting	Technical Skills	Information mgmt	3	25,074	2.344%	0.959%	-1.385%	-59.082%
1269	Database Security	Technical Skills	Information mgmt	2	72	0.007%	0.008%	0.001%	15.851%
1373	Database Security	Technical Skills	Information mgmt	1	347	0.032%	0.021%	-0.012%	-35.898%
1270	Database Servers	Technical Skills	Information mgmt	3	15,585	1.457%	0.491%	-0.966%	-66.282%
1271	Database Testing	Technical Skills	Information mgmt	1	1,053	0.098%	0.366%	0.268%	272.307%
1160	Debugging	Technical Skills	Software development	7	59,410	5.553%	7.797%	2.244%	40.401%
1385	Decryption	Technical Skills	Information mgmt	1	237	0.022%	0.005%	-0.017%	-76.537%
418	Desktop publishing software	Technical Skills	Business applications	13	13,452	1.257%	1.845%	0.588%	46.751%
1272	Development Environment	Technical Skills	Software development	13	34,986	3.270%	4.460%	1.190%	36.374%
1273	Digital Imaging	Technical Skills	Hardware	1	1,195	0.112%	0.003%	-0.109%	-97.673%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	816	0.076%	0.159%	0.082%	107.850%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	3,562	0.333%	0.216%	-0.117%	-35.212%
1307	Doctor of Philosophy	Technical Skills	Misc	3	20,571	1.923%	1.336%	-0.587%	-30.527%
973	Document management software	Technical Skills	Information mgmt	4	13,948	1.304%	1.001%	-0.303%	-23.253%
1020	Domain name system (DNS)	Technical Skills	Network	3	36,960	3.455%	3.542%	0.088%	2.535%
61	Dreamweaver	Technical Skills	Software development	1	4,855	0.454%	0.049%	-0.404%	-89.119%
54	DSS/GDSS	Technical Skills	Business applications	5	19,277	1.802%	1.728%	-0.074%	-4.084%
425	Dynamic modeling software	Technical Skills	Business applications	1	34	0.003%	0.000%	-0.003%	-100.000%
62	Eclipse	Technical Skills	Software development	1	16,729	1.564%	1.411%	-0.152%	-9.752%
1308	Electronic Commerce	Technical Skills	Business applications	2	31,912	2.983%	2.466%	-0.517%	-17.316%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	12,576	1.175%	1.073%	-0.102%	-8.690%
1023	Electronic mail software	Technical Skills	Network	8	20,975	1.961%	1.655%	-0.305%	-15.560%
1384	Encryption	Technical Skills	Information mgmt	1	38	0.004%	0.008%	0.004%	119.507%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	77,246	7.220%	6.666%	-0.554%	-7.675%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	81,194	7.589%	5.473%	-2.116%	-27.882%
1321	Environmental Certification	Technical Skills	Environmental	1	89	0.008%	0.010%	0.002%	24.963%
1328	Environmental Cleanup	Technical Skills	Environmental	1	46	0.004%	0.000%	-0.004%	-100.000%
1329	Environmental Energy	Technical Skills	Environmental	21	5,359	0.501%	0.242%	-0.259%	-51.749%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	3,059	0.286%	0.127%	-0.159%	-55.462%
1327	Environmental Pollution	Technical Skills	Environmental	18	3,411	0.319%	0.515%	0.196%	61.396%
1324	Environmental Pollution Control	Technical Skills	Environmental	7	2,127	0.199%	0.070%	-0.129%	-64.706%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	630	0.059%	0.091%	0.032%	54.468%
1326	Environmental Product Stewardship	Technical Skills	Environmental	11	3,911	0.366%	0.574%	0.209%	57.114%
1331	Environmental Science	Technical Skills	Environmental	2	1,152	0.108%	0.005%	-0.102%	-95.173%
1322	Environmental Technology	Technical Skills	Environmental	2	254	0.024%	0.013%	-0.011%	-45.267%
461	Expert system software	Technical Skills	Business applications	1	395	0.037%	0.023%	-0.014%	-36.649%
1359	Facebook	Technical Skills	Social Networking	1	132,762	12.409%	25.201%	12.792%	103.083%
463	Facilities management software	Technical Skills	Business applications	4	6,912	0.646%	0.231%	-0.415%	-64.199%
468	Flight control software	Technical Skills	Business applications	1	135	0.013%	0.005%	-0.007%	-58.809%
469	Flowchart software	Technical Skills	Business applications	5	4,134	0.386%	0.351%	-0.036%	-9.203%
1367	Forensic	Technical Skills	Information mgmt	2	16,538	1.546%	2.472%	0.926%	59.885%
1112	Fraud Detection	Technical Skills	Security	1	7,034	0.657%	0.871%	0.213%	32.420%
63	FrontPage	Technical Skills	Software development	1	1,350	0.126%	0.008%	-0.118%	-93.821%
475	Fund accounting software	Technical Skills	Business applications	1	1,140	0.107%	0.055%	-0.052%	-48.782%
1260	Gaming	Technical Skills	Misc	2	16,029	1.498%	1.224%	-0.274%	-18.300%
113	Generic databases	Technical Skills	Information mgmt	2	173,360	16.204%	17.483%	1.279%	7.890%
1365	Google Apps	Technical Skills	Business applications	4	3,175	0.297%	0.317%	0.020%	6.838%
1364	Google Plus	Technical Skills	Social Networking	1	42	0.004%	0.010%	0.006%	164.802%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	67,465	6.306%	5.967%	-0.339%	-5.376%
484	Graphic software	Technical Skills	Business applications	16	81,704	7.637%	7.282%	-0.355%	-4.647%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	13,205	1.234%	0.754%	-0.481%	-38.938%
1323	Green IT	Technical Skills	Environmental	9	2,560	0.239%	0.081%	-0.159%	-66.331%
893	Guidance systems	Technical Skills	Hardware	1	48	0.004%	0.003%	-0.002%	-42.075%
1371	Hacking	Technical Skills	Information mgmt	5	5,447	0.509%	0.998%	0.489%	96.013%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	59	0.006%	0.008%	0.002%	41.377%
1277	Hardware Design	Technical Skills	Hardware	19	3,906	0.365%	0.374%	0.009%	2.504%
1278	Hardware Testing	Technical Skills	Hardware	4	1,060	0.099%	0.070%	-0.029%	-29.178%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	574	0.054%	0.086%	0.032%	59.850%
492	Helpdesk or call center	Technical Skills	Business applications	2	55,378	5.176%	4.462%	-0.714%	-13.793%
1377	Homeland Security	Technical Skills	Information mgmt	1	51,083	4.775%	0.689%	-4.086%	-85.576%
114	IBM databases	Technical Skills	Information mgmt	2	34,573	3.232%	2.043%	-1.189%	-36.789%
121	IBM operating systems	Technical Skills	Business applications	4	24,926	2.330%	1.162%	-1.168%	-50.139%
898	Image capture devices	Technical Skills	Hardware	8	5,704	0.533%	0.652%	0.119%	22.350%
524	Industrial control software	Technical Skills	Business applications	3	3,498	0.327%	0.234%	-0.093%	-28.463%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	15,512	1.450%	1.848%	0.398%	27.442%
1375	Information Security	Technical Skills	Information mgmt	3	71,491	6.682%	10.380%	3.698%	55.334%
899	Infrared	Technical Skills	Hardware	1	732	0.068%	0.003%	-0.066%	-96.202%
1180	Installation	Technical Skills	Software development	1	114,837	10.734%	8.504%	-2.230%	-20.779%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	265	0.025%	0.021%	-0.004%	-16.063%
536	Internet browser software	Technical Skills	Business applications	4	7,994	0.747%	1.066%	0.318%	42.603%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	19,364	1.810%	1.866%	0.056%	3.095%
541	Inventory management software	Technical Skills	Business applications	3	7,050	0.659%	0.567%	-0.092%	-14.024%
1414	ISO 9000	Technical Skills	Software development	1	2,312	0.216%	0.062%	-0.154%	-71.138%
73	IT Architecture/Standards	Technical Skills	Hardware	2	10,445	0.976%	1.201%	0.224%	22.983%
1357	Java ME	Technical Skills	Mobile Platforms	2	113	0.011%	0.000%	-0.011%	-100.000%
1035	Kernel	Technical Skills	Network	1	2,825	0.264%	0.205%	-0.059%	-22.247%
907	Lasers	Technical Skills	Hardware	1	128	0.012%	0.039%	0.027%	225.830%
1038	License management software	Technical Skills	Network	1	1,100	0.103%	0.172%	0.069%	66.825%
1361	LinkedIn	Technical Skills	Social Networking	1	7,350	0.687%	4.241%	3.554%	517.366%
908	Mainframe computers	Technical Skills	Hardware	2	36,252	3.389%	1.999%	-1.390%	-41.020%
124	Mainframe operating systems	Technical Skills	Business applications	8	15,590	1.457%	0.751%	-0.706%	-48.458%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	23,692	2.215%	1.778%	-0.437%	-19.728%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	7,543	0.705%	0.364%	-0.341%	-48.395%
1281	Medical software	Technical Skills	Business applications	9	11,519	1.077%	1.024%	-0.053%	-4.898%
115	Microsoft databases	Technical Skills	Information mgmt	5	173,982	16.262%	17.784%	1.522%	9.358%
119	Microsoft operating systems	Technical Skills	Business applications	4	232,104	21.695%	18.494%	-3.201%	-14.756%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	1,784	0.167%	0.457%	0.291%	174.301%
625	Multimedia	Technical Skills	Business applications	1	5,158	0.482%	0.606%	0.123%	25.599%
1362	MySpace	Technical Skills	Social Networking	1	1,880	0.176%	0.062%	-0.113%	-64.505%
74	Network administration	Technical Skills	Hardware	17	117,716	11.003%	10.372%	-0.631%	-5.734%
1282	Network Administration software	Technical Skills	Network	18	71,768	6.708%	7.404%	0.696%	10.375%
1283	Network Hardware	Technical Skills	Network	11	45,151	4.220%	3.727%	-0.494%	-11.694%
1284	Network Monitoring software	Technical Skills	Network	15	31,312	2.927%	3.064%	0.137%	4.692%
1059	Network operation system software (NOS)	Technical Skills	Network	2	1,323	0.124%	0.068%	-0.056%	-45.358%
1122	Network security	Technical Skills	Security	1	47,122	4.405%	3.659%	-0.745%	-16.921%
1369	Network Security	Technical Skills	Information mgmt	1	6,767	0.633%	0.725%	0.093%	14.635%
1285	Network Security software	Technical Skills	Security	36	103,577	9.681%	13.595%	3.913%	40.421%
1286	Network software	Technical Skills	Network	6	21,108	1.973%	2.170%	0.197%	9.989%
1287	Network Testing	Technical Skills	Network	11	16,043	1.500%	1.887%	0.387%	25.823%
1065	Novell network software	Technical Skills	Network	2	2,352	0.220%	0.023%	-0.196%	-89.361%
643	Oberon	Technical Skills	Business applications	1	159	0.015%	0.023%	0.009%	57.382%
1413	Object Oriented Design	Technical Skills	Software development	2	14,291	1.336%	1.315%	-0.021%	-1.554%
41	Object Oriented Programming	Technical Skills	Software development	5	80,185	7.495%	8.888%	1.393%	18.589%
1288	Office Applications	Technical Skills	Business applications	13	213,737	19.978%	17.709%	-2.269%	-11.359%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	13,933	1.302%	0.855%	-0.447%	-34.346%
116	Open-source databases	Technical Skills	Information mgmt	4	31,895	2.981%	6.136%	3.155%	105.818%
118	Open-source operating systems	Technical Skills	Business applications	8	118,784	11.103%	16.604%	5.501%	49.549%
56	Operating Systems	Technical Skills	Business applications	3	119,634	11.182%	10.635%	-0.548%	-4.898%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	843	0.079%	0.117%	0.038%	48.421%
117	Oracle databases	Technical Skills	Information mgmt	1	208,008	19.443%	15.375%	-4.068%	-20.922%
1354	Palm OS	Technical Skills	Mobile Platforms	3	153	0.014%	0.003%	-0.012%	-81.827%
1376	Penetration Testing	Technical Skills	Information mgmt	5	48,743	4.556%	8.207%	3.651%	80.140%
1289	Physical Tools	Technical Skills	Hardware	1	32	0.003%	0.000%	-0.003%	-100.000%
683	Point of sale (POS)	Technical Skills	Business applications	3	6,774	0.633%	0.673%	0.040%	6.308%
931	Printers	Technical Skills	Hardware	3	13,578	1.269%	1.598%	0.329%	25.936%
43	Programming	Technical Skills	Software development	1	244,397	22.844%	23.130%	0.286%	1.252%
700	Provisioning	Technical Skills	Business applications	1	17,749	1.659%	2.090%	0.430%	25.948%
1405	Rapid Application Development	Technical Skills	Software development	2	6,242	0.583%	0.275%	-0.308%	-52.784%
1258	Rate Control	Technical Skills	Technical applications	1	6	0.001%	0.000%	-0.001%	-100.000%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	13,012	1.216%	0.385%	-0.832%	-68.375%
1077	Remote control software	Technical Skills	Network	2	1,599	0.149%	0.122%	-0.027%	-18.274%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	802	0.075%	0.052%	-0.023%	-30.663%
1379	Risk Analysis	Technical Skills	Information mgmt	1	11,006	1.029%	1.245%	0.216%	21.009%
1262	Robotics	Technical Skills	Hardware	3	3,087	0.289%	0.600%	0.312%	108.058%
1318	RSA	Technical Skills	Security	1	7,685	0.718%	0.629%	-0.089%	-12.445%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	10,488	0.980%	2.160%	1.179%	120.302%
44	SDLC	Technical Skills	Software development	7	149,441	13.968%	15.744%	1.776%	12.712%
1132	Secure shell (SSH)	Technical Skills	Security	1	54	0.005%	0.000%	-0.005%	-100.000%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	12,842	1.200%	1.487%	0.286%	23.844%
76	Security	Technical Skills	Hardware	4	765,757	71.576%	89.085%	17.508%	24.461%
1382	Security Audit	Technical Skills	Information mgmt	1	1,944	0.182%	0.198%	0.016%	8.699%
1315	Security Clearance	Technical Skills	Misc	2	133,200	12.450%	7.150%	-5.301%	-42.576%
