Skill Frequencies: April, 2007 through 2015-09-15: DOGS-IT.org


	DOGS-IT.org Skill Frequencies: April, 2007 through 2015-09-15

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All Degree Programs	2015-09-15	Jobs Found:	3,596,010	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Occurrences	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	9,159	0.255%	2,679	0.449%	0.194%	76.143%
2	Attention to Details	Soft Skills	Problem-solving skills	1	12,399	0.345%	2,564	0.429%	0.085%	24.529%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	19,570	0.544%	4,610	0.772%	0.228%	41.857%
231	Cooperation	Soft Skills	Interpersonal skills	1	27,265	0.758%	4,169	0.698%	-0.060%	-7.920%
3	Creativity	Soft Skills	Problem-solving skills	3	103,492	2.878%	21,194	3.549%	0.671%	23.323%
4	Critical thinking	Soft Skills	Problem-solving skills	3	41,097	1.143%	11,703	1.960%	0.817%	71.485%
1300	Flexibility	Soft Skills	Work ethic	1	161,603	4.494%	21,657	3.627%	-0.867%	-19.297%
232	Independence	Soft Skills	Interpersonal skills	1	17,711	0.493%	3,429	0.574%	0.082%	16.591%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	428,696	11.921%	90,364	15.133%	3.211%	26.936%
256	Innovation	Soft Skills	Problem-solving skills	1	238,085	6.621%	58,343	9.770%	3.149%	47.569%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	339,709	9.447%	58,279	9.760%	0.313%	3.311%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,884	0.052%	296	0.050%	-0.003%	-5.387%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	225,808	6.279%	48,282	8.085%	1.806%	28.761%
10	Leadership	Soft Skills	Interpersonal skills	1	710,422	19.756%	130,355	21.830%	2.074%	10.497%
258	Learning	Soft Skills	Problem-solving skills	1	284,717	7.918%	44,645	7.476%	-0.441%	-5.572%
1	Learning Ability	Soft Skills	Problem-solving skills	3	59,319	1.650%	13,483	2.258%	0.608%	36.878%
236	Listening	Soft Skills	Language skills	1	80,157	2.229%	11,297	1.892%	-0.337%	-15.129%
260	Mathematics	Soft Skills	Problem-solving skills	3	182,760	5.082%	30,999	5.191%	0.109%	2.142%
261	Memorization	Soft Skills	Problem-solving skills	1	112	0.003%	14	0.002%	-0.001%	-24.725%
18	Negotiation Skills	Soft Skills	Language skills	1	31,158	0.866%	5,347	0.895%	0.029%	3.343%
262	Optimization	Soft Skills	Problem-solving skills	1	170,707	4.747%	36,328	6.084%	1.336%	28.153%
19	Oral Communications	Soft Skills	Language skills	3	56,113	1.560%	11,447	1.917%	0.357%	22.848%
273	Persistence	Soft Skills	Work ethic	1	12,505	0.348%	2,816	0.472%	0.124%	35.609%
239	Persuasion	Soft Skills	Language skills	1	5,186	0.144%	1,033	0.173%	0.029%	19.952%
1301	Physical Skill	Soft Skills	Work ethic	2	3,311	0.092%	643	0.108%	0.016%	16.948%
240	Presentations	Soft Skills	Language skills	1	167,468	4.657%	27,413	4.591%	-0.066%	-1.426%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	616,468	17.143%	131,907	22.090%	4.946%	28.854%
20	Questioning skills	Soft Skills	Language skills	1	961	0.027%	290	0.049%	0.022%	81.725%
241	Reading Comprehension	Soft Skills	Language skills	1	867	0.024%	172	0.029%	0.005%	19.467%
6	Research skills	Soft Skills	Problem-solving skills	1	5,964	0.166%	899	0.151%	-0.015%	-9.226%
15	Responsibility	Soft Skills	Work ethic	2	332,970	9.259%	54,362	9.104%	-0.156%	-1.683%
234	Self Control	Soft Skills	Interpersonal skills	1	347	0.010%	120	0.020%	0.010%	108.253%
11	Self-esteem	Soft Skills	Interpersonal skills	1	174	0.005%	32	0.005%	0.001%	10.749%
16	Self-management	Soft Skills	Work ethic	1	3,795	0.106%	886	0.148%	0.043%	40.592%
250	Stress Tolerance	Soft Skills	Physical skills	1	501	0.014%	124	0.021%	0.007%	49.047%
12	Teamwork	Soft Skills	Interpersonal skills	1	144,379	4.015%	28,225	4.727%	0.712%	17.725%
17	Time Management	Soft Skills	Work ethic	2	118,918	3.307%	25,492	4.269%	0.962%	29.091%
268	Visualization	Soft Skills	Problem-solving skills	1	29,530	0.821%	8,287	1.388%	0.567%	68.995%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,752	0.049%	483	0.081%	0.032%	66.017%
21	Written Communications	Soft Skills	Language skills	4	527,488	14.669%	95,844	16.050%	1.382%	9.419%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	272,407	7.575%	33,486	5.608%	-1.968%	-25.974%
172	Account management	Business Skills	Management skills	1	37,557	1.044%	5,571	0.933%	-0.111%	-10.673%
22	Accounting	Business Skills	Business processes	4	456,775	12.702%	35,648	5.970%	-6.733%	-53.003%
1263	Accounting software	Business Skills	Business processes	7	55,545	1.545%	2,797	0.468%	-1.076%	-69.676%
174	Administration	Business Skills	Management skills	3	905,123	25.170%	129,196	21.636%	-3.535%	-14.043%
1313	Analyst	Business Skills	Project management	1	613,736	17.067%	106,666	17.863%	0.795%	4.661%
175	Application management	Business Skills	Management skills	5	244,311	6.794%	48,311	8.090%	1.296%	19.081%
150	Asset management	Business Skills	Business processes	1	47,510	1.321%	8,659	1.450%	0.129%	9.755%
151	Auditing	Business Skills	Business processes	4	217,200	6.040%	30,581	5.121%	-0.919%	-15.213%
1264	Auditing software	Business Skills	Business processes	1	212	0.006%	14	0.002%	-0.004%	-60.232%
152	Billing	Business Skills	Business processes	1	103,198	2.870%	9,857	1.651%	-1.219%	-42.481%
1314	Business Analyst	Business Skills	Project management	1	234,141	6.511%	40,875	6.845%	0.334%	5.128%
35	Business Intelligence	Business Skills	Strategy skills	1	148,883	4.140%	32,019	5.362%	1.222%	29.510%
155	Business performance management (BPM)	Business Skills	Business processes	2	21,705	0.604%	5,187	0.869%	0.265%	43.912%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	57,556	1.601%	3,565	0.597%	-1.004%	-62.700%
36	Business Strategy	Business Skills	Strategy skills	3	653,349	18.169%	117,967	19.755%	1.586%	8.731%
182	Calendar and scheduling	Business Skills	Project management	3	142,910	3.974%	22,522	3.772%	-0.203%	-5.096%
156	Capacity planning	Business Skills	Business processes	1	71,855	1.998%	13,908	2.329%	0.331%	16.559%
28	Change Management	Business Skills	Management skills	1	135,564	3.770%	31,043	5.199%	1.429%	37.898%
183	Content workflow	Business Skills	Project management	1	145	0.004%	54	0.009%	0.005%	124.267%
24	Contracting and legal	Business Skills	Business processes	2	248,544	6.912%	27,059	4.531%	-2.380%	-34.439%
176	Coordination	Business Skills	Management skills	1	166,288	4.624%	29,550	4.949%	0.324%	7.013%
157	Cost accounting	Business Skills	Business processes	1	5,831	0.162%	504	0.084%	-0.078%	-47.949%
158	Cost estimation	Business Skills	Business processes	1	2,782	0.077%	349	0.058%	-0.019%	-24.455%
1312	Customer Support	Business Skills	Business processes	6	706,875	19.657%	119,603	20.029%	0.372%	1.892%
1339	Education	Business Skills	Industry Segment	1	31,588	0.878%	4,640	0.777%	-0.101%	-11.542%
1333	Energy	Business Skills	Industry Segment	1	174,116	4.842%	32,352	5.418%	0.576%	11.893%
1340	Entertainment	Business Skills	Industry Segment	1	214,143	5.955%	14,221	2.381%	-3.574%	-60.009%
1319	Environmental	Business Skills	Environmental	14	154,776	4.304%	15,031	2.517%	-1.787%	-41.518%
1320	Environmental Strategy	Business Skills	Environmental	6	15,815	0.440%	6,842	1.146%	0.706%	160.527%
161	Financial	Business Skills	Business processes	2	905,228	25.173%	128,836	21.575%	-3.598%	-14.292%
1275	Financial Analysis software	Business Skills	Business processes	6	4,532	0.126%	451	0.076%	-0.051%	-40.072%
1332	Health Care	Business Skills	Industry Segment	2	609,165	16.940%	80,901	13.548%	-3.392%	-20.024%
177	Human resources	Business Skills	Management skills	2	310,263	8.628%	18,912	3.167%	-5.461%	-63.293%
1336	Insurance	Business Skills	Industry Segment	1	20,094	0.559%	4,265	0.714%	0.155%	27.818%
1316	Managing/Supervision	Business Skills	Management skills	5	1,477,195	41.079%	199,510	33.411%	-7.668%	-18.667%
1334	Manufacturing	Business Skills	Industry Segment	2	329,117	9.152%	28,478	4.769%	-4.383%	-47.893%
26	Marketing	Business Skills	Business processes	1	482,450	13.416%	41,819	7.003%	-6.413%	-47.801%
185	Monitoring	Business Skills	Project management	1	381,581	10.611%	79,870	13.375%	2.764%	26.048%
179	Negotiation	Business Skills	Management skills	1	121,577	3.381%	21,682	3.631%	0.250%	7.396%
163	Operation and Control	Business Skills	Business processes	2	1,888	0.053%	251	0.042%	-0.010%	-19.941%
29	Outsourcing Management	Business Skills	Management skills	3	142,444	3.961%	26,370	4.416%	0.455%	11.482%
167	Procurement	Business Skills	Business processes	1	107,328	2.985%	10,227	1.713%	-1.272%	-42.618%
1290	Project Management software	Business Skills	Project management	2	99,671	2.772%	19,030	3.187%	0.415%	14.977%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	629,622	17.509%	112,893	18.905%	1.396%	7.976%
168	Quality	Business Skills	Business processes	1	1,022,488	28.434%	196,878	32.970%	4.536%	15.952%
1337	Real Estate	Business Skills	Industry Segment	2	181,645	5.051%	7,058	1.182%	-3.869%	-76.601%
1335	Retail	Business Skills	Industry Segment	2	750,719	20.876%	69,276	11.601%	-9.275%	-44.429%
34	Risk Management	Business Skills	Project management	1	102,080	2.839%	20,020	3.353%	0.514%	18.104%
169	Service Orientation	Business Skills	Business processes	1	25,058	0.697%	4,484	0.751%	0.054%	7.760%
27	Supply Chain Management	Business Skills	Business processes	3	138,896	3.863%	15,176	2.541%	-1.321%	-34.203%
1295	Supply Chain Management software	Business Skills	Business processes	4	7,330	0.204%	926	0.155%	-0.049%	-23.924%
178	Teaching	Business Skills	Management skills	7	264,548	7.357%	16,350	2.738%	-4.619%	-62.782%