1381	Security Plan	Technical Skills	Information mgmt	1	2,083	0.195%	0.377%	0.182%	93.548%
1380	Security Policy	Technical Skills	Information mgmt	2	33,064	3.091%	3.922%	0.831%	26.895%
1135	Security testing software	Technical Skills	Security	1	4,124	0.385%	0.725%	0.340%	88.103%
60	Sharepoint Server	Technical Skills	Business applications	1	5,164	0.483%	0.320%	-0.163%	-33.774%
1084	Signal generators	Technical Skills	Network	1	173	0.016%	0.010%	-0.006%	-35.713%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	8,859	0.828%	0.681%	-0.147%	-17.771%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	28,905	2.702%	5.853%	3.151%	116.623%
1220	Simulation software	Technical Skills	Software development	5	16,009	1.496%	0.873%	-0.623%	-41.644%
1366	Social Network	Technical Skills	Social Networking	1	1,508	0.141%	0.915%	0.774%	549.010%
1358	Social Networking	Technical Skills	Social Networking	1	7,909	0.739%	0.047%	-0.692%	-93.672%
42	Software Development	Technical Skills	Software development	2	217,039	20.287%	20.937%	0.650%	3.203%
1291	Software Development software	Technical Skills	Software development	3	2,434	0.228%	0.052%	-0.176%	-77.154%
1309	Software Engineering	Technical Skills	Software development	1	92,085	8.607%	10.297%	1.690%	19.629%
1292	Software Installation	Technical Skills	Software development	4	133,209	12.451%	13.956%	1.505%	12.086%
1223	Software libraries	Technical Skills	Software development	1	221	0.021%	0.010%	-0.010%	-49.676%
1293	Software Maintenance	Technical Skills	Software development	1	6,597	0.617%	0.541%	-0.076%	-12.335%
1294	Software Testing	Technical Skills	Software development	14	116,769	10.915%	12.015%	1.100%	10.079%
1225	Source code management (SCM)	Technical Skills	Software development	5	30,728	2.872%	3.623%	0.751%	26.136%
1229	Static analysis software	Technical Skills	Software development	1	275	0.026%	0.070%	0.044%	172.986%
772	Statistical analysis software	Technical Skills	Business applications	26	86,306	8.067%	8.225%	0.158%	1.963%
774	Statistical software	Technical Skills	Business applications	1	43,527	4.069%	3.311%	-0.758%	-18.619%
1230	Stress testing software	Technical Skills	Software development	1	2,420	0.226%	0.166%	-0.060%	-26.468%
122	Sun operating systems	Technical Skills	Business applications	3	52,374	4.895%	1.765%	-3.131%	-63.953%
939	Surveillance systems	Technical Skills	Hardware	5	9,928	0.928%	0.899%	-0.029%	-3.100%
791	Symantec software	Technical Skills	Business applications	1	9,648	0.902%	0.777%	-0.125%	-13.832%
1355	Symbian	Technical Skills	Mobile Platforms	1	32	0.003%	0.000%	-0.003%	-100.000%
1310	System Administration	Technical Skills	Network	4	94,260	8.811%	6.814%	-1.996%	-22.658%
45	System Testing	Technical Skills	Software development	5	26,942	2.518%	2.755%	0.237%	9.392%
46	Systems Analysis	Technical Skills	Software development	8	136,141	12.725%	10.806%	-1.919%	-15.081%
47	Systems Design	Technical Skills	Software development	1	21,221	1.984%	1.780%	-0.203%	-10.250%
1233	Systems Evaluation	Technical Skills	Software development	1	168	0.016%	0.016%	-0.000%	-0.699%
1234	Systems integration	Technical Skills	Software development	8	84,535	7.902%	2.898%	-5.004%	-63.327%
75	TCP/IP	Technical Skills	Hardware	3	53,487	4.999%	4.379%	-0.620%	-12.409%
1235	Technology Design	Technical Skills	Software development	1	1,101	0.103%	0.086%	-0.017%	-16.663%
1236	Templates	Technical Skills	Software development	1	19,984	1.868%	1.785%	-0.082%	-4.416%
1239	Test implementation	Technical Skills	Software development	1	374	0.035%	0.083%	0.048%	137.897%
1302	Testing	Technical Skills	Software development	1	366,167	34.226%	37.905%	3.679%	10.748%
1297	Training software	Technical Skills	Business applications	3	1,520	0.142%	0.073%	-0.069%	-48.782%
57	Transaction Processing Systems	Technical Skills	Business applications	4	1,213	0.113%	0.052%	-0.061%	-54.156%
1360	Twitter	Technical Skills	Social Networking	1	14,696	1.374%	2.100%	0.726%	52.870%
1411	Unified Process	Technical Skills	Software development	1	3,551	0.332%	0.104%	-0.228%	-68.680%
123	UNIX operating systems	Technical Skills	Business applications	5	149,393	13.964%	10.370%	-3.594%	-25.740%
1298	UNIX Shells	Technical Skills	Business applications	4	33,831	3.162%	2.960%	-0.202%	-6.391%
1410	Use Case	Technical Skills	Software development	1	10,520	0.983%	0.904%	-0.079%	-8.024%
48	User-Interface Design	Technical Skills	Software development	2	36,035	3.368%	4.891%	1.523%	45.213%
836	Video creation and editing software	Technical Skills	Business applications	3	2,217	0.207%	0.120%	-0.088%	-42.310%
64	Visual Studio	Technical Skills	Software development	1	35,747	3.341%	3.189%	-0.152%	-4.563%
843	Voice dictation & recognition	Technical Skills	Business applications	2	1,313	0.123%	0.122%	-0.001%	-0.472%
77	Voice/Data Telecom	Technical Skills	Hardware	10	106,575	9.962%	5.990%	-3.971%	-39.865%
1299	Web Application Server	Technical Skills	Business applications	8	53,497	5.000%	3.256%	-1.744%	-34.877%
1248	Web platform development software	Technical Skills	Software development	5	2,370	0.222%	0.031%	-0.190%	-85.922%
65	web programmer	Technical Skills	Software development	4	11,372	1.063%	1.047%	-0.016%	-1.468%
58	Web servers	Technical Skills	Business applications	6	76,305	7.132%	6.482%	-0.651%	-9.123%
49	Web-based Application Development	Technical Skills	Software development	2	50,385	4.710%	3.909%	-0.801%	-17.004%
1356	Windows CE	Technical Skills	Mobile Platforms	4	2,162	0.202%	0.138%	-0.064%	-31.840%
1102	Wireless	Technical Skills	Network	5	43,275	4.045%	3.794%	-0.251%	-6.195%
1363	YouTube	Technical Skills	Social Networking	2	912	0.085%	0.288%	0.203%	238.406%
79	.NET	Programming Skills	Current	1	115,390	10.786%	12.228%	1.442%	13.371%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	3	0.000%	0.000%	-0.000%	-100.000%
209	A programming language (APL)	Programming Skills	Legacy	2	1,396	0.130%	0.166%	0.036%	27.469%
99	Ada	Programming Skills	Legacy	1	4,608	0.431%	0.634%	0.203%	47.227%
80	AJAX	Programming Skills	Current	1	43,079	4.027%	4.122%	0.095%	2.364%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	27	0.003%	0.003%	0.000%	2.978%
192	Apple AppleScript	Programming Skills	Current	1	67	0.006%	0.010%	0.004%	65.995%
81	ASP	Programming Skills	Current	2	81,459	7.614%	7.612%	-0.002%	-0.025%
108	Assembly	Programming Skills	Legacy	2	983	0.092%	0.031%	-0.061%	-66.058%
211	AWK	Programming Skills	Legacy	1	1,792	0.168%	0.099%	-0.069%	-41.040%
212	B	Programming Skills	Legacy	1	13,948	1.304%	1.250%	-0.054%	-4.117%
83	C#	Programming Skills	Current	2	90,933	8.500%	11.817%	3.318%	39.032%
82	C/C++	Programming Skills	Current	3	101,997	9.534%	6.892%	-2.642%	-27.707%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	56,528	5.284%	11.095%	5.811%	109.977%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	416	0.039%	0.010%	-0.028%	-73.265%
84	CGI	Programming Skills	Current	2	8,166	0.763%	1.474%	0.710%	93.056%
217	Clipper	Programming Skills	Legacy	1	229	0.021%	0.005%	-0.016%	-75.717%
218	CLU	Programming Skills	Legacy	1	149	0.014%	0.003%	-0.011%	-81.339%
100	Cobol	Programming Skills	Legacy	1	13,485	1.260%	0.871%	-0.390%	-30.928%
85	ColdFusion	Programming Skills	Current	2	8,436	0.789%	0.387%	-0.401%	-50.891%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	308	0.029%	0.003%	-0.026%	-90.973%
195	Component object model (COM)	Programming Skills	Current	1	88	0.008%	0.003%	-0.006%	-68.404%
125	Database programming	Programming Skills	Current	3	21,495	2.009%	1.224%	-0.785%	-39.075%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,609	0.150%	0.010%	-0.140%	-93.088%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	3,273	0.306%	0.213%	-0.093%	-30.341%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	1,689	0.158%	0.151%	-0.007%	-4.521%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	9,449	0.883%	0.390%	-0.493%	-55.862%
109	Forth	Programming Skills	Legacy	1	5,029	0.470%	0.668%	0.198%	42.089%
102	Fortran	Programming Skills	Legacy	1	1,450	0.136%	0.034%	-0.102%	-75.072%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	167,560	15.662%	14.645%	-1.017%	-6.495%
222	J	Programming Skills	Legacy	1	4,049	0.378%	0.265%	-0.113%	-29.957%
87	Java/J2EE/J2P	Programming Skills	Current	4	179,372	16.766%	18.886%	2.120%	12.645%
97	JavaScript	Programming Skills	Current	3	98,218	9.181%	16.584%	7.403%	80.637%
89	JavaServer Faces	Programming Skills	Current	3	8,567	0.801%	0.826%	0.026%	3.207%
88	JavaServer Pages	Programming Skills	Current	3	31,499	2.944%	1.767%	-1.177%	-39.976%
223	Job control language (JCL)	Programming Skills	Legacy	2	7,363	0.688%	0.429%	-0.259%	-37.693%
126	LAMP	Programming Skills	Current	1	4,277	0.400%	1.871%	1.471%	368.062%
104	Lisp	Programming Skills	Legacy	1	147	0.014%	0.016%	0.002%	13.486%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	387	0.036%	0.044%	0.008%	22.137%
201	Microsoft ActiveX	Programming Skills	Current	1	1,377	0.129%	0.016%	-0.113%	-87.885%
107	Pascal	Programming Skills	Legacy	1	686	0.064%	0.016%	-0.049%	-75.681%
90	Perl	Programming Skills	Current	1	50,238	4.696%	3.805%	-0.891%	-18.975%
91	PHP	Programming Skills	Current	1	24,138	2.256%	5.346%	3.090%	136.943%
103	PL/1	Programming Skills	Legacy	3	234	0.022%	0.031%	0.009%	42.586%
105	Prolog	Programming Skills	Legacy	1	181	0.017%	0.013%	-0.004%	-23.193%
95	Python	Programming Skills	Current	1	25,053	2.342%	6.926%	4.584%	195.765%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	14,620	1.367%	1.614%	0.247%	18.101%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	253	0.024%	0.021%	-0.003%	-12.082%
206	Scripting languages	Programming Skills	Current	1	14,331	1.340%	1.970%	0.630%	47.063%
101	Smalltalk	Programming Skills	Legacy	1	274	0.026%	0.003%	-0.023%	-89.852%
92	SQL	Programming Skills	Current	3	339,355	31.720%	35.535%	3.815%	12.026%
110	TCL	Programming Skills	Legacy	1	2,259	0.211%	0.065%	-0.146%	-69.230%
98	Unified Modeling Language	Programming Skills	Current	2	27,963	2.614%	1.684%	-0.930%	-35.568%
93	Visual Basic	Programming Skills	Current	6	87,972	8.223%	5.915%	-2.308%	-28.065%
207	Web service definition language (WSDL)	Programming Skills	Current	2	7,446	0.696%	0.478%	-0.218%	-31.292%
94	XML	Programming Skills	Current	2	112,133	10.481%	9.003%	-1.479%	-14.108%
1342	Computer Science	Majors	Computer Science	2	754,084	70.485%	79.328%	8.843%	12.546%
1344	Information Technology	Majors	Information Technology	3	428,419	40.045%	35.293%	-4.752%	-11.866%
1343	Management Information Systems	Majors	Management Information Systems	9	1,069,887	100.004%	100.101%	0.098%	0.098%

cs Degrees

Computer Science	2018-07-18	Jobs Found:	2,901,566	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	8,450	0.291%	0.288%	-0.003%	-1.075%
2	Attention to Details	Soft Skills	Problem-solving skills	1	11,168	0.385%	0.378%	-0.007%	-1.905%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	14,626	0.504%	0.432%	-0.072%	-14.271%
231	Cooperation	Soft Skills	Interpersonal skills	1	20,634	0.711%	0.481%	-0.230%	-32.362%
3	Creativity	Soft Skills	Problem-solving skills	3	91,190	3.143%	3.853%	0.710%	22.600%
4	Critical thinking	Soft Skills	Problem-solving skills	3	35,991	1.240%	1.498%	0.258%	20.784%
1300	Flexibility	Soft Skills	Work ethic	1	88,803	3.061%	3.589%	0.529%	17.270%
232	Independence	Soft Skills	Interpersonal skills	1	13,355	0.460%	0.353%	-0.107%	-23.346%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	348,270	12.003%	9.595%	-2.408%	-20.059%
256	Innovation	Soft Skills	Problem-solving skills	1	199,782	6.885%	8.244%	1.359%	19.736%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	233,695	8.054%	6.407%	-1.647%	-20.448%
1422	Internship	Soft Skills	Work ethic	3	36,086	1.244%	0.671%	-0.573%	-46.068%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,407	0.048%	0.027%	-0.022%	-45.038%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	181,784	6.265%	5.674%	-0.591%	-9.430%
10	Leadership	Soft Skills	Interpersonal skills	1	562,840	19.398%	20.095%	0.698%	3.596%
258	Learning	Soft Skills	Problem-solving skills	1	195,111	6.724%	12.948%	6.223%	92.548%
1	Learning Ability	Soft Skills	Problem-solving skills	3	53,776	1.853%	1.929%	0.076%	4.086%
236	Listening	Soft Skills	Language skills	1	41,806	1.441%	1.599%	0.158%	10.986%
260	Mathematics	Soft Skills	Problem-solving skills	3	189,758	6.540%	6.749%	0.209%	3.201%