190	Timekeeping	Business Skills	Project management	3	105,811	2.942%	9,350	1.566%	-1.377%	-46.787%
1296	Timekeeping software	Business Skills	Project management	1	4,041	0.112%	801	0.134%	0.022%	19.367%
171	Total quality management (TQM)	Business Skills	Business processes	2	4,278	0.119%	492	0.082%	-0.037%	-30.743%
180	Troubleshooting	Business Skills	Management skills	1	440,771	12.257%	93,883	15.722%	3.465%	28.267%
181	Verification	Business Skills	Management skills	1	133,581	3.715%	51,085	8.555%	4.840%	130.297%
1338	Waste Management	Business Skills	Industry Segment	1	3,882	0.108%	509	0.085%	-0.023%	-21.041%
191	Workflow	Business Skills	Project management	1	150,868	4.195%	29,407	4.925%	0.729%	17.380%
31	Working Globally	Business Skills	Management skills	3	22,679	0.631%	1,357	0.227%	-0.403%	-63.967%
32	Working with Virtual Teams	Business Skills	Management skills	2	6,531	0.182%	1,961	0.328%	0.147%	80.816%
51	4GL	Technical Skills	Software development	3	5,406	0.150%	524	0.088%	-0.063%	-41.629%
987	Access servers & software	Technical Skills	Network	10	108,433	3.015%	23,943	4.010%	0.994%	32.971%
38	Agile Development Methods	Technical Skills	Software development	3	90,416	2.514%	30,798	5.158%	2.643%	105.124%
304	Algorithmic software	Technical Skills	Business applications	1	107	0.003%	3	0.001%	-0.002%	-83.116%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	3,968	0.110%	459	0.077%	-0.033%	-30.340%
1352	Android	Technical Skills	Mobile Platforms	3	48,447	1.347%	23,664	3.963%	2.616%	194.145%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	41,641	1.158%	15,135	2.535%	1.377%	118.877%
120	Apple operating systems	Technical Skills	Business applications	6	85,391	2.375%	23,083	3.866%	1.491%	62.787%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	42,124	1.171%	402	0.067%	-1.104%	-94.253%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	130	0.004%	6	0.001%	-0.003%	-72.206%
1265	Backup & Recovery	Technical Skills	Technical applications	16	279,620	7.776%	49,260	8.249%	0.473%	6.088%
1353	Blackberry	Technical Skills	Mobile Platforms	2	30,401	0.845%	4,756	0.796%	-0.049%	-5.791%
336	Borland Delphi	Technical Skills	Business applications	1	5,397	0.150%	803	0.134%	-0.016%	-10.401%
337	Borland JBuilder	Technical Skills	Business applications	1	4,055	0.113%	114	0.019%	-0.094%	-83.070%
338	Borland Paradox	Technical Skills	Business applications	1	328	0.009%	35	0.006%	-0.003%	-35.741%
72	Business Continuity Planning	Technical Skills	Hardware	2	62,876	1.748%	8,811	1.476%	-0.273%	-15.612%
352	Cadence Opus	Technical Skills	Business applications	1	1,893	0.053%	246	0.041%	-0.011%	-21.743%
868	Calculators	Technical Skills	Hardware	1	3,286	0.091%	230	0.039%	-0.053%	-57.850%
39	CASE Tools	Technical Skills	Software development	1	193,681	5.386%	26,701	4.471%	-0.915%	-16.980%
367	Categorization or classification software	Technical Skills	Business applications	1	14,314	0.398%	2,637	0.442%	0.044%	10.940%
112	Certification	Technical Skills	Misc	3	654,354	18.197%	111,364	18.649%	0.453%	2.488%
78	Cisco	Technical Skills	Hardware	1	297,025	8.260%	33,379	5.590%	-2.670%	-32.326%
1009	Cisco Systems IOS	Technical Skills	Network	1	50,752	1.411%	24,678	4.133%	2.721%	192.817%
40	Client-Server	Technical Skills	Software development	1	83,568	2.324%	9,970	1.670%	-0.654%	-28.155%
1011	Cluster server software	Technical Skills	Network	8	54,221	1.508%	11,372	1.904%	0.397%	26.302%
1147	CMAKE	Technical Skills	Software development	1	227	0.006%	114	0.019%	0.013%	202.426%
1151	Compatibility testing	Technical Skills	Software development	1	1,261	0.035%	345	0.058%	0.023%	64.757%
1152	Compilers	Technical Skills	Software development	5	34,538	0.960%	4,368	0.731%	-0.229%	-23.840%
1255	Compliance software	Technical Skills	Technical applications	3	19,077	0.531%	4,134	0.692%	0.162%	30.497%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	69,243	1.926%	6,656	1.115%	-0.811%	-42.114%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	5,809	0.162%	772	0.129%	-0.032%	-19.969%
875	Computer diagnostics	Technical Skills	Hardware	5	142,930	3.975%	26,942	4.512%	0.537%	13.513%
1107	Computer forensics	Technical Skills	Security	1	8,382	0.233%	698	0.117%	-0.116%	-49.853%
1266	Computer Hardware	Technical Skills	Hardware	15	81,099	2.255%	12,605	2.111%	-0.144%	-6.402%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	36,733	1.021%	467	0.078%	-0.943%	-92.344%
1015	Computer servers	Technical Skills	Network	6	325,847	9.061%	58,880	9.860%	0.799%	8.816%
1267	Computer Utilities	Technical Skills	Misc	1	1,915	0.053%	405	0.068%	0.015%	27.358%
59	Content Manager	Technical Skills	Business applications	1	3,883	0.108%	520	0.087%	-0.021%	-19.355%
878	Controllers	Technical Skills	Hardware	2	21,115	0.587%	4,127	0.691%	0.104%	17.702%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	3,913	0.109%	1,378	0.231%	0.122%	112.070%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	14,232	0.396%	2,028	0.340%	-0.056%	-14.189%
53	Customer Relationship Management	Technical Skills	Business applications	9	214,439	5.963%	32,477	5.439%	-0.525%	-8.796%
953	Data acquisition systems	Technical Skills	Information mgmt	1	17,200	0.478%	2,760	0.462%	-0.016%	-3.368%
955	Data compression software	Technical Skills	Information mgmt	1	11,424	0.318%	1,532	0.257%	-0.061%	-19.243%
956	Data conversion software	Technical Skills	Information mgmt	1	16,142	0.449%	3,049	0.511%	0.062%	13.747%
958	Data dictionary	Technical Skills	Information mgmt	1	9,448	0.263%	1,835	0.307%	0.045%	16.960%
959	Data entry	Technical Skills	Information mgmt	1	185,988	5.172%	4,918	0.824%	-4.348%	-84.076%
962	Data mapping	Technical Skills	Information mgmt	1	17,194	0.478%	4,461	0.747%	0.269%	56.241%
67	Data Mining	Technical Skills	Information mgmt	5	92,750	2.579%	10,766	1.803%	-0.776%	-30.100%
963	Data modeling	Technical Skills	Information mgmt	1	108,165	3.008%	23,385	3.916%	0.908%	30.194%
68	Data Warehousing	Technical Skills	Information mgmt	2	168,958	4.698%	36,676	6.142%	1.443%	30.720%
69	Database Administration	Technical Skills	Information mgmt	12	219,398	6.101%	41,292	6.915%	0.814%	13.337%
969	Database design software	Technical Skills	Information mgmt	15	178,537	4.965%	31,920	5.345%	0.381%	7.665%
1268	Database Reporting	Technical Skills	Information mgmt	3	56,185	1.562%	7,304	1.223%	-0.339%	-21.715%
1269	Database Security	Technical Skills	Information mgmt	2	544	0.015%	132	0.022%	0.007%	46.122%
1270	Database Servers	Technical Skills	Information mgmt	3	47,406	1.318%	5,867	0.983%	-0.336%	-25.471%
1271	Database Testing	Technical Skills	Information mgmt	1	2,697	0.075%	731	0.122%	0.047%	63.221%
1160	Debugging	Technical Skills	Software development	7	228,160	6.345%	48,861	8.182%	1.838%	28.962%
418	Desktop publishing software	Technical Skills	Business applications	13	48,648	1.353%	4,877	0.817%	-0.536%	-39.629%
1272	Development Environment	Technical Skills	Software development	13	156,502	4.352%	31,663	5.302%	0.950%	21.835%
1273	Digital Imaging	Technical Skills	Hardware	1	2,045	0.057%	41	0.007%	-0.050%	-87.927%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	9,833	0.273%	919	0.154%	-0.120%	-43.718%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	10,234	0.285%	1,030	0.172%	-0.112%	-39.392%
1307	Doctor of Philosophy	Technical Skills	Misc	3	162,023	4.506%	10,784	1.806%	-2.700%	-59.919%
973	Document management software	Technical Skills	Information mgmt	4	32,682	0.909%	5,065	0.848%	-0.061%	-6.672%
1020	Domain name system (DNS)	Technical Skills	Network	3	105,540	2.935%	21,043	3.524%	0.589%	20.069%
61	Dreamweaver	Technical Skills	Software development	1	19,062	0.530%	1,659	0.278%	-0.252%	-47.590%
54	DSS/GDSS	Technical Skills	Business applications	5	43,970	1.223%	7,096	1.188%	-0.034%	-2.816%
425	Dynamic modeling software	Technical Skills	Business applications	1	133	0.004%	21	0.004%	-0.000%	-4.916%
62	Eclipse	Technical Skills	Software development	1	68,106	1.894%	14,404	2.412%	0.518%	27.361%
1308	Electronic Commerce	Technical Skills	Business applications	2	156,419	4.350%	31,920	5.345%	0.996%	22.889%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	30,224	0.840%	6,362	1.065%	0.225%	26.760%
1023	Electronic mail software	Technical Skills	Network	8	55,337	1.539%	8,938	1.497%	-0.042%	-2.733%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	173,270	4.818%	30,101	5.041%	0.222%	4.616%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	212,413	5.907%	28,203	4.723%	-1.184%	-20.043%
1321	Environmental Certification	Technical Skills	Environmental	1	277	0.008%	50	0.008%	0.001%	8.700%
1328	Environmental Cleanup	Technical Skills	Environmental	1	1,132	0.031%	376	0.063%	0.031%	100.024%
1329	Environmental Energy	Technical Skills	Environmental	21	11,279	0.314%	2,084	0.349%	0.035%	11.267%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	11,658	0.324%	3,778	0.633%	0.308%	95.154%
1327	Environmental Pollution	Technical Skills	Environmental	15	40,144	1.116%	1,504	0.252%	-0.864%	-77.439%
1324	Environmental Pollution Control	Technical Skills	Environmental	6	5,287	0.147%	539	0.090%	-0.057%	-38.607%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	1,911	0.053%	266	0.045%	-0.009%	-16.178%
1326	Environmental Product Stewardship	Technical Skills	Environmental	11	49,818	1.385%	1,197	0.200%	-1.185%	-85.531%
1331	Environmental Science	Technical Skills	Environmental	2	1,411	0.039%	286	0.048%	0.009%	22.061%
1322	Environmental Technology	Technical Skills	Environmental	2	642	0.018%	55	0.009%	-0.009%	-48.410%