261	Memorization	Soft Skills	Problem-solving skills	1	74	0.003%	0.001%	-0.001%	-50.237%
18	Negotiation Skills	Soft Skills	Language skills	1	21,913	0.755%	0.540%	-0.215%	-28.495%
262	Optimization	Soft Skills	Problem-solving skills	1	156,626	5.398%	6.557%	1.159%	21.470%
19	Oral Communications	Soft Skills	Language skills	4	42,849	1.477%	1.114%	-0.363%	-24.588%
273	Persistence	Soft Skills	Work ethic	1	12,706	0.438%	0.602%	0.164%	37.519%
239	Persuasion	Soft Skills	Language skills	1	3,775	0.130%	0.095%	-0.035%	-26.839%
1301	Physical Skill	Soft Skills	Work ethic	2	2,572	0.089%	0.185%	0.097%	109.035%
240	Presentations	Soft Skills	Language skills	1	121,662	4.193%	2.902%	-1.290%	-30.777%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	565,399	19.486%	17.453%	-2.033%	-10.433%
20	Questioning skills	Soft Skills	Language skills	1	884	0.030%	0.023%	-0.007%	-22.935%
241	Reading Comprehension	Soft Skills	Language skills	1	545	0.019%	0.010%	-0.009%	-45.946%
6	Research skills	Soft Skills	Problem-solving skills	1	4,571	0.158%	0.191%	0.033%	21.244%
15	Responsibility	Soft Skills	Work ethic	2	260,019	8.961%	6.131%	-2.831%	-31.589%
234	Self Control	Soft Skills	Interpersonal skills	1	318	0.011%	0.010%	-0.001%	-13.150%
11	Self-esteem	Soft Skills	Interpersonal skills	1	227	0.008%	0.012%	0.004%	54.111%
16	Self-management	Soft Skills	Work ethic	1	3,419	0.118%	0.141%	0.023%	19.553%
250	Stress Tolerance	Soft Skills	Physical skills	1	418	0.014%	0.010%	-0.004%	-29.523%
12	Teamwork	Soft Skills	Interpersonal skills	1	119,063	4.103%	3.524%	-0.580%	-14.127%
17	Time Management	Soft Skills	Work ethic	2	98,085	3.380%	2.602%	-0.779%	-23.036%
268	Visualization	Soft Skills	Problem-solving skills	1	36,267	1.250%	3.322%	2.072%	165.773%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,509	0.052%	0.036%	-0.016%	-30.451%
21	Written Communications	Soft Skills	Language skills	5	441,328	15.210%	14.071%	-1.139%	-7.486%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	93,625	3.227%	5.799%	2.573%	79.727%
172	Account management	Business Skills	Management skills	1	24,160	0.833%	0.614%	-0.218%	-26.229%
22	Accounting	Business Skills	Business processes	4	164,519	5.670%	2.460%	-3.210%	-56.610%
1263	Accounting software	Business Skills	Business processes	7	17,607	0.607%	0.645%	0.039%	6.351%
174	Administration	Business Skills	Management skills	3	601,007	20.713%	15.926%	-4.788%	-23.114%
1313	Analyst	Business Skills	Project management	1	430,247	14.828%	10.274%	-4.555%	-30.716%
175	Application management	Business Skills	Management skills	5	216,392	7.458%	7.376%	-0.082%	-1.094%
150	Asset management	Business Skills	Business processes	1	34,727	1.197%	1.076%	-0.121%	-10.131%
151	Auditing	Business Skills	Business processes	5	118,363	4.079%	3.384%	-0.695%	-17.041%
1264	Auditing software	Business Skills	Business processes	1	93	0.003%	0.001%	-0.003%	-80.202%
152	Billing	Business Skills	Business processes	1	43,302	1.492%	0.922%	-0.570%	-38.218%
1314	Business Analyst	Business Skills	Project management	1	150,029	5.171%	3.222%	-1.948%	-37.680%
35	Business Intelligence	Business Skills	Strategy skills	1	127,956	4.410%	3.771%	-0.639%	-14.483%
155	Business performance management (BPM)	Business Skills	Business processes	2	18,234	0.628%	0.527%	-0.101%	-16.088%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	31,170	1.074%	0.237%	-0.838%	-77.967%
36	Business Strategy	Business Skills	Strategy skills	3	476,554	16.424%	14.846%	-1.578%	-9.611%
182	Calendar and scheduling	Business Skills	Project management	3	106,851	3.683%	2.267%	-1.415%	-38.431%
156	Capacity planning	Business Skills	Business processes	1	66,348	2.287%	1.448%	-0.839%	-36.672%
28	Change Management	Business Skills	Management skills	1	108,273	3.732%	3.250%	-0.482%	-12.915%
183	Content workflow	Business Skills	Project management	1	115	0.004%	0.004%	-0.000%	-3.936%
24	Contracting and legal	Business Skills	Business processes	2	106,235	3.661%	2.774%	-0.887%	-24.226%
176	Coordination	Business Skills	Management skills	1	119,348	4.113%	2.760%	-1.353%	-32.891%
157	Cost accounting	Business Skills	Business processes	1	1,822	0.063%	0.028%	-0.035%	-55.536%
158	Cost estimation	Business Skills	Business processes	1	2,262	0.078%	0.051%	-0.027%	-34.068%
1312	Customer Support	Business Skills	Business processes	6	537,741	18.533%	13.431%	-5.102%	-27.531%
1339	Education	Business Skills	Industry Segment	1	21,644	0.746%	0.711%	-0.035%	-4.638%
1333	Energy	Business Skills	Industry Segment	1	134,095	4.621%	3.467%	-1.154%	-24.975%
1340	Entertainment	Business Skills	Industry Segment	1	59,330	2.045%	1.938%	-0.107%	-5.223%
1319	Environmental	Business Skills	Environmental	15	52,073	1.795%	1.744%	-0.051%	-2.835%
1320	Environmental Strategy	Business Skills	Environmental	7	21,351	0.736%	2.236%	1.500%	203.895%
161	Financial	Business Skills	Business processes	2	524,613	18.080%	14.241%	-3.839%	-21.236%
1275	Financial Analysis software	Business Skills	Business processes	7	1,934	0.067%	0.019%	-0.048%	-71.439%
1332	Health Care	Business Skills	Industry Segment	2	306,761	10.572%	9.383%	-1.189%	-11.246%
177	Human resources	Business Skills	Management skills	2	89,024	3.068%	1.372%	-1.696%	-55.285%
1336	Insurance	Business Skills	Industry Segment	1	16,459	0.567%	0.482%	-0.086%	-15.093%
1316	Managing/Supervision	Business Skills	Management skills	5	998,480	34.412%	25.159%	-9.253%	-26.888%
1334	Manufacturing	Business Skills	Industry Segment	2	158,113	5.449%	4.276%	-1.173%	-21.524%
26	Marketing	Business Skills	Business processes	1	230,102	7.930%	6.502%	-1.428%	-18.006%
185	Monitoring	Business Skills	Project management	1	333,227	11.484%	11.552%	0.068%	0.591%
179	Negotiation	Business Skills	Management skills	1	82,534	2.844%	2.039%	-0.805%	-28.300%
163	Operation and Control	Business Skills	Business processes	2	1,377	0.047%	0.037%	-0.010%	-21.110%
29	Outsourcing Management	Business Skills	Management skills	3	67,271	2.318%	0.684%	-1.634%	-70.495%
167	Procurement	Business Skills	Business processes	1	41,448	1.428%	0.936%	-0.492%	-34.477%
1290	Project Management software	Business Skills	Project management	3	69,754	2.404%	1.156%	-1.248%	-51.907%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	474,047	16.338%	11.398%	-4.940%	-30.235%
168	Quality	Business Skills	Business processes	1	829,713	28.595%	27.548%	-1.047%	-3.662%
1337	Real Estate	Business Skills	Industry Segment	2	17,097	0.589%	0.920%	0.331%	56.155%
1335	Retail	Business Skills	Industry Segment	2	405,582	13.978%	8.704%	-5.274%	-37.733%
34	Risk Management	Business Skills	Project management	1	71,623	2.468%	2.086%	-0.382%	-15.475%
169	Service Orientation	Business Skills	Business processes	1	19,233	0.663%	0.464%	-0.198%	-29.924%
27	Supply Chain Management	Business Skills	Business processes	3	74,206	2.557%	2.284%	-0.274%	-10.700%
1295	Supply Chain Management software	Business Skills	Business processes	4	5,182	0.179%	0.069%	-0.110%	-61.626%
178	Teaching	Business Skills	Management skills	7	65,875	2.270%	2.209%	-0.061%	-2.705%
190	Timekeeping	Business Skills	Project management	3	30,846	1.063%	0.612%	-0.451%	-42.458%
1296	Timekeeping software	Business Skills	Project management	1	2,965	0.102%	0.052%	-0.050%	-49.079%
171	Total quality management (TQM)	Business Skills	Business processes	2	3,263	0.112%	0.028%	-0.085%	-75.172%
180	Troubleshooting	Business Skills	Management skills	1	403,917	13.921%	12.904%	-1.016%	-7.300%
181	Verification	Business Skills	Management skills	1	223,880	7.716%	45.804%	38.088%	493.636%
1338	Waste Management	Business Skills	Industry Segment	1	2,331	0.080%	0.131%	0.050%	62.716%
191	Workflow	Business Skills	Project management	1	125,192	4.315%	3.812%	-0.502%	-11.639%
31	Working Globally	Business Skills	Management skills	3	18,025	0.621%	0.141%	-0.480%	-77.323%
32	Working with Virtual Teams	Business Skills	Management skills	2	5,240	0.181%	0.124%	-0.057%	-31.481%
51	4GL	Technical Skills	Software development	3	4,732	0.163%	0.057%	-0.106%	-64.981%
987	Access servers & software	Technical Skills	Network	10	92,965	3.204%	3.187%	-0.017%	-0.517%
38	Agile Development Methods	Technical Skills	Software development	13	209,976	7.237%	14.142%	6.905%	95.420%
304	Algorithmic software	Technical Skills	Business applications	1	107	0.004%	0.001%	-0.003%	-82.792%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	3,624	0.125%	0.060%	-0.065%	-51.734%
1352	Android	Technical Skills	Mobile Platforms	3	63,840	2.200%	5.665%	3.465%	157.466%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	47,337	1.631%	2.812%	1.181%	72.387%
120	Apple operating systems	Technical Skills	Business applications	6	86,280	2.974%	4.633%	1.659%	55.804%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	5,484	0.189%	0.105%	-0.084%	-44.266%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	53,272	1.836%	6.522%	4.686%	255.235%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	146	0.005%	0.016%	0.011%	227.889%
1265	Backup & Recovery	Technical Skills	Technical applications	16	231,845	7.990%	5.561%	-2.429%	-30.400%
1386	Biometric	Technical Skills	Information mgmt	2	7,246	0.250%	0.300%	0.050%	20.190%
1353	Blackberry	Technical Skills	Mobile Platforms	2	24,353	0.839%	0.273%	-0.566%	-67.490%
336	Borland Delphi	Technical Skills	Business applications	1	5,192	0.179%	0.140%	-0.039%	-21.982%
337	Borland JBuilder	Technical Skills	Business applications	1	3,786	0.130%	0.001%	-0.130%	-99.514%
338	Borland Paradox	Technical Skills	Business applications	1	248	0.009%	0.001%	-0.007%	-85.151%
72	Business Continuity Planning	Technical Skills	Hardware	2	32,564	1.122%	0.808%	-0.314%	-28.022%
352	Cadence Opus	Technical Skills	Business applications	1	1,301	0.045%	0.033%	-0.012%	-26.408%
868	Calculators	Technical Skills	Hardware	1	1,914	0.066%	0.171%	0.105%	159.734%
39	CASE Tools	Technical Skills	Software development	1	116,156	4.003%	3.027%	-0.976%	-24.389%
367	Categorization or classification software	Technical Skills	Business applications	1	14,128	0.487%	0.392%	-0.095%	-19.590%
112	Certification	Technical Skills	Misc	3	472,510	16.285%	13.413%	-2.871%	-17.632%
78	Cisco	Technical Skills	Hardware	1	142,871	4.924%	4.321%	-0.603%	-12.250%
1009	Cisco Systems IOS	Technical Skills	Network	1	64,343	2.218%	5.585%	3.367%	151.847%
40	Client-Server	Technical Skills	Software development	1	62,552	2.156%	1.056%	-1.100%	-51.020%
1011	Cluster server software	Technical Skills	Network	8	52,677	1.815%	1.718%	-0.098%	-5.382%
1147	CMAKE	Technical Skills	Software development	1	651	0.022%	0.159%	0.137%	609.903%
1151	Compatibility testing	Technical Skills	Software development	1	1,717	0.059%	0.265%	0.206%	348.242%
1152	Compilers	Technical Skills	Software development	5	30,326	1.045%	0.805%	-0.240%	-22.953%
1255	Compliance software	Technical Skills	Technical applications	3	12,758	0.440%	0.426%	-0.014%	-3.162%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	23,585	0.813%	0.882%	0.069%	8.514%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	4,242	0.146%	0.176%	0.030%	20.665%
875	Computer diagnostics	Technical Skills	Hardware	5	127,627	4.399%	3.618%	-0.781%	-17.754%
1107	Computer forensics	Technical Skills	Security	1	6,874	0.237%	0.111%	-0.126%	-53.126%
1266	Computer Hardware	Technical Skills	Hardware	15	62,773	2.163%	1.933%	-0.231%	-10.656%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	2,236	0.077%	0.048%	-0.029%	-38.242%
1015	Computer servers	Technical Skills	Network	6	297,161	10.241%	7.176%	-3.065%	-29.929%
1267	Computer Utilities	Technical Skills	Misc	1	2,179	0.075%	0.090%	0.015%	19.988%
59	Content Manager	Technical Skills	Business applications	1	2,387	0.082%	0.043%	-0.039%	-47.548%
1396	Continuous Improvement	Technical Skills	Software development	1	47,326	1.631%	2.151%	0.519%	31.849%
878	Controllers	Technical Skills	Hardware	3	18,972	0.654%	0.939%	0.285%	43.536%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	2,708	0.093%	0.043%	-0.050%	-53.765%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	11,974	0.413%	0.185%	-0.227%	-55.100%
53	Customer Relationship Management	Technical Skills	Business applications	9	142,018	4.895%	3.895%	-1.000%	-20.423%
1368	Cyber Security	Technical Skills	Information mgmt	3	47,745	1.645%	2.929%	1.283%	77.971%
953	Data acquisition systems	Technical Skills	Information mgmt	1	15,328	0.528%	0.560%	0.032%	6.067%
955	Data compression software	Technical Skills	Information mgmt	1	11,353	0.391%	0.329%	-0.063%	-15.991%