461	Expert system software	Technical Skills	Business applications	1	1,241	0.035%	180	0.030%	-0.004%	-12.655%
1359	Facebook	Technical Skills	Social Networking	1	398,549	11.083%	264,782	44.341%	33.258%	300.080%
463	Facilities management software	Technical Skills	Business applications	4	11,687	0.325%	1,322	0.221%	-0.104%	-31.881%
468	Flight control software	Technical Skills	Business applications	1	1,002	0.028%	89	0.015%	-0.013%	-46.511%
469	Flowchart software	Technical Skills	Business applications	4	9,983	0.278%	2,536	0.425%	0.147%	52.978%
1112	Fraud Detection	Technical Skills	Security	1	16,622	0.462%	3,180	0.533%	0.070%	15.208%
63	FrontPage	Technical Skills	Software development	1	3,216	0.089%	116	0.019%	-0.070%	-78.279%
475	Fund accounting software	Technical Skills	Business applications	1	1,684	0.047%	152	0.025%	-0.021%	-45.645%
1260	Gaming	Technical Skills	Misc	2	70,908	1.972%	15,574	2.608%	0.636%	32.265%
113	Generic databases	Technical Skills	Information mgmt	2	499,172	13.881%	98,087	16.426%	2.545%	18.332%
1365	Google Apps	Technical Skills	Business applications	4	11,472	0.319%	1,837	0.308%	-0.011%	-3.571%
1364	Google Plus	Technical Skills	Social Networking	1	1,306	0.036%	375	0.063%	0.026%	72.913%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	30	214,870	5.975%	30,380	5.088%	-0.888%	-14.856%
484	Graphic software	Technical Skills	Business applications	16	291,240	8.099%	47,494	7.953%	-0.145%	-1.796%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	65,208	1.813%	8,495	1.423%	-0.391%	-21.548%
1323	Green IT	Technical Skills	Environmental	8	9,564	0.266%	1,105	0.185%	-0.081%	-30.424%
893	Guidance systems	Technical Skills	Hardware	1	162	0.005%	4	0.001%	-0.004%	-85.131%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	933	0.026%	82	0.014%	-0.012%	-47.074%
1277	Hardware Design	Technical Skills	Hardware	19	24,842	0.691%	3,166	0.530%	-0.161%	-23.253%
1278	Hardware Testing	Technical Skills	Hardware	4	8,949	0.249%	682	0.114%	-0.135%	-54.107%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,494	0.042%	220	0.037%	-0.005%	-11.323%
492	Helpdesk or call center	Technical Skills	Business applications	2	215,671	5.998%	24,173	4.048%	-1.949%	-32.504%
114	IBM databases	Technical Skills	Information mgmt	2	92,524	2.573%	16,472	2.758%	0.185%	7.209%
121	IBM operating systems	Technical Skills	Business applications	4	75,642	2.103%	9,405	1.575%	-0.529%	-25.125%
898	Image capture devices	Technical Skills	Hardware	8	15,751	0.438%	2,950	0.494%	0.056%	12.786%
524	Industrial control software	Technical Skills	Business applications	3	13,399	0.373%	1,796	0.301%	-0.072%	-19.281%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	47,378	1.318%	8,893	1.489%	0.172%	13.035%
899	Infrared	Technical Skills	Hardware	1	4,738	0.132%	160	0.027%	-0.105%	-79.664%
1180	Installation	Technical Skills	Software development	1	298,146	8.291%	47,001	7.871%	-0.420%	-5.067%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,162	0.032%	61	0.010%	-0.022%	-68.387%
536	Internet browser software	Technical Skills	Business applications	4	21,618	0.601%	3,276	0.549%	-0.053%	-8.743%
541	Inventory management software	Technical Skills	Business applications	3	17,467	0.486%	3,095	0.518%	0.033%	6.704%
73	IT Architecture/Standards	Technical Skills	Hardware	2	28,902	0.804%	5,024	0.841%	0.038%	4.679%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,360	0.038%	76	0.013%	-0.025%	-66.348%
1035	Kernel	Technical Skills	Network	1	33,215	0.924%	3,998	0.670%	-0.254%	-27.515%
907	Lasers	Technical Skills	Hardware	1	964	0.027%	100	0.017%	-0.010%	-37.531%
1038	License management software	Technical Skills	Network	1	2,255	0.063%	576	0.096%	0.034%	53.821%
1361	LinkedIn	Technical Skills	Social Networking	1	27,040	0.752%	7,140	1.196%	0.444%	59.012%
908	Mainframe computers	Technical Skills	Hardware	2	116,479	3.239%	12,314	2.062%	-1.177%	-36.336%
124	Mainframe operating systems	Technical Skills	Business applications	7	49,997	1.390%	5,736	0.961%	-0.430%	-30.912%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	80,123	2.228%	12,008	2.011%	-0.217%	-9.749%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	19,027	0.529%	1,798	0.301%	-0.228%	-43.094%
1281	Medical software	Technical Skills	Business applications	9	24,235	0.674%	3,767	0.631%	-0.043%	-6.396%
115	Microsoft databases	Technical Skills	Information mgmt	5	491,366	13.664%	96,949	16.235%	2.571%	18.817%
119	Microsoft operating systems	Technical Skills	Business applications	4	708,131	19.692%	110,106	18.439%	-1.253%	-6.365%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	16,124	0.448%	5,234	0.877%	0.428%	95.479%
625	Multimedia	Technical Skills	Business applications	1	144,325	4.013%	3,364	0.563%	-3.450%	-85.964%
1362	MySpace	Technical Skills	Social Networking	1	5,162	0.144%	98	0.016%	-0.127%	-88.567%
74	Network administration	Technical Skills	Hardware	12	271,508	7.550%	36,395	6.095%	-1.455%	-19.277%
1282	Network Administration software	Technical Skills	Network	17	173,962	4.838%	35,397	5.928%	1.090%	22.533%
1283	Network Hardware	Technical Skills	Network	11	134,666	3.745%	23,213	3.887%	0.142%	3.804%
1284	Network Monitoring software	Technical Skills	Network	14	87,151	2.424%	19,010	3.183%	0.760%	31.356%
1059	Network operation system software (NOS)	Technical Skills	Network	2	4,476	0.124%	825	0.138%	0.014%	10.995%
1122	Network security	Technical Skills	Security	1	110,487	3.072%	25,525	4.274%	1.202%	39.121%
1285	Network Security software	Technical Skills	Security	34	239,541	6.661%	49,035	8.212%	1.550%	23.272%
1286	Network software	Technical Skills	Network	6	58,729	1.633%	10,406	1.743%	0.109%	6.702%
1287	Network Testing	Technical Skills	Network	11	59,852	1.664%	9,996	1.674%	0.010%	0.574%
1065	Novell network software	Technical Skills	Network	2	5,568	0.155%	340	0.057%	-0.098%	-63.228%
643	Oberon	Technical Skills	Business applications	1	434	0.012%	268	0.045%	0.033%	271.864%
41	Object Oriented Programming	Technical Skills	Software development	5	404,805	11.257%	79,010	13.231%	1.974%	17.537%
1288	Office Applications	Technical Skills	Business applications	13	528,197	14.688%	89,521	14.991%	0.303%	2.063%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	40,169	1.117%	6,003	1.005%	-0.112%	-10.005%
116	Open-source databases	Technical Skills	Information mgmt	4	175,104	4.869%	40,631	6.804%	1.935%	39.734%
118	Open-source operating systems	Technical Skills	Business applications	8	525,791	14.622%	100,440	16.820%	2.198%	15.036%
56	Operating Systems	Technical Skills	Business applications	3	309,277	8.601%	52,361	8.769%	0.168%	1.953%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	2,176	0.061%	378	0.063%	0.003%	4.610%
117	Oracle databases	Technical Skills	Information mgmt	1	635,335	17.668%	110,103	18.438%	0.770%	4.360%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,274	0.091%	351	0.059%	-0.032%	-35.439%
1289	Physical Tools	Technical Skills	Hardware	1	215	0.006%	28	0.005%	-0.001%	-21.574%
683	Point of sale (POS)	Technical Skills	Business applications	3	19,872	0.553%	4,109	0.688%	0.135%	24.519%
931	Printers	Technical Skills	Hardware	3	32,257	0.897%	5,758	0.964%	0.067%	7.495%
43	Programming	Technical Skills	Software development	1	873,279	24.285%	154,165	25.817%	1.532%	6.310%
700	Provisioning	Technical Skills	Business applications	1	46,336	1.289%	12,200	2.043%	0.755%	58.555%
1258	Rate Control	Technical Skills	Technical applications	1	181	0.005%	6	0.001%	-0.004%	-80.038%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	44,651	1.242%	4,169	0.698%	-0.544%	-43.774%
1077	Remote control software	Technical Skills	Network	2	3,716	0.103%	786	0.132%	0.028%	27.376%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,138	0.059%	402	0.067%	0.008%	13.229%
1262	Robotics	Technical Skills	Hardware	3	12,546	0.349%	2,035	0.341%	-0.008%	-2.322%
1318	RSA	Technical Skills	Security	1	15,518	0.432%	2,894	0.485%	0.053%	12.306%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	76,477	2.127%	25,827	4.325%	2.198%	103.368%
44	SDLC	Technical Skills	Software development	7	418,755	11.645%	97,523	16.331%	4.686%	40.245%
1132	Secure shell (SSH)	Technical Skills	Security	1	340	0.009%	73	0.012%	0.003%	29.296%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	44,715	1.243%	9,083	1.521%	0.278%	22.325%
76	Security	Technical Skills	Hardware	4	2,448,417	68.087%	593,728	99.427%	31.340%	46.030%
1315	Security Clearance	Technical Skills	Misc	2	296,053	8.233%	18,580	3.111%	-5.121%	-62.207%
1135	Security testing software	Technical Skills	Security	1	8,128	0.226%	1,891	0.317%	0.091%	40.103%
60	Sharepoint Server	Technical Skills	Business applications	1	13,516	0.376%	1,869	0.313%	-0.063%	-16.728%
1084	Signal generators	Technical Skills	Network	1	725	0.020%	91	0.015%	-0.005%	-24.414%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	31,312	0.871%	5,405	0.905%	0.034%	3.950%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	119,513	3.323%	31,559	5.285%	1.961%	59.019%
1220	Simulation software	Technical Skills	Software development	5	52,969	1.473%	5,588	0.936%	-0.537%	-36.471%
1366	Social Network	Technical Skills	Social Networking	1	8,302	0.231%	1,330	0.223%	-0.008%	-3.526%
1358	Social Networking	Technical Skills	Social Networking	1	22,357	0.622%	1,404	0.235%	-0.387%	-62.182%
42	Software Development	Technical Skills	Software development	2	930,743	25.883%	142,446	23.854%	-2.028%	-7.836%
1291	Software Development software	Technical Skills	Software development	3	6,592	0.183%	832	0.139%	-0.044%	-23.994%