956	Data conversion software	Technical Skills	Information mgmt	1	12,758	0.440%	0.308%	-0.132%	-30.005%
958	Data dictionary	Technical Skills	Information mgmt	1	8,551	0.295%	0.192%	-0.103%	-34.973%
959	Data entry	Technical Skills	Information mgmt	1	11,343	0.391%	0.284%	-0.107%	-27.280%
962	Data mapping	Technical Skills	Information mgmt	1	15,233	0.525%	0.420%	-0.105%	-19.984%
67	Data Mining	Technical Skills	Information mgmt	5	55,801	1.923%	3.444%	1.521%	79.071%
963	Data modeling	Technical Skills	Information mgmt	1	105,228	3.627%	3.243%	-0.384%	-10.588%
68	Data Warehousing	Technical Skills	Information mgmt	2	154,033	5.309%	4.414%	-0.895%	-16.852%
69	Database Administration	Technical Skills	Information mgmt	12	198,943	6.856%	5.432%	-1.424%	-20.768%
969	Database design software	Technical Skills	Information mgmt	15	170,575	5.879%	4.295%	-1.583%	-26.934%
1268	Database Reporting	Technical Skills	Information mgmt	3	46,819	1.614%	0.654%	-0.960%	-59.494%
1269	Database Security	Technical Skills	Information mgmt	2	538	0.019%	0.004%	-0.014%	-76.044%
1373	Database Security	Technical Skills	Information mgmt	1	589	0.020%	0.013%	-0.007%	-34.354%
1270	Database Servers	Technical Skills	Information mgmt	3	40,692	1.402%	0.524%	-0.879%	-62.671%
1271	Database Testing	Technical Skills	Information mgmt	1	2,871	0.099%	0.099%	0.000%	0.046%
1160	Debugging	Technical Skills	Software development	7	230,883	7.957%	8.122%	0.165%	2.076%
1385	Decryption	Technical Skills	Information mgmt	1	882	0.030%	0.023%	-0.008%	-24.848%
418	Desktop publishing software	Technical Skills	Business applications	13	36,748	1.266%	1.107%	-0.160%	-12.619%
1272	Development Environment	Technical Skills	Software development	13	155,920	5.374%	5.589%	0.216%	4.012%
1273	Digital Imaging	Technical Skills	Hardware	1	814	0.028%	0.001%	-0.027%	-97.738%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	9,853	0.340%	0.359%	0.019%	5.581%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	8,477	0.292%	0.153%	-0.139%	-47.654%
1307	Doctor of Philosophy	Technical Skills	Misc	3	119,254	4.110%	5.342%	1.232%	29.970%
973	Document management software	Technical Skills	Information mgmt	4	23,205	0.800%	0.425%	-0.375%	-46.918%
1020	Domain name system (DNS)	Technical Skills	Network	3	101,025	3.482%	3.187%	-0.294%	-8.454%
61	Dreamweaver	Technical Skills	Software development	1	14,371	0.495%	0.119%	-0.376%	-75.913%
54	DSS/GDSS	Technical Skills	Business applications	5	33,299	1.148%	0.633%	-0.515%	-44.872%
425	Dynamic modeling software	Technical Skills	Business applications	1	97	0.003%	0.000%	-0.003%	-100.000%
62	Eclipse	Technical Skills	Software development	1	68,853	2.373%	2.027%	-0.346%	-14.561%
1308	Electronic Commerce	Technical Skills	Business applications	2	141,482	4.876%	4.029%	-0.847%	-17.375%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	25,681	0.885%	0.643%	-0.242%	-27.300%
1023	Electronic mail software	Technical Skills	Network	8	43,949	1.515%	0.926%	-0.588%	-38.834%
1384	Encryption	Technical Skills	Information mgmt	1	181	0.006%	0.007%	0.001%	11.898%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	132,930	4.581%	3.348%	-1.233%	-26.922%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	132,683	4.573%	3.013%	-1.560%	-34.113%
1321	Environmental Certification	Technical Skills	Environmental	1	160	0.006%	0.004%	-0.002%	-30.954%
1328	Environmental Cleanup	Technical Skills	Environmental	1	440	0.015%	0.053%	0.038%	251.506%
1329	Environmental Energy	Technical Skills	Environmental	21	8,025	0.277%	0.555%	0.278%	100.527%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	8,547	0.295%	0.246%	-0.048%	-16.416%
1327	Environmental Pollution	Technical Skills	Environmental	18	5,965	0.206%	0.249%	0.043%	20.999%
1324	Environmental Pollution Control	Technical Skills	Environmental	7	3,735	0.129%	0.193%	0.064%	49.861%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	1,456	0.050%	0.025%	-0.025%	-49.417%
1326	Environmental Product Stewardship	Technical Skills	Environmental	11	5,114	0.176%	0.192%	0.016%	9.091%
1331	Environmental Science	Technical Skills	Environmental	2	372	0.013%	0.007%	-0.006%	-45.555%
1322	Environmental Technology	Technical Skills	Environmental	2	391	0.013%	0.010%	-0.003%	-24.656%
461	Expert system software	Technical Skills	Business applications	1	1,085	0.037%	0.020%	-0.018%	-47.394%
1359	Facebook	Technical Skills	Social Networking	1	431,494	14.871%	19.859%	4.988%	33.543%
463	Facilities management software	Technical Skills	Business applications	4	4,932	0.170%	0.074%	-0.096%	-56.695%
468	Flight control software	Technical Skills	Business applications	1	961	0.033%	0.016%	-0.017%	-52.101%
469	Flowchart software	Technical Skills	Business applications	5	8,858	0.305%	0.206%	-0.099%	-32.446%
1367	Forensic	Technical Skills	Information mgmt	2	22,583	0.778%	0.904%	0.125%	16.101%
1112	Fraud Detection	Technical Skills	Security	1	14,447	0.498%	1.232%	0.734%	147.502%
63	FrontPage	Technical Skills	Software development	1	2,447	0.084%	0.004%	-0.081%	-95.485%
475	Fund accounting software	Technical Skills	Business applications	1	659	0.023%	0.019%	-0.004%	-16.181%
1260	Gaming	Technical Skills	Misc	2	65,757	2.266%	4.253%	1.987%	87.659%
113	Generic databases	Technical Skills	Information mgmt	2	482,479	16.628%	17.184%	0.556%	3.342%
1365	Google Apps	Technical Skills	Business applications	4	11,435	0.394%	0.374%	-0.020%	-5.161%
1364	Google Plus	Technical Skills	Social Networking	1	1,313	0.045%	0.004%	-0.041%	-90.184%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	142,708	4.918%	4.052%	-0.867%	-17.621%
484	Graphic software	Technical Skills	Business applications	16	215,764	7.436%	6.592%	-0.844%	-11.354%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	62,944	2.169%	1.210%	-0.959%	-44.217%
1323	Green IT	Technical Skills	Environmental	9	6,844	0.236%	0.329%	0.093%	39.625%
893	Guidance systems	Technical Skills	Hardware	1	140	0.005%	0.001%	-0.004%	-86.848%
1371	Hacking	Technical Skills	Information mgmt	5	14,088	0.486%	0.881%	0.396%	81.535%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	890	0.031%	0.014%	-0.017%	-54.487%
1277	Hardware Design	Technical Skills	Hardware	19	23,508	0.810%	1.012%	0.202%	24.926%
1278	Hardware Testing	Technical Skills	Hardware	4	8,188	0.282%	0.256%	-0.026%	-9.153%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	826	0.028%	0.018%	-0.011%	-37.586%
492	Helpdesk or call center	Technical Skills	Business applications	2	100,713	3.471%	2.234%	-1.237%	-35.629%
1377	Homeland Security	Technical Skills	Information mgmt	1	52,409	1.806%	0.581%	-1.225%	-67.819%
114	IBM databases	Technical Skills	Information mgmt	2	81,812	2.820%	1.501%	-1.318%	-46.752%
121	IBM operating systems	Technical Skills	Business applications	4	58,712	2.023%	0.723%	-1.301%	-64.281%
898	Image capture devices	Technical Skills	Hardware	8	13,165	0.454%	0.322%	-0.131%	-28.952%
524	Industrial control software	Technical Skills	Business applications	3	11,237	0.387%	0.345%	-0.042%	-10.864%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	45,002	1.551%	1.396%	-0.155%	-9.989%
1375	Information Security	Technical Skills	Information mgmt	3	109,661	3.779%	4.264%	0.485%	12.830%
899	Infrared	Technical Skills	Hardware	1	2,245	0.077%	0.069%	-0.009%	-11.424%
1180	Installation	Technical Skills	Software development	1	246,104	8.482%	5.353%	-3.129%	-36.894%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,133	0.039%	0.015%	-0.024%	-62.623%
536	Internet browser software	Technical Skills	Business applications	4	17,341	0.598%	0.404%	-0.194%	-32.471%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	32,303	1.113%	0.932%	-0.181%	-16.269%
541	Inventory management software	Technical Skills	Business applications	3	12,833	0.442%	0.347%	-0.095%	-21.519%
1414	ISO 9000	Technical Skills	Software development	1	4,785	0.165%	0.025%	-0.140%	-84.608%
73	IT Architecture/Standards	Technical Skills	Hardware	2	19,935	0.687%	0.497%	-0.190%	-27.681%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,133	0.039%	0.039%	-0.000%	-0.870%
1035	Kernel	Technical Skills	Network	1	34,827	1.200%	1.158%	-0.042%	-3.516%
907	Lasers	Technical Skills	Hardware	1	772	0.027%	0.051%	0.024%	90.800%
1038	License management software	Technical Skills	Network	1	1,868	0.064%	0.063%	-0.001%	-1.433%
1361	LinkedIn	Technical Skills	Social Networking	1	26,791	0.923%	2.236%	1.312%	142.120%
908	Mainframe computers	Technical Skills	Hardware	2	64,878	2.236%	1.119%	-1.117%	-49.938%
124	Mainframe operating systems	Technical Skills	Business applications	8	38,118	1.314%	0.713%	-0.601%	-45.755%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	67,396	2.323%	1.480%	-0.842%	-36.264%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	11,960	0.412%	0.242%	-0.170%	-41.346%
1281	Medical software	Technical Skills	Business applications	9	16,357	0.564%	0.900%	0.337%	59.730%
115	Microsoft databases	Technical Skills	Information mgmt	5	463,397	15.971%	12.627%	-3.343%	-20.935%
119	Microsoft operating systems	Technical Skills	Business applications	4	633,976	21.849%	14.873%	-6.977%	-31.930%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	19,206	0.662%	1.338%	0.676%	102.088%
625	Multimedia	Technical Skills	Business applications	1	26,693	0.920%	0.483%	-0.437%	-47.508%
1362	MySpace	Technical Skills	Social Networking	1	3,713	0.128%	0.019%	-0.109%	-85.123%
74	Network administration	Technical Skills	Hardware	17	307,555	10.600%	8.296%	-2.303%	-21.731%
1282	Network Administration software	Technical Skills	Network	18	151,288	5.214%	4.172%	-1.042%	-19.992%
1283	Network Hardware	Technical Skills	Network	11	115,401	3.977%	2.795%	-1.183%	-29.734%
1284	Network Monitoring software	Technical Skills	Network	15	81,861	2.821%	3.017%	0.195%	6.927%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,825	0.097%	0.058%	-0.040%	-40.690%
1122	Network security	Technical Skills	Security	1	96,114	3.312%	2.192%	-1.120%	-33.814%
1369	Network Security	Technical Skills	Information mgmt	1	19,915	0.686%	0.665%	-0.021%	-3.108%
1285	Network Security software	Technical Skills	Security	36	210,035	7.239%	7.824%	0.585%	8.088%
1286	Network software	Technical Skills	Network	6	53,437	1.842%	1.424%	-0.418%	-22.681%
1287	Network Testing	Technical Skills	Network	11	47,962	1.653%	1.430%	-0.223%	-13.509%
1065	Novell network software	Technical Skills	Network	2	4,185	0.144%	0.010%	-0.135%	-93.401%
643	Oberon	Technical Skills	Business applications	1	413	0.014%	0.023%	0.009%	60.494%
1413	Object Oriented Design	Technical Skills	Software development	2	94,826	3.268%	3.398%	0.130%	3.977%
41	Object Oriented Programming	Technical Skills	Software development	5	430,693	14.843%	16.931%	2.087%	14.062%
1288	Office Applications	Technical Skills	Business applications	13	361,450	12.457%	8.159%	-4.298%	-34.501%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	36,786	1.268%	0.617%	-0.650%	-51.299%
116	Open-source databases	Technical Skills	Information mgmt	4	194,092	6.689%	11.307%	4.617%	69.028%
118	Open-source operating systems	Technical Skills	Business applications	8	540,602	18.631%	22.894%	4.263%	22.881%
56	Operating Systems	Technical Skills	Business applications	3	285,342	9.834%	7.275%	-2.559%	-26.026%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,733	0.060%	0.066%	0.006%	10.495%
117	Oracle databases	Technical Skills	Information mgmt	1	528,962	18.230%	10.816%	-7.414%	-40.669%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,172	0.109%	0.016%	-0.093%	-84.908%
1376	Penetration Testing	Technical Skills	Information mgmt	5	72,208	2.489%	3.293%	0.804%	32.314%
1289	Physical Tools	Technical Skills	Hardware	1	161	0.006%	0.004%	-0.001%	-19.947%
683	Point of sale (POS)	Technical Skills	Business applications	3	17,001	0.586%	0.453%	-0.133%	-22.673%
931	Printers	Technical Skills	Hardware	3	24,417	0.842%	0.678%	-0.164%	-19.465%
43	Programming	Technical Skills	Software development	1	862,896	29.739%	29.168%	-0.571%	-1.919%
700	Provisioning	Technical Skills	Business applications	1	42,860	1.477%	1.629%	0.152%	10.276%
1405	Rapid Application Development	Technical Skills	Software development	2	17,683	0.609%	0.249%	-0.360%	-59.079%
1258	Rate Control	Technical Skills	Technical applications	1	184	0.006%	0.003%	-0.003%	-49.967%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	39,173	1.350%	0.352%	-0.999%	-73.961%