1309	Software Engineering	Technical Skills	Software development	1	558,668	15.536%	73,326	12.279%	-3.256%	-20.961%
1292	Software Installation	Technical Skills	Software development	4	379,996	10.567%	81,300	13.615%	3.048%	28.840%
1223	Software libraries	Technical Skills	Software development	1	1,005	0.028%	204	0.034%	0.006%	22.237%
1293	Software Maintenance	Technical Skills	Software development	1	24,988	0.695%	5,517	0.924%	0.229%	32.957%
1294	Software Testing	Technical Skills	Software development	14	374,377	10.411%	79,136	13.252%	2.841%	27.293%
1225	Source code management (SCM)	Technical Skills	Software development	5	120,724	3.357%	27,041	4.528%	1.171%	34.887%
1229	Static analysis software	Technical Skills	Software development	1	2,489	0.069%	790	0.132%	0.063%	91.136%
772	Statistical analysis software	Technical Skills	Business applications	25	279,975	7.786%	45,851	7.678%	-0.107%	-1.379%
774	Statistical software	Technical Skills	Business applications	1	119,143	3.313%	17,526	2.935%	-0.378%	-11.416%
1230	Stress testing software	Technical Skills	Software development	1	8,773	0.244%	1,917	0.321%	0.077%	31.587%
122	Sun operating systems	Technical Skills	Business applications	3	154,530	4.297%	16,170	2.708%	-1.589%	-36.986%
939	Surveillance systems	Technical Skills	Hardware	5	33,971	0.945%	3,084	0.516%	-0.428%	-45.330%
791	Symantec software	Technical Skills	Business applications	1	27,664	0.769%	6,232	1.044%	0.274%	35.660%
1355	Symbian	Technical Skills	Mobile Platforms	1	114	0.003%	5	0.001%	-0.002%	-73.588%
1310	System Administration	Technical Skills	Network	4	232,538	6.467%	35,996	6.028%	-0.439%	-6.782%
45	System Testing	Technical Skills	Software development	5	73,028	2.031%	14,622	2.449%	0.418%	20.575%
46	Systems Analysis	Technical Skills	Software development	8	296,638	8.249%	49,814	8.342%	0.093%	1.126%
47	Systems Design	Technical Skills	Software development	1	49,249	1.370%	7,481	1.253%	-0.117%	-8.525%
1233	Systems Evaluation	Technical Skills	Software development	1	576	0.016%	95	0.016%	-0.000%	-0.679%
1234	Systems integration	Technical Skills	Software development	8	215,894	6.004%	28,963	4.850%	-1.153%	-19.213%
75	TCP/IP	Technical Skills	Hardware	3	195,101	5.425%	31,597	5.291%	-0.134%	-2.473%
1235	Technology Design	Technical Skills	Software development	1	3,717	0.103%	453	0.076%	-0.028%	-26.609%
1236	Templates	Technical Skills	Software development	1	56,103	1.560%	12,066	2.021%	0.460%	29.514%
1239	Test implementation	Technical Skills	Software development	1	1,245	0.035%	287	0.048%	0.013%	38.820%
1302	Testing	Technical Skills	Software development	1	1,053,669	29.301%	218,004	36.508%	7.207%	24.595%
1297	Training software	Technical Skills	Business applications	3	4,106	0.114%	320	0.054%	-0.061%	-53.068%
57	Transaction Processing Systems	Technical Skills	Business applications	4	5,184	0.144%	747	0.125%	-0.019%	-13.225%
1360	Twitter	Technical Skills	Social Networking	1	49,846	1.386%	11,301	1.892%	0.506%	36.529%
123	UNIX operating systems	Technical Skills	Business applications	5	572,648	15.925%	77,424	12.966%	-2.959%	-18.581%
1298	UNIX Shells	Technical Skills	Business applications	4	115,738	3.219%	23,607	3.953%	0.735%	22.830%
48	User-Interface Design	Technical Skills	Software development	2	235,487	6.549%	48,129	8.060%	1.511%	23.078%
836	Video creation and editing software	Technical Skills	Business applications	3	13,242	0.368%	2,233	0.374%	0.006%	1.549%
64	Visual Studio	Technical Skills	Software development	1	116,226	3.232%	25,655	4.296%	1.064%	32.926%
843	Voice dictation & recognition	Technical Skills	Business applications	2	5,279	0.147%	709	0.119%	-0.028%	-19.121%
77	Voice/Data Telecom	Technical Skills	Hardware	10	333,591	9.277%	46,586	7.801%	-1.475%	-15.903%
1299	Web Application Server	Technical Skills	Business applications	8	167,459	4.657%	26,141	4.378%	-0.279%	-5.994%
1248	Web platform development software	Technical Skills	Software development	5	10,730	0.298%	895	0.150%	-0.149%	-49.770%
65	web programmer	Technical Skills	Software development	4	87,036	2.420%	4,038	0.676%	-1.744%	-72.061%
58	Web servers	Technical Skills	Business applications	6	248,147	6.901%	43,124	7.222%	0.321%	4.653%
49	Web-based Application Development	Technical Skills	Software development	2	182,095	5.064%	39,904	6.682%	1.619%	31.965%
1356	Windows CE	Technical Skills	Mobile Platforms	4	21,214	0.590%	3,024	0.506%	-0.084%	-14.158%
1102	Wireless	Technical Skills	Network	5	145,845	4.056%	23,501	3.936%	-0.120%	-2.964%
1363	YouTube	Technical Skills	Social Networking	2	5,949	0.165%	1,231	0.206%	0.041%	24.610%
79	.NET	Programming Skills	Current	1	409,514	11.388%	72,887	12.206%	0.818%	7.182%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	111	0.003%	21	0.004%	0.000%	13.929%