1077	Remote control software	Technical Skills	Network	2	2,758	0.095%	0.045%	-0.050%	-52.601%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	1,957	0.067%	0.037%	-0.031%	-45.431%
1379	Risk Analysis	Technical Skills	Information mgmt	1	17,646	0.608%	0.482%	-0.127%	-20.804%
1262	Robotics	Technical Skills	Hardware	3	12,753	0.440%	1.018%	0.579%	131.723%
1318	RSA	Technical Skills	Security	1	13,972	0.482%	0.283%	-0.199%	-41.226%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	94,537	3.258%	6.883%	3.625%	111.259%
44	SDLC	Technical Skills	Software development	7	400,763	13.812%	13.524%	-0.288%	-2.082%
1132	Secure shell (SSH)	Technical Skills	Security	1	313	0.011%	0.007%	-0.004%	-35.292%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	41,907	1.444%	1.738%	0.294%	20.341%
76	Security	Technical Skills	Hardware	4	2,065,427	71.183%	95.558%	24.375%	34.242%
1382	Security Audit	Technical Skills	Information mgmt	1	2,985	0.103%	0.064%	-0.039%	-37.701%
1315	Security Clearance	Technical Skills	Misc	2	213,450	7.356%	4.526%	-2.831%	-38.479%
1381	Security Plan	Technical Skills	Information mgmt	1	2,024	0.070%	0.059%	-0.011%	-15.398%
1380	Security Policy	Technical Skills	Information mgmt	2	43,676	1.505%	1.505%	-0.000%	-0.005%
1135	Security testing software	Technical Skills	Security	1	8,295	0.286%	0.475%	0.189%	66.254%
60	Sharepoint Server	Technical Skills	Business applications	1	11,368	0.392%	0.124%	-0.267%	-68.255%
1084	Signal generators	Technical Skills	Network	1	586	0.020%	0.019%	-0.001%	-5.739%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	29,618	1.021%	0.657%	-0.364%	-35.659%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	130,685	4.504%	5.458%	0.954%	21.180%
1220	Simulation software	Technical Skills	Software development	5	47,989	1.654%	1.404%	-0.250%	-15.092%
1366	Social Network	Technical Skills	Social Networking	1	11,139	0.384%	1.480%	1.097%	285.634%
1358	Social Networking	Technical Skills	Social Networking	1	18,025	0.621%	0.211%	-0.410%	-65.985%
42	Software Development	Technical Skills	Software development	2	798,652	27.525%	26.343%	-1.182%	-4.295%
1291	Software Development software	Technical Skills	Software development	3	5,889	0.203%	0.099%	-0.104%	-51.226%
1309	Software Engineering	Technical Skills	Software development	1	471,944	16.265%	20.107%	3.842%	23.622%
1292	Software Installation	Technical Skills	Software development	4	353,726	12.191%	13.251%	1.060%	8.696%
1223	Software libraries	Technical Skills	Software development	1	1,083	0.037%	0.034%	-0.004%	-9.894%
1293	Software Maintenance	Technical Skills	Software development	1	25,450	0.877%	0.712%	-0.165%	-18.827%
1294	Software Testing	Technical Skills	Software development	14	356,727	12.294%	11.676%	-0.618%	-5.030%
1225	Source code management (SCM)	Technical Skills	Software development	5	126,712	4.367%	5.085%	0.718%	16.450%
1229	Static analysis software	Technical Skills	Software development	1	2,971	0.102%	0.121%	0.019%	18.369%
772	Statistical analysis software	Technical Skills	Business applications	26	215,370	7.423%	9.024%	1.602%	21.577%
774	Statistical software	Technical Skills	Business applications	1	100,696	3.470%	4.267%	0.796%	22.948%
1230	Stress testing software	Technical Skills	Software development	1	8,467	0.292%	0.198%	-0.094%	-32.153%
122	Sun operating systems	Technical Skills	Business applications	3	132,990	4.583%	1.214%	-3.369%	-73.515%
939	Surveillance systems	Technical Skills	Hardware	5	24,793	0.854%	0.861%	0.007%	0.776%
791	Symantec software	Technical Skills	Business applications	1	22,913	0.790%	0.433%	-0.356%	-45.116%
1355	Symbian	Technical Skills	Mobile Platforms	1	108	0.004%	0.000%	-0.004%	-100.000%
1310	System Administration	Technical Skills	Network	4	201,080	6.930%	5.125%	-1.805%	-26.051%
45	System Testing	Technical Skills	Software development	5	68,306	2.354%	1.747%	-0.607%	-25.791%
46	Systems Analysis	Technical Skills	Software development	8	254,284	8.764%	5.874%	-2.890%	-32.972%
47	Systems Design	Technical Skills	Software development	1	44,155	1.522%	0.981%	-0.541%	-35.533%
1233	Systems Evaluation	Technical Skills	Software development	1	258	0.009%	0.008%	-0.001%	-14.362%
1234	Systems integration	Technical Skills	Software development	8	149,302	5.146%	1.601%	-3.545%	-68.886%
75	TCP/IP	Technical Skills	Hardware	3	183,356	6.319%	4.660%	-1.659%	-26.253%
1235	Technology Design	Technical Skills	Software development	1	2,615	0.090%	0.043%	-0.048%	-52.825%
1236	Templates	Technical Skills	Software development	1	46,093	1.589%	1.382%	-0.206%	-12.998%
1239	Test implementation	Technical Skills	Software development	1	1,184	0.041%	0.041%	-0.000%	-0.474%
1302	Testing	Technical Skills	Software development	1	967,424	33.341%	31.798%	-1.544%	-4.629%
1297	Training software	Technical Skills	Business applications	3	2,398	0.083%	0.030%	-0.052%	-63.145%
57	Transaction Processing Systems	Technical Skills	Business applications	4	4,185	0.144%	0.095%	-0.050%	-34.446%
1360	Twitter	Technical Skills	Social Networking	1	37,113	1.279%	1.475%	0.196%	15.346%
1411	Unified Process	Technical Skills	Software development	1	8,728	0.301%	0.046%	-0.254%	-84.600%
123	UNIX operating systems	Technical Skills	Business applications	5	500,567	17.252%	10.679%	-6.573%	-38.098%
1298	UNIX Shells	Technical Skills	Business applications	4	115,583	3.983%	3.234%	-0.750%	-18.821%
1410	Use Case	Technical Skills	Software development	1	22,415	0.773%	0.625%	-0.147%	-19.090%
48	User-Interface Design	Technical Skills	Software development	2	207,628	7.156%	9.261%	2.105%	29.418%
836	Video creation and editing software	Technical Skills	Business applications	3	13,113	0.452%	0.542%	0.090%	19.912%
64	Visual Studio	Technical Skills	Software development	1	117,502	4.050%	3.557%	-0.492%	-12.156%
843	Voice dictation & recognition	Technical Skills	Business applications	2	3,763	0.130%	0.204%	0.075%	57.554%
77	Voice/Data Telecom	Technical Skills	Hardware	10	217,312	7.489%	4.262%	-3.227%	-43.089%
1299	Web Application Server	Technical Skills	Business applications	8	150,941	5.202%	2.482%	-2.720%	-52.280%
1248	Web platform development software	Technical Skills	Software development	5	9,675	0.333%	0.064%	-0.269%	-80.779%
65	web programmer	Technical Skills	Software development	4	36,942	1.273%	0.696%	-0.577%	-45.324%
58	Web servers	Technical Skills	Business applications	6	241,310	8.317%	6.533%	-1.783%	-21.440%
49	Web-based Application Development	Technical Skills	Software development	2	174,915	6.028%	5.170%	-0.858%	-14.231%
1356	Windows CE	Technical Skills	Mobile Platforms	4	20,812	0.717%	0.225%	-0.492%	-68.593%
1102	Wireless	Technical Skills	Network	5	128,782	4.438%	3.665%	-0.773%	-17.419%
1363	YouTube	Technical Skills	Social Networking	2	6,321	0.218%	0.311%	0.093%	42.731%
79	.NET	Programming Skills	Current	1	372,948	12.853%	11.154%	-1.700%	-13.223%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	96	0.003%	0.004%	0.000%	15.076%
209	A programming language (APL)	Programming Skills	Legacy	2	4,533	0.156%	0.098%	-0.058%	-37.042%
99	Ada	Programming Skills	Legacy	1	10,063	0.347%	0.248%	-0.099%	-28.459%
80	AJAX	Programming Skills	Current	1	206,131	7.104%	4.942%	-2.162%	-30.435%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	72	0.002%	0.001%	-0.002%	-74.427%
192	Apple AppleScript	Programming Skills	Current	1	534	0.018%	0.060%	0.041%	224.111%
81	ASP	Programming Skills	Current	2	255,831	8.817%	6.995%	-1.822%	-20.660%
108	Assembly	Programming Skills	Legacy	2	9,349	0.322%	0.057%	-0.265%	-82.275%
211	AWK	Programming Skills	Legacy	1	7,365	0.254%	0.176%	-0.078%	-30.751%
212	B	Programming Skills	Legacy	1	36,608	1.262%	1.485%	0.223%	17.692%
83	C#	Programming Skills	Current	2	371,184	12.793%	15.240%	2.448%	19.134%
82	C/C++	Programming Skills	Current	3	546,806	18.845%	18.843%	-0.002%	-0.010%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	285,505	9.840%	16.609%	6.769%	68.796%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	868	0.030%	0.008%	-0.022%	-74.545%
84	CGI	Programming Skills	Current	2	23,188	0.799%	1.029%	0.229%	28.714%
217	Clipper	Programming Skills	Legacy	1	556	0.019%	0.002%	-0.017%	-90.065%
218	CLU	Programming Skills	Legacy	1	184	0.006%	0.001%	-0.005%	-79.987%
100	Cobol	Programming Skills	Legacy	1	24,429	0.842%	0.446%	-0.396%	-47.015%
85	ColdFusion	Programming Skills	Current	2	20,537	0.708%	0.312%	-0.396%	-55.980%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	388	0.013%	0.003%	-0.010%	-76.273%
195	Component object model (COM)	Programming Skills	Current	1	529	0.018%	0.002%	-0.016%	-89.558%
125	Database programming	Programming Skills	Current	3	84,231	2.903%	1.752%	-1.151%	-39.647%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,274	0.182%	0.015%	-0.167%	-91.970%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	21,014	0.724%	0.463%	-0.261%	-36.038%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	5,350	0.184%	0.147%	-0.038%	-20.500%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	36,501	1.258%	0.378%	-0.880%	-69.936%
109	Forth	Programming Skills	Legacy	1	7,798	0.269%	0.210%	-0.059%	-21.846%
102	Fortran	Programming Skills	Legacy	1	5,357	0.185%	0.113%	-0.072%	-38.821%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	592,164	20.408%	19.978%	-0.431%	-2.109%
222	J	Programming Skills	Legacy	1	10,590	0.365%	0.159%	-0.206%	-56.534%
87	Java/J2EE/J2P	Programming Skills	Current	4	782,600	26.972%	32.108%	5.137%	19.044%
97	JavaScript	Programming Skills	Current	3	460,109	15.857%	25.638%	9.781%	61.681%
89	JavaServer Faces	Programming Skills	Current	3	31,034	1.070%	0.638%	-0.432%	-40.374%
88	JavaServer Pages	Programming Skills	Current	3	131,109	4.519%	1.989%	-2.530%	-55.988%
223	Job control language (JCL)	Programming Skills	Legacy	2	14,146	0.488%	0.256%	-0.231%	-47.416%
126	LAMP	Programming Skills	Current	1	37,039	1.277%	1.764%	0.488%	38.195%
104	Lisp	Programming Skills	Legacy	1	2,271	0.078%	0.045%	-0.033%	-42.436%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	1,924	0.066%	0.124%	0.057%	86.611%
201	Microsoft ActiveX	Programming Skills	Current	1	5,045	0.174%	0.025%	-0.148%	-85.402%
107	Pascal	Programming Skills	Legacy	1	1,565	0.054%	0.004%	-0.049%	-91.764%
90	Perl	Programming Skills	Current	1	253,702	8.744%	6.758%	-1.986%	-22.708%
91	PHP	Programming Skills	Current	1	147,645	5.088%	6.419%	1.330%	26.140%
103	PL/1	Programming Skills	Legacy	3	543	0.019%	0.010%	-0.009%	-45.747%
105	Prolog	Programming Skills	Legacy	1	1,494	0.051%	0.099%	0.048%	92.256%
95	Python	Programming Skills	Current	1	210,322	7.249%	19.638%	12.390%	170.928%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	44,203	1.523%	1.156%	-0.368%	-24.148%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	1,655	0.057%	0.046%	-0.011%	-18.786%
206	Scripting languages	Programming Skills	Current	1	74,976	2.584%	2.666%	0.082%	3.191%
101	Smalltalk	Programming Skills	Legacy	1	973	0.034%	0.002%	-0.032%	-94.323%
92	SQL	Programming Skills	Current	3	1,013,695	34.936%	33.676%	-1.261%	-3.608%
110	TCL	Programming Skills	Legacy	1	16,343	0.563%	0.218%	-0.345%	-61.245%
98	Unified Modeling Language	Programming Skills	Current	2	99,002	3.412%	1.392%	-2.020%	-59.196%
93	Visual Basic	Programming Skills	Current	6	217,789	7.506%	3.496%	-4.009%	-53.418%
207	Web service definition language (WSDL)	Programming Skills	Current	2	26,776	0.923%	0.527%	-0.395%	-42.857%
94	XML	Programming Skills	Current	2	423,994	14.613%	8.616%	-5.997%	-41.037%
1342	Computer Science	Majors	Computer Science	2	2,901,640	100.003%	100.045%	0.043%	0.043%
1344	Information Technology	Majors	Information Technology	3	776,385	26.757%	14.394%	-12.363%	-46.204%
1343	Management Information Systems	Majors	Management Information Systems	9	754,205	25.993%	19.376%	-6.617%	-25.458%

IT Degrees

Information Technology	2018-07-18	Jobs Found:	1,417,136	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	3,995	0.282%	0.540%	0.258%	91.529%
2	Attention to Details	Soft Skills	Problem-solving skills	1	3,741	0.264%	0.465%	0.201%	76.200%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	9,626	0.679%	1.468%	0.789%	116.100%
231	Cooperation	Soft Skills	Interpersonal skills	1	11,477	0.810%	0.921%	0.111%	13.712%
3	Creativity	Soft Skills	Problem-solving skills	3	38,559	2.721%	3.967%	1.246%	45.779%
4	Critical thinking	Soft Skills	Problem-solving skills	3	18,321	1.293%	3.226%	1.933%	149.500%
1300	Flexibility	Soft Skills	Work ethic	1	96,367	6.800%	4.478%	-2.322%	-34.142%
232	Independence	Soft Skills	Interpersonal skills	1	7,872	0.555%	0.743%	0.188%	33.808%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	177,241	12.507%	14.964%	2.457%	19.644%
256	Innovation	Soft Skills	Problem-solving skills	1	98,431	6.946%	14.232%	7.287%	104.906%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	170,834	12.055%	12.355%	0.300%	2.493%
1422	Internship	Soft Skills	Work ethic	3	49,235	3.474%	0.704%	-2.771%	-79.750%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	855	0.060%	0.061%	0.000%	0.727%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	98,387	6.943%	10.404%	3.461%	49.851%
10	Leadership	Soft Skills	Interpersonal skills	1	313,747	22.140%	28.109%	5.970%	26.964%
258	Learning	Soft Skills	Problem-solving skills	1	150,790	10.640%	8.564%	-2.076%	-19.513%
1	Learning Ability	Soft Skills	Problem-solving skills	3	20,581	1.452%	2.312%	0.859%	59.173%
236	Listening	Soft Skills	Language skills	1	51,316	3.621%	2.482%	-1.139%	-31.449%
260	Mathematics	Soft Skills	Problem-solving skills	3	41,847	2.953%	4.436%	1.483%	50.235%
261	Memorization	Soft Skills	Problem-solving skills	1	77	0.005%	0.002%	-0.003%	-56.982%
18	Negotiation Skills	Soft Skills	Language skills	1	15,832	1.117%	1.073%	-0.044%	-3.968%
262	Optimization	Soft Skills	Problem-solving skills	1	58,814	4.150%	5.077%	0.927%	22.326%
19	Oral Communications	Soft Skills	Language skills	4	24,561	1.733%	2.164%	0.431%	24.884%
273	Persistence	Soft Skills	Work ethic	1	3,392	0.239%	0.409%	0.170%	70.892%
239	Persuasion	Soft Skills	Language skills	1	2,412	0.170%	0.269%	0.099%	57.929%
1301	Physical Skill	Soft Skills	Work ethic	2	1,395	0.098%	0.168%	0.070%	70.962%
240	Presentations	Soft Skills	Language skills	1	74,799	5.278%	5.495%	0.217%	4.111%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	204,082	14.401%	20.459%	6.058%	42.067%
20	Questioning skills	Soft Skills	Language skills	1	385	0.027%	0.037%	0.010%	37.657%
241	Reading Comprehension	Soft Skills	Language skills	1	485	0.034%	0.028%	-0.006%	-18.044%
6	Research skills	Soft Skills	Problem-solving skills	1	2,666	0.188%	0.157%	-0.032%	-16.756%
15	Responsibility	Soft Skills	Work ethic	2	139,269	9.827%	10.296%	0.469%	4.769%
234	Self Control	Soft Skills	Interpersonal skills	1	116	0.008%	0.019%	0.011%	128.440%
11	Self-esteem	Soft Skills	Interpersonal skills	1	44	0.003%	0.002%	-0.001%	-24.719%
16	Self-management	Soft Skills	Work ethic	1	1,270	0.090%	0.140%	0.051%	56.490%
250	Stress Tolerance	Soft Skills	Physical skills	1	230	0.016%	0.051%	0.035%	216.836%
12	Teamwork	Soft Skills	Interpersonal skills	1	60,982	4.303%	4.836%	0.533%	12.383%
17	Time Management	Soft Skills	Work ethic	2	46,855	3.306%	4.476%	1.170%	35.380%
268	Visualization	Soft Skills	Problem-solving skills	1	10,120	0.714%	3.130%	2.416%	338.269%
7	Working under pressure	Soft Skills	Problem-solving skills	1	887	0.063%	0.129%	0.066%	105.390%
21	Written Communications	Soft Skills	Language skills	5	208,143	14.688%	16.628%	1.941%	13.212%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	216,521	15.279%	7.124%	-8.154%	-53.371%
172	Account management	Business Skills	Management skills	1	14,955	1.055%	1.164%	0.109%	10.302%
22	Accounting	Business Skills	Business processes	4	304,226	21.468%	4.612%	-16.856%	-78.518%
1263	Accounting software	Business Skills	Business processes	7	41,236	2.910%	1.391%	-1.519%	-52.205%
174	Administration	Business Skills	Management skills	3	473,279	33.397%	25.957%	-7.440%	-22.278%
1313	Analyst	Business Skills	Project management	1	290,417	20.493%	23.208%	2.715%	13.246%
175	Application management	Business Skills	Management skills	5	96,385	6.801%	9.630%	2.829%	41.589%
150	Asset management	Business Skills	Business processes	1	22,015	1.553%	1.914%	0.361%	23.227%
151	Auditing	Business Skills	Business processes	5	123,017	8.681%	7.496%	-1.185%	-13.648%
1264	Auditing software	Business Skills	Business processes	1	135	0.010%	0.000%	-0.010%	-100.000%
152	Billing	Business Skills	Business processes	1	61,325	4.327%	1.713%	-2.614%	-60.408%
1314	Business Analyst	Business Skills	Project management	1	123,842	8.739%	7.524%	-1.215%	-13.902%
35	Business Intelligence	Business Skills	Strategy skills	1	62,771	4.429%	6.540%	2.111%	47.648%
155	Business performance management (BPM)	Business Skills	Business processes	2	9,295	0.656%	1.068%	0.412%	62.857%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	26,514	1.871%	0.685%	-1.186%	-63.396%
36	Business Strategy	Business Skills	Strategy skills	3	309,816	21.862%	24.732%	2.870%	13.126%
182	Calendar and scheduling	Business Skills	Project management	3	60,795	4.290%	5.023%	0.733%	17.087%
156	Capacity planning	Business Skills	Business processes	1	25,937	1.830%	2.045%	0.215%	11.745%
28	Change Management	Business Skills	Management skills	1	64,918	4.581%	7.484%	2.903%	63.379%
183	Content workflow	Business Skills	Project management	1	50	0.004%	0.000%	-0.004%	-100.000%
24	Contracting and legal	Business Skills	Business processes	2	170,941	12.062%	7.307%	-4.756%	-39.426%
176	Coordination	Business Skills	Management skills	1	77,988	5.503%	6.813%	1.310%	23.809%
157	Cost accounting	Business Skills	Business processes	1	2,934	0.207%	0.103%	-0.104%	-50.326%
158	Cost estimation	Business Skills	Business processes	1	1,308	0.092%	0.131%	0.039%	41.814%
1312	Customer Support	Business Skills	Business processes	6	311,897	22.009%	21.639%	-0.370%	-1.679%
1339	Education	Business Skills	Industry Segment	1	15,762	1.112%	1.400%	0.288%	25.880%
1333	Energy	Business Skills	Industry Segment	1	68,759	4.852%	5.252%	0.400%	8.246%
1340	Entertainment	Business Skills	Industry Segment	1	165,627	11.687%	1.131%	-10.556%	-90.320%
1319	Environmental	Business Skills	Environmental	15	115,727	8.166%	2.457%	-5.710%	-69.918%
1320	Environmental Strategy	Business Skills	Environmental	7	4,861	0.343%	1.049%	0.706%	205.957%
161	Financial	Business Skills	Business processes	2	492,409	34.747%	22.909%	-11.838%	-34.070%
1275	Financial Analysis software	Business Skills	Business processes	7	2,411	0.170%	0.028%	-0.142%	-83.514%
1332	Health Care	Business Skills	Industry Segment	2	385,011	27.168%	19.393%	-7.775%	-28.618%
177	Human resources	Business Skills	Management skills	2	234,905	16.576%	3.784%	-12.792%	-77.171%
1336	Insurance	Business Skills	Industry Segment	1	8,729	0.616%	0.746%	0.130%	21.050%
1316	Managing/Supervision	Business Skills	Management skills	5	699,064	49.329%	39.462%	-9.867%	-20.003%
1334	Manufacturing	Business Skills	Industry Segment	2	198,014	13.973%	4.712%	-9.261%	-66.276%
26	Marketing	Business Skills	Business processes	1	289,222	20.409%	5.124%	-15.285%	-74.896%
185	Monitoring	Business Skills	Project management	1	155,223	10.953%	18.040%	7.087%	64.698%
179	Negotiation	Business Skills	Management skills	1	60,285	4.254%	4.345%	0.091%	2.143%
163	Operation and Control	Business Skills	Business processes	2	666	0.047%	0.082%	0.035%	74.074%
29	Outsourcing Management	Business Skills	Management skills	3	96,384	6.801%	3.116%	-3.686%	-54.189%
167	Procurement	Business Skills	Business processes	1	73,483	5.185%	2.632%	-2.553%	-49.243%
1290	Project Management software	Business Skills	Project management	3	49,325	3.481%	4.469%	0.988%	28.399%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	286,636	20.226%	22.623%	2.397%	11.851%
168	Quality	Business Skills	Business processes	1	419,888	29.629%	34.946%	5.317%	17.944%
1337	Real Estate	Business Skills	Industry Segment	2	166,579	11.755%	0.683%	-11.072%	-94.194%
1335	Retail	Business Skills	Industry Segment	2	409,610	28.904%	8.291%	-20.613%	-71.317%
34	Risk Management	Business Skills	Project management	1	51,773	3.653%	5.981%	2.328%	63.722%
169	Service Orientation	Business Skills	Business processes	1	11,473	0.810%	0.893%	0.083%	10.288%
27	Supply Chain Management	Business Skills	Business processes	3	77,333	5.457%	2.945%	-2.512%	-46.031%
1295	Supply Chain Management software	Business Skills	Business processes	4	3,054	0.216%	0.171%	-0.045%	-20.824%
178	Teaching	Business Skills	Management skills	7	212,245	14.977%	2.693%	-12.284%	-82.021%
190	Timekeeping	Business Skills	Project management	3	75,754	5.346%	1.578%	-3.768%	-70.485%
1296	Timekeeping software	Business Skills	Project management	1	1,733	0.122%	0.224%	0.102%	83.490%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,438	0.101%	0.091%	-0.010%	-10.165%
180	Troubleshooting	Business Skills	Management skills	1	161,454	11.393%	19.262%	7.869%	69.072%
181	Verification	Business Skills	Management skills	1	46,149	3.256%	16.549%	13.292%	408.173%
1338	Waste Management	Business Skills	Industry Segment	1	1,294	0.091%	0.383%	0.292%	319.807%
191	Workflow	Business Skills	Project management	1	59,461	4.196%	5.977%	1.781%	42.442%
31	Working Globally	Business Skills	Management skills	3	9,300	0.656%	0.075%	-0.581%	-88.603%
32	Working with Virtual Teams	Business Skills	Management skills	2	2,593	0.183%	0.189%	0.006%	3.472%
51	4GL	Technical Skills	Software development	3	1,505	0.106%	0.075%	-0.031%	-29.571%
987	Access servers & software	Technical Skills	Network	10	47,711	3.367%	4.866%	1.500%	44.545%
38	Agile Development Methods	Technical Skills	Software development	13	51,926	3.664%	11.133%	7.469%	203.834%
304	Algorithmic software	Technical Skills	Business applications	1	6	0.000%	0.000%	-0.000%	-100.000%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	1,150	0.081%	0.058%	-0.023%	-27.992%
1352	Android	Technical Skills	Mobile Platforms	3	9,690	0.684%	2.634%	1.950%	285.248%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	8,948	0.631%	0.865%	0.233%	36.967%
120	Apple operating systems	Technical Skills	Business applications	6	26,825	1.893%	3.614%	1.721%	90.902%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	36,575	2.581%	0.016%	-2.565%	-99.366%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	19,169	1.353%	1.101%	-0.252%	-18.612%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	12	0.001%	0.000%	-0.001%	-100.000%
1265	Backup & Recovery	Technical Skills	Technical applications	16	117,420	8.286%	9.864%	1.578%	19.045%
1386	Biometric	Technical Skills	Information mgmt	2	3,041	0.215%	1.300%	1.085%	505.618%
1353	Blackberry	Technical Skills	Mobile Platforms	2	11,056	0.780%	0.395%	-0.385%	-49.368%
336	Borland Delphi	Technical Skills	Business applications	1	1,429	0.101%	0.072%	-0.028%	-28.143%
337	Borland JBuilder	Technical Skills	Business applications	1	842	0.059%	0.002%	-0.057%	-96.066%
338	Borland Paradox	Technical Skills	Business applications	1	100	0.007%	0.002%	-0.005%	-66.876%
72	Business Continuity Planning	Technical Skills	Hardware	2	43,047	3.038%	1.891%	-1.147%	-37.749%
352	Cadence Opus	Technical Skills	Business applications	1	1,083	0.076%	0.047%	-0.030%	-38.830%
868	Calculators	Technical Skills	Hardware	1	706	0.050%	0.042%	-0.008%	-15.548%
39	CASE Tools	Technical Skills	Software development	1	102,465	7.230%	5.044%	-2.186%	-30.238%
367	Categorization or classification software	Technical Skills	Business applications	1	4,052	0.286%	0.330%	0.044%	15.263%
112	Certification	Technical Skills	Misc	3	330,820	23.344%	28.058%	4.714%	20.192%
78	Cisco	Technical Skills	Hardware	1	202,798	14.310%	6.928%	-7.382%	-51.588%
1009	Cisco Systems IOS	Technical Skills	Network	1	14,181	1.001%	3.319%	2.318%	231.682%
40	Client-Server	Technical Skills	Software development	1	35,084	2.476%	1.566%	-0.910%	-36.743%
1011	Cluster server software	Technical Skills	Network	8	20,306	1.433%	2.078%	0.645%	45.017%
1147	CMAKE	Technical Skills	Software development	1	56	0.004%	0.016%	0.012%	314.048%
1151	Compatibility testing	Technical Skills	Software development	1	384	0.027%	0.122%	0.094%	348.552%
1152	Compilers	Technical Skills	Software development	5	10,393	0.733%	0.718%	-0.016%	-2.155%
1255	Compliance software	Technical Skills	Technical applications	3	10,395	0.734%	1.351%	0.617%	84.180%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	50,523	3.565%	0.587%	-2.978%	-83.544%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	2,570	0.181%	0.245%	0.064%	35.331%
875	Computer diagnostics	Technical Skills	Hardware	5	51,531	3.636%	5.159%	1.522%	41.865%
1107	Computer forensics	Technical Skills	Security	1	3,974	0.280%	0.182%	-0.098%	-34.986%
1266	Computer Hardware	Technical Skills	Hardware	15	34,609	2.442%	3.522%	1.080%	44.233%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	34,922	2.464%	0.042%	-2.422%	-98.293%
1015	Computer servers	Technical Skills	Network	6	117,437	8.287%	10.672%	2.386%	28.787%
1267	Computer Utilities	Technical Skills	Misc	1	294	0.021%	0.019%	-0.002%	-9.867%
59	Content Manager	Technical Skills	Business applications	1	1,468	0.104%	0.098%	-0.005%	-5.232%
1396	Continuous Improvement	Technical Skills	Software development	1	24,919	1.758%	3.359%	1.600%	91.015%
878	Controllers	Technical Skills	Hardware	3	7,590	0.536%	1.061%	0.526%	98.132%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	1,911	0.135%	0.049%	-0.086%	-63.600%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	5,807	0.410%	0.360%	-0.050%	-12.157%
53	Customer Relationship Management	Technical Skills	Business applications	9	106,803	7.537%	6.147%	-1.389%	-18.433%
1368	Cyber Security	Technical Skills	Information mgmt	3	21,623	1.526%	5.465%	3.939%	258.153%
953	Data acquisition systems	Technical Skills	Information mgmt	1	4,946	0.349%	0.404%	0.055%	15.860%
955	Data compression software	Technical Skills	Information mgmt	1	2,078	0.147%	0.101%	-0.046%	-31.457%
956	Data conversion software	Technical Skills	Information mgmt	1	6,749	0.476%	0.612%	0.136%	28.589%
958	Data dictionary	Technical Skills	Information mgmt	1	3,480	0.246%	0.295%	0.049%	19.931%
959	Data entry	Technical Skills	Information mgmt	1	176,194	12.433%	0.549%	-11.884%	-95.582%
962	Data mapping	Technical Skills	Information mgmt	1	6,873	0.485%	0.774%	0.289%	59.522%
67	Data Mining	Technical Skills	Information mgmt	5	51,107	3.606%	1.365%	-2.241%	-62.149%
963	Data modeling	Technical Skills	Information mgmt	1	34,955	2.467%	3.268%	0.801%	32.476%
68	Data Warehousing	Technical Skills	Information mgmt	2	59,173	4.176%	5.886%	1.710%	40.952%
69	Database Administration	Technical Skills	Information mgmt	12	79,936	5.641%	6.776%	1.135%	20.129%
969	Database design software	Technical Skills	Information mgmt	15	53,193	3.754%	4.640%	0.886%	23.608%
1268	Database Reporting	Technical Skills	Information mgmt	3	18,098	1.277%	1.358%	0.081%	6.337%
1269	Database Security	Technical Skills	Information mgmt	2	105	0.007%	0.009%	0.002%	26.186%
1373	Database Security	Technical Skills	Information mgmt	1	437	0.031%	0.030%	-0.000%	-1.462%
1270	Database Servers	Technical Skills	Information mgmt	3	13,452	0.949%	0.701%	-0.248%	-26.129%
1271	Database Testing	Technical Skills	Information mgmt	1	847	0.060%	0.257%	0.197%	330.179%
1160	Debugging	Technical Skills	Software development	7	63,450	4.477%	7.201%	2.724%	60.842%
1385	Decryption	Technical Skills	Information mgmt	1	526	0.037%	0.054%	0.017%	44.838%
418	Desktop publishing software	Technical Skills	Business applications	13	20,063	1.416%	1.505%	0.090%	6.324%
1272	Development Environment	Technical Skills	Software development	13	43,395	3.062%	3.632%	0.570%	18.618%
1273	Digital Imaging	Technical Skills	Hardware	1	295	0.021%	0.007%	-0.014%	-66.315%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,436	0.101%	0.086%	-0.015%	-14.653%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	3,302	0.233%	0.269%	0.036%	15.362%
1307	Doctor of Philosophy	Technical Skills	Misc	3	64,224	4.532%	1.386%	-3.146%	-69.416%
973	Document management software	Technical Skills	Information mgmt	4	13,598	0.960%	1.157%	0.197%	20.579%
1020	Domain name system (DNS)	Technical Skills	Network	3	39,722	2.803%	4.901%	2.099%	74.867%
61	Dreamweaver	Technical Skills	Software development	1	7,231	0.510%	0.145%	-0.365%	-71.599%
54	DSS/GDSS	Technical Skills	Business applications	5	18,612	1.313%	1.372%	0.059%	4.468%
425	Dynamic modeling software	Technical Skills	Business applications	1	47	0.003%	0.000%	-0.003%	-100.000%
62	Eclipse	Technical Skills	Software development	1	17,242	1.217%	1.956%	0.740%	60.797%
1308	Electronic Commerce	Technical Skills	Business applications	2	50,826	3.587%	2.125%	-1.462%	-40.760%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	12,013	0.848%	1.533%	0.686%	80.881%
1023	Electronic mail software	Technical Skills	Network	8	23,505	1.659%	1.643%	-0.015%	-0.932%
1384	Encryption	Technical Skills	Information mgmt	1	34	0.002%	0.007%	0.005%	192.269%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	77,676	5.481%	6.764%	1.283%	23.410%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	102,709	7.248%	4.324%	-2.923%	-40.337%
1321	Environmental Certification	Technical Skills	Environmental	1	128	0.009%	0.023%	0.014%	158.780%
1328	Environmental Cleanup	Technical Skills	Environmental	1	1,293	0.091%	0.236%	0.145%	158.740%
1329	Environmental Energy	Technical Skills	Environmental	21	4,633	0.327%	0.168%	-0.159%	-48.523%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	5,021	0.354%	0.489%	0.134%	37.878%
1327	Environmental Pollution	Technical Skills	Environmental	18	35,669	2.517%	0.451%	-2.066%	-82.077%
1324	Environmental Pollution Control	Technical Skills	Environmental	7	2,732	0.193%	0.584%	0.392%	203.110%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	645	0.046%	0.044%	-0.001%	-2.426%
1326	Environmental Product Stewardship	Technical Skills	Environmental	11	45,477	3.209%	0.559%	-2.650%	-82.592%
1331	Environmental Science	Technical Skills	Environmental	2	182	0.013%	0.012%	-0.001%	-9.001%
1322	Environmental Technology	Technical Skills	Environmental	2	211	0.015%	0.016%	0.001%	9.889%
461	Expert system software	Technical Skills	Business applications	1	471	0.033%	0.037%	0.004%	12.522%
1359	Facebook	Technical Skills	Social Networking	1	146,175	10.315%	23.425%	13.110%	127.102%
463	Facilities management software	Technical Skills	Business applications	4	8,111	0.572%	0.215%	-0.357%	-62.429%
468	Flight control software	Technical Skills	Business applications	1	122	0.009%	0.005%	-0.004%	-45.699%
469	Flowchart software	Technical Skills	Business applications	5	4,338	0.306%	0.418%	0.112%	36.680%
1367	Forensic	Technical Skills	Information mgmt	2	47,586	3.358%	1.963%	-1.395%	-41.529%
1112	Fraud Detection	Technical Skills	Security	1	5,856	0.413%	0.603%	0.190%	45.935%
63	FrontPage	Technical Skills	Software development	1	865	0.061%	0.023%	-0.038%	-61.707%
475	Fund accounting software	Technical Skills	Business applications	1	538	0.038%	0.028%	-0.010%	-26.118%
1260	Gaming	Technical Skills	Misc	2	23,600	1.665%	0.533%	-1.132%	-67.999%
113	Generic databases	Technical Skills	Information mgmt	2	152,828	10.784%	14.307%	3.523%	32.666%
1365	Google Apps	Technical Skills	Business applications	4	2,594	0.183%	0.266%	0.083%	45.571%
1364	Google Plus	Technical Skills	Social Networking	1	8	0.001%	0.002%	0.002%	314.048%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	107,423	7.580%	5.584%	-1.996%	-26.335%
484	Graphic software	Technical Skills	Business applications	16	132,021	9.316%	8.541%	-0.775%	-8.322%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	14,436	1.019%	0.517%	-0.502%	-49.291%
1323	Green IT	Technical Skills	Environmental	9	3,413	0.241%	0.075%	-0.166%	-68.943%
893	Guidance systems	Technical Skills	Hardware	1	67	0.005%	0.000%	-0.005%	-100.000%
1371	Hacking	Technical Skills	Information mgmt	5	6,831	0.482%	0.638%	0.156%	32.379%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	103	0.007%	0.005%	-0.003%	-35.682%
1277	Hardware Design	Technical Skills	Hardware	19	6,134	0.433%	0.884%	0.451%	104.121%
1278	Hardware Testing	Technical Skills	Hardware	4	1,740	0.123%	0.030%	-0.092%	-75.252%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	645	0.046%	0.044%	-0.001%	-2.426%
492	Helpdesk or call center	Technical Skills	Business applications	2	142,330	10.043%	5.682%	-4.361%	-43.424%
1377	Homeland Security	Technical Skills	Information mgmt	1	56,383	3.979%	1.435%	-2.544%	-63.929%
114	IBM databases	Technical Skills	Information mgmt	2	30,264	2.136%	2.337%	0.202%	9.450%
121	IBM operating systems	Technical Skills	Business applications	4	29,891	2.109%	1.248%	-0.861%	-40.825%
898	Image capture devices	Technical Skills	Hardware	8	6,303	0.445%	0.619%	0.175%	39.264%
524	Industrial control software	Technical Skills	Business applications	3	4,671	0.330%	0.732%	0.402%	121.960%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	15,081	1.064%	1.265%	0.200%	18.825%
1375	Information Security	Technical Skills	Information mgmt	3	68,800	4.855%	8.651%	3.796%	78.185%
899	Infrared	Technical Skills	Hardware	1	2,965	0.209%	0.033%	-0.177%	-84.360%
1180	Installation	Technical Skills	Software development	1	119,360	8.423%	9.429%	1.006%	11.948%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	175	0.012%	0.019%	0.006%	51.423%
536	Internet browser software	Technical Skills	Business applications	4	7,036	0.496%	0.905%	0.408%	82.190%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	17,647	1.245%	1.641%	0.396%	31.767%
541	Inventory management software	Technical Skills	Business applications	3	6,596	0.465%	0.659%	0.194%	41.615%
1414	ISO 9000	Technical Skills	Software development	1	1,579	0.111%	0.061%	-0.051%	-45.458%
73	IT Architecture/Standards	Technical Skills	Hardware	2	16,796	1.185%	1.386%	0.201%	16.947%
1357	Java ME	Technical Skills	Mobile Platforms	2	398	0.028%	0.009%	-0.019%	-66.710%
1035	Kernel	Technical Skills	Network	1	4,705	0.332%	0.192%	-0.140%	-42.271%
907	Lasers	Technical Skills	Hardware	1	317	0.022%	0.033%	0.010%	46.288%
1038	License management software	Technical Skills	Network	1	955	0.067%	0.143%	0.075%	111.576%
1361	LinkedIn	Technical Skills	Social Networking	1	14,077	0.993%	2.711%	1.718%	172.953%
908	Mainframe computers	Technical Skills	Hardware	2	66,912	4.722%	2.087%	-2.634%	-55.793%
124	Mainframe operating systems	Technical Skills	Business applications	8	20,315	1.434%	1.213%	-0.220%	-15.377%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	29,121	2.055%	2.235%	0.180%	8.741%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	7,376	0.520%	0.372%	-0.149%	-28.597%
1281	Medical software	Technical Skills	Business applications	9	11,655	0.822%	1.000%	0.178%	21.639%
115	Microsoft databases	Technical Skills	Information mgmt	5	155,859	10.998%	12.965%	1.967%	17.887%
119	Microsoft operating systems	Technical Skills	Business applications	4	234,207	16.527%	18.809%	2.282%	13.808%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	3,435	0.242%	0.432%	0.190%	78.396%
625	Multimedia	Technical Skills	Business applications	1	123,698	8.729%	0.418%	-8.310%	-95.207%
1362	MySpace	Technical Skills	Social Networking	1	654	0.046%	0.005%	-0.041%	-89.870%
74	Network administration	Technical Skills	Hardware	17	164,968	11.641%	12.397%	0.757%	6.499%
1282	Network Administration software	Technical Skills	Network	18	77,330	5.457%	8.674%	3.217%	58.958%
1283	Network Hardware	Technical Skills	Network	11	53,323	3.763%	4.558%	0.795%	21.132%
1284	Network Monitoring software	Technical Skills	Network	15	31,746	2.240%	3.375%	1.135%	50.667%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,877	0.203%	0.108%	-0.095%	-47.039%
1122	Network security	Technical Skills	Security	1	43,444	3.066%	3.702%	0.637%	20.772%
1369	Network Security	Technical Skills	Information mgmt	1	7,124	0.503%	1.071%	0.568%	112.952%
1285	Network Security software	Technical Skills	Security	36	106,088	7.486%	13.141%	5.655%	75.535%
1286	Network software	Technical Skills	Network	6	19,910	1.405%	1.767%	0.362%	25.774%
1287	Network Testing	Technical Skills	Network	11	26,529	1.872%	1.667%	-0.205%	-10.976%
1065	Novell network software	Technical Skills	Network	2	1,769	0.125%	0.033%	-0.092%	-73.786%
643	Oberon	Technical Skills	Business applications	1	181	0.013%	0.012%	-0.001%	-8.498%
1413	Object Oriented Design	Technical Skills	Software development	2	18,153	1.281%	0.858%	-0.423%	-33.033%
41	Object Oriented Programming	Technical Skills	Software development	5	86,835	6.127%	7.258%	1.130%	18.442%
1288	Office Applications	Technical Skills	Business applications	13	244,881	17.280%	19.875%	2.595%	15.016%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	10,907	0.770%	0.678%	-0.092%	-11.929%
116	Open-source databases	Technical Skills	Information mgmt	4	41,922	2.958%	4.602%	1.644%	55.577%
118	Open-source operating systems	Technical Skills	Business applications	8	137,540	9.705%	15.018%	5.312%	54.734%
56	Operating Systems	Technical Skills	Business applications	3	104,133	7.348%	10.623%	3.275%	44.573%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	832	0.059%	0.131%	0.072%	122.949%
117	Oracle databases	Technical Skills	Information mgmt	1	232,484	16.405%	14.447%	-1.958%	-11.934%
1354	Palm OS	Technical Skills	Mobile Platforms	3	282	0.020%	0.002%	-0.018%	-88.254%
1376	Penetration Testing	Technical Skills	Information mgmt	5	44,343	3.129%	6.465%	3.336%	106.618%
1289	Physical Tools	Technical Skills	Hardware	1	53	0.004%	0.005%	0.001%	24.996%
683	Point of sale (POS)	Technical Skills	Business applications	3	7,510	0.530%	0.725%	0.195%	36.729%
931	Printers	Technical Skills	Hardware	3	16,009	1.130%	1.854%	0.724%	64.078%
43	Programming	Technical Skills	Software development	1	235,980	16.652%	19.491%	2.839%	17.052%
700	Provisioning	Technical Skills	Business applications	1	18,637	1.315%	2.160%	0.845%	64.224%
1405	Rapid Application Development	Technical Skills	Software development	2	6,457	0.456%	0.273%	-0.182%	-39.980%
1258	Rate Control	Technical Skills	Technical applications	1	12	0.001%	0.002%	0.001%	176.032%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	13,176	0.930%	0.549%	-0.380%	-40.922%
1077	Remote control software	Technical Skills	Network	2	2,067	0.146%	0.257%	0.111%	76.276%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	862	0.061%	0.072%	0.012%	19.123%
1379	Risk Analysis	Technical Skills	Information mgmt	1	9,520	0.672%	1.007%	0.336%	49.962%
1262	Robotics	Technical Skills	Hardware	3	3,031	0.214%	0.379%	0.165%	77.039%
1318	RSA	Technical Skills	Security	1	5,170	0.365%	0.725%	0.360%	98.615%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	16,284	1.149%	2.330%	1.181%	102.803%
44	SDLC	Technical Skills	Software development	7	146,847	10.362%	16.226%	5.864%	56.588%
1132	Secure shell (SSH)	Technical Skills	Security	1	102	0.007%	0.002%	-0.005%	-67.526%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	16,392	1.157%	1.854%	0.697%	60.244%
76	Security	Technical Skills	Hardware	4	1,065,762	75.205%	94.033%	18.827%	25.035%
1382	Security Audit	Technical Skills	Information mgmt	1	1,668	0.118%	0.110%	-0.008%	-6.666%
1315	Security Clearance	Technical Skills	Misc	2	124,815	8.808%	9.794%	0.986%	11.196%
1381	Security Plan	Technical Skills	Information mgmt	1	1,802	0.127%	0.358%	0.230%	181.240%
1380	Security Policy	Technical Skills	Information mgmt	2	27,722	1.956%	3.899%	1.943%	99.302%
1135	Security testing software	Technical Skills	Security	1	3,527	0.249%	0.657%	0.408%	163.901%
60	Sharepoint Server	Technical Skills	Business applications	1	5,072	0.358%	0.348%	-0.010%	-2.692%
1084	Signal generators	Technical Skills	Network	1	261	0.018%	0.002%	-0.016%	-87.309%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	9,980	0.704%	0.685%	-0.019%	-2.753%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	30,609	2.160%	5.649%	3.490%	161.558%
1220	Simulation software	Technical Skills	Software development	5	14,520	1.025%	1.384%	0.359%	35.050%
1366	Social Network	Technical Skills	Social Networking	1	2,675	0.189%	0.874%	0.685%	363.114%
1358	Social Networking	Technical Skills	Social Networking	1	6,354	0.448%	0.068%	-0.381%	-84.882%
42	Software Development	Technical Skills	Software development	2	355,601	25.093%	19.732%	-5.361%	-21.364%
1291	Software Development software	Technical Skills	Software development	3	2,333	0.165%	0.131%	-0.034%	-20.491%
1309	Software Engineering	Technical Skills	Software development	1	210,349	14.843%	7.751%	-7.093%	-47.783%
1292	Software Installation	Technical Skills	Software development	4	139,581	9.850%	14.644%	4.794%	48.674%
1223	Software libraries	Technical Skills	Software development	1	193	0.014%	0.012%	-0.002%	-14.187%
1293	Software Maintenance	Technical Skills	Software development	1	6,517	0.460%	0.706%	0.246%	53.497%
1294	Software Testing	Technical Skills	Software development	14	116,318	8.208%	11.708%	3.500%	42.641%
1225	Source code management (SCM)	Technical Skills	Software development	5	31,982	2.257%	3.067%	0.810%	35.884%
1229	Static analysis software	Technical Skills	Software development	1	584	0.041%	0.145%	0.104%	251.657%
772	Statistical analysis software	Technical Skills	Business applications	26	117,890	8.319%	7.842%	-0.477%	-5.734%
774	Statistical software	Technical Skills	Business applications	1	38,818	2.739%	2.767%	0.028%	1.032%
1230	Stress testing software	Technical Skills	Software development	1	2,268	0.160%	0.089%	-0.071%	-44.502%
122	Sun operating systems	Technical Skills	Business applications	3	44,266	3.124%	2.230%	-0.894%	-28.613%
939	Surveillance systems	Technical Skills	Hardware	5	14,226	1.004%	0.891%	-0.113%	-11.288%
791	Symantec software	Technical Skills	Business applications	1	10,824	0.764%	0.608%	-0.156%	-20.434%
1355	Symbian	Technical Skills	Mobile Platforms	1	20	0.001%	0.000%	-0.001%	-100.000%
1310	System Administration	Technical Skills	Network	4	88,615	6.253%	7.566%	1.313%	20.997%
45	System Testing	Technical Skills	Software development	5	21,990	1.552%	2.403%	0.851%	54.849%
46	Systems Analysis	Technical Skills	Software development	8	111,942	7.899%	10.226%	2.327%	29.457%
47	Systems Design	Technical Skills	Software development	1	17,113	1.208%	1.288%	0.080%	6.651%
1233	Systems Evaluation	Technical Skills	Software development	1	416	0.029%	0.016%	-0.013%	-44.263%
1234	Systems integration	Technical Skills	Software development	8	90,865	6.412%	3.604%	-2.808%	-43.788%
75	TCP/IP	Technical Skills	Hardware	3	59,698	4.213%	5.289%	1.077%	25.564%
1235	Technology Design	Technical Skills	Software development	1	1,750	0.123%	0.101%	-0.023%	-18.610%
1236	Templates	Technical Skills	Software development	1	22,539	1.590%	1.954%	0.364%	22.860%
1239	Test implementation	Technical Skills	Software development	1	326	0.023%	0.035%	0.012%	52.410%
1302	Testing	Technical Skills	Software development	1	355,348	25.075%	34.581%	9.506%	37.912%
1297	Training software	Technical Skills	Business applications	3	2,173	0.153%	0.136%	-0.018%	-11.589%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,185	0.154%	0.140%	-0.014%	-9.042%
1360	Twitter	Technical Skills	Social Networking	1	25,012	1.765%	2.868%	1.103%	62.494%
1411	Unified Process	Technical Skills	Software development	1	3,214	0.227%	0.108%	-0.119%	-52.592%
123	UNIX operating systems	Technical Skills	Business applications	5	180,703	12.751%	10.507%	-2.245%	-17.604%
1298	UNIX Shells	Technical Skills	Business applications	4	30,192	2.130%	2.887%	0.756%	35.493%
1410	Use Case	Technical Skills	Software development	1	9,508	0.671%	0.697%	0.026%	3.817%
48	User-Interface Design	Technical Skills	Software development	2	90,100	6.358%	5.215%	-1.143%	-17.981%
836	Video creation and editing software	Technical Skills	Business applications	3	1,873	0.132%	0.129%	-0.004%	-2.733%
64	Visual Studio	Technical Skills	Software development	1	32,431	2.288%	2.520%	0.231%	10.103%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,407	0.170%	0.089%	-0.081%	-47.706%
77	Voice/Data Telecom	Technical Skills	Hardware	10	162,726	11.483%	6.753%	-4.730%	-41.193%
1299	Web Application Server	Technical Skills	Business applications	8	53,499	3.775%	3.555%	-0.220%	-5.828%
1248	Web platform development software	Technical Skills	Software development	5	2,965	0.209%	0.035%	-0.174%	-83.243%
65	web programmer	Technical Skills	Software development	4	58,292	4.113%	0.767%	-3.347%	-81.362%
58	Web servers	Technical Skills	Business applications	6	72,453	5.113%	6.276%	1.163%	22.752%
49	Web-based Application Development	Technical Skills	Software development	2	52,006	3.670%	3.151%	-0.519%	-14.143%
1356	Windows CE	Technical Skills	Mobile Platforms	4	4,167	0.294%	0.122%	-0.173%	-58.665%
1102	Wireless	Technical Skills	Network	5	46,787	3.302%	4.352%	1.051%	31.824%
1363	YouTube	Technical Skills	Social Networking	2	982	0.069%	0.178%	0.108%	156.355%
79	.NET	Programming Skills	Current	1	142,637	10.065%	9.375%	-0.690%	-6.855%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	40	0.003%	0.023%	0.021%	728.095%
209	A programming language (APL)	Programming Skills	Legacy	2	1,591	0.112%	0.091%	-0.021%	-18.804%
99	Ada	Programming Skills	Legacy	1	4,297	0.303%	0.517%	0.213%	70.360%
80	AJAX	Programming Skills	Current	1	47,007	3.317%	3.529%	0.212%	6.403%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	51	0.004%	0.000%	-0.004%	-100.000%
192	Apple AppleScript	Programming Skills	Current	1	142	0.010%	0.002%	-0.008%	-76.673%
81	ASP	Programming Skills	Current	2	75,857	5.353%	5.694%	0.341%	6.371%
108	Assembly	Programming Skills	Legacy	2	1,620	0.114%	0.051%	-0.063%	-55.017%
211	AWK	Programming Skills	Legacy	1	1,508	0.106%	0.129%	0.022%	20.810%
212	B	Programming Skills	Legacy	1	17,737	1.252%	1.269%	0.018%	1.405%
83	C#	Programming Skills	Current	2	123,231	8.696%	8.578%	-0.118%	-1.352%
82	C/C++	Programming Skills	Current	3	145,787	10.287%	6.482%	-3.806%	-36.996%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	67,240	4.745%	8.316%	3.572%	75.274%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	384	0.027%	0.021%	-0.006%	-22.366%
84	CGI	Programming Skills	Current	2	13,081	0.923%	3.188%	2.265%	245.393%
217	Clipper	Programming Skills	Legacy	1	140	0.010%	0.005%	-0.005%	-52.680%
218	CLU	Programming Skills	Legacy	1	144	0.010%	0.002%	-0.008%	-76.997%
100	Cobol	Programming Skills	Legacy	1	9,806	0.692%	0.650%	-0.042%	-6.094%
85	ColdFusion	Programming Skills	Current	2	7,176	0.506%	0.215%	-0.291%	-57.534%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	137	0.010%	0.002%	-0.007%	-75.822%
195	Component object model (COM)	Programming Skills	Current	1	51	0.004%	0.000%	-0.004%	-100.000%
125	Database programming	Programming Skills	Current	3	20,895	1.474%	1.550%	0.075%	5.102%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	950	0.067%	0.014%	-0.053%	-79.080%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	4,356	0.307%	0.196%	-0.111%	-36.125%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	2,047	0.144%	0.248%	0.103%	71.525%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	8,746	0.617%	0.358%	-0.260%	-42.054%
109	Forth	Programming Skills	Legacy	1	4,804	0.339%	0.489%	0.150%	44.107%
102	Fortran	Programming Skills	Legacy	1	924	0.065%	0.030%	-0.035%	-53.397%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	200,719	14.164%	11.584%	-2.580%	-18.213%
222	J	Programming Skills	Legacy	1	5,535	0.391%	0.386%	-0.005%	-1.257%
87	Java/J2EE/J2P	Programming Skills	Current	4	220,716	15.575%	17.023%	1.448%	9.299%
97	JavaScript	Programming Skills	Current	3	99,964	7.054%	13.162%	6.108%	86.587%
89	JavaServer Faces	Programming Skills	Current	3	8,730	0.616%	0.668%	0.052%	8.516%
88	JavaServer Pages	Programming Skills	Current	3	33,988	2.398%	1.886%	-0.512%	-21.352%
223	Job control language (JCL)	Programming Skills	Legacy	2	8,191	0.578%	0.486%	-0.092%	-15.886%
126	LAMP	Programming Skills	Current	1	9,946	0.702%	1.220%	0.518%	73.845%
104	Lisp	Programming Skills	Legacy	1	497	0.035%	0.051%	0.016%	46.625%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	526	0.037%	0.077%	0.040%	107.811%
201	Microsoft ActiveX	Programming Skills	Current	1	966	0.068%	0.012%	-0.056%	-82.855%
107	Pascal	Programming Skills	Legacy	1	396	0.028%	0.002%	-0.026%	-91.635%
90	Perl	Programming Skills	Current	1	52,524	3.706%	3.812%	0.106%	2.858%
91	PHP	Programming Skills	Current	1	35,413	2.499%	3.564%	1.066%	42.642%
103	PL/1	Programming Skills	Legacy	3	197	0.014%	0.019%	0.005%	34.513%
105	Prolog	Programming Skills	Legacy	1	672	0.047%	0.117%	0.069%	146.457%
95	Python	Programming Skills	Current	1	31,282	2.207%	5.687%	3.479%	157.625%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	14,749	1.041%	1.718%	0.677%	65.069%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	231	0.016%	0.028%	0.012%	72.072%
206	Scripting languages	Programming Skills	Current	1	14,633	1.033%	1.802%	0.770%	74.526%
101	Smalltalk	Programming Skills	Legacy	1	177	0.012%	0.005%	-0.008%	-62.572%
92	SQL	Programming Skills	Current	3	342,192	24.147%	28.397%	4.250%	17.601%
110	TCL	Programming Skills	Legacy	1	1,907	0.135%	0.077%	-0.057%	-42.680%
98	Unified Modeling Language	Programming Skills	Current	2	27,411	1.934%	1.211%	-0.723%	-37.404%
93	Visual Basic	Programming Skills	Current	6	69,729	4.920%	4.997%	0.077%	1.563%
207	Web service definition language (WSDL)	Programming Skills	Current	2	7,300	0.515%	0.732%	0.216%	42.024%
94	XML	Programming Skills	Current	2	110,595	7.804%	8.120%	0.316%	4.048%
1342	Computer Science	Majors	Computer Science	2	466,420	32.913%	47.028%	14.115%	42.886%
1344	Information Technology	Majors	Information Technology	3	1,417,175	100.003%	100.093%	0.091%	0.091%
1343	Management Information Systems	Majors	Management Information Systems	9	273,455	19.296%	27.417%	8.121%	42.086%

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