209	A programming language (APL)	Programming Skills	Legacy	2	5,064	0.141%	523	0.088%	-0.053%	-37.806%
99	Ada	Programming Skills	Legacy	1	13,243	0.368%	1,831	0.307%	-0.062%	-16.739%
80	AJAX	Programming Skills	Current	1	208,731	5.805%	36,017	6.032%	0.227%	3.911%
192	Apple AppleScript	Programming Skills	Current	1	493	0.014%	104	0.017%	0.004%	27.036%
81	ASP	Programming Skills	Current	2	264,709	7.361%	46,508	7.788%	0.427%	5.803%
108	Assembly	Programming Skills	Legacy	2	9,555	0.266%	620	0.104%	-0.162%	-60.925%
211	AWK	Programming Skills	Legacy	1	7,247	0.202%	1,382	0.231%	0.030%	14.839%
212	B	Programming Skills	Legacy	1	46,607	1.296%	7,934	1.329%	0.033%	2.513%
83	C#	Programming Skills	Current	2	384,284	10.686%	77,371	12.957%	2.270%	21.245%
82	C/C++	Programming Skills	Current	3	583,634	16.230%	80,976	13.560%	-2.670%	-16.448%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	256,777	7.141%	74,001	12.392%	5.252%	73.549%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	923	0.026%	228	0.038%	0.013%	48.755%
84	CGI	Programming Skills	Current	2	26,219	0.729%	7,805	1.307%	0.578%	79.265%
217	Clipper	Programming Skills	Legacy	1	612	0.017%	140	0.023%	0.006%	37.758%
218	CLU	Programming Skills	Legacy	1	353	0.010%	35	0.006%	-0.004%	-40.292%
100	Cobol	Programming Skills	Legacy	1	28,163	0.783%	4,288	0.718%	-0.065%	-8.311%
85	ColdFusion	Programming Skills	Current	2	23,419	0.651%	2,097	0.351%	-0.300%	-46.078%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	503	0.014%	34	0.006%	-0.008%	-59.295%
195	Component object model (COM)	Programming Skills	Current	1	549	0.015%	34	0.006%	-0.010%	-62.705%
125	Database programming	Programming Skills	Current	3	85,532	2.379%	13,022	2.181%	-0.198%	-8.317%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,718	0.159%	362	0.061%	-0.098%	-61.876%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	20,945	0.582%	3,500	0.586%	0.004%	0.630%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	5,979	0.166%	1,222	0.205%	0.038%	23.079%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	38,068	1.059%	4,959	0.830%	-0.228%	-21.553%
109	Forth	Programming Skills	Legacy	1	10,023	0.279%	2,642	0.442%	0.164%	58.736%
102	Fortran	Programming Skills	Legacy	1	5,489	0.153%	488	0.082%	-0.071%	-46.461%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	644,575	17.925%	100,759	16.873%	-1.051%	-5.865%
222	J	Programming Skills	Legacy	1	13,423	0.373%	1,760	0.295%	-0.079%	-21.041%
87	Java/J2EE/J2P	Programming Skills	Current	4	794,165	22.085%	154,330	25.845%	3.760%	17.025%
97	JavaScript	Programming Skills	Current	3	415,947	11.567%	106,839	17.892%	6.325%	54.679%
89	JavaServer Faces	Programming Skills	Current	3	31,485	0.876%	5,339	0.894%	0.019%	2.116%
88	JavaServer Pages	Programming Skills	Current	3	136,995	3.810%	18,526	3.102%	-0.707%	-18.564%
223	Job control language (JCL)	Programming Skills	Legacy	2	18,552	0.516%	2,644	0.443%	-0.073%	-14.176%
126	LAMP	Programming Skills	Current	1	36,892	1.026%	6,990	1.171%	0.145%	14.100%
104	Lisp	Programming Skills	Legacy	1	2,235	0.062%	358	0.060%	-0.002%	-3.540%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	1,786	0.050%	459	0.077%	0.027%	54.764%
201	Microsoft ActiveX	Programming Skills	Current	1	5,402	0.150%	370	0.062%	-0.088%	-58.754%
107	Pascal	Programming Skills	Legacy	1	1,833	0.051%	256	0.043%	-0.008%	-15.896%
90	Perl	Programming Skills	Current	1	251,806	7.002%	39,694	6.647%	-0.355%	-5.071%
91	PHP	Programming Skills	Current	1	143,195	3.982%	27,572	4.617%	0.635%	15.952%
103	PL/1	Programming Skills	Legacy	3	594	0.017%	96	0.016%	-0.000%	-2.675%
105	Prolog	Programming Skills	Legacy	1	1,424	0.040%	104	0.017%	-0.022%	-56.019%
95	Python	Programming Skills	Current	1	159,210	4.427%	49,708	8.324%	3.897%	88.016%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	45,760	1.273%	13,635	2.283%	1.011%	79.436%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	1,504	0.042%	443	0.074%	0.032%	77.376%
206	Scripting languages	Programming Skills	Current	1	69,629	1.936%	14,725	2.466%	0.530%	27.352%
101	Smalltalk	Programming Skills	Legacy	1	1,029	0.029%	38	0.006%	-0.022%	-77.761%
92	SQL	Programming Skills	Current	3	1,074,224	29.873%	211,953	35.494%	5.622%	18.819%
110	TCL	Programming Skills	Legacy	1	16,301	0.453%	1,706	0.286%	-0.168%	-36.976%
98	Unified Modeling Language	Programming Skills	Current	2	104,311	2.901%	12,902	2.161%	-0.740%	-25.515%
93	Visual Basic	Programming Skills	Current	6	240,023	6.675%	33,714	5.646%	-1.029%	-15.414%
207	Web service definition language (WSDL)	Programming Skills	Current	2	27,412	0.762%	5,509	0.923%	0.160%	21.024%
94	XML	Programming Skills	Current	2	436,980	12.152%	72,645	12.165%	0.014%	0.111%
1342	Computer Science	Majors	Computer Science	2	2,518,326	70.031%	472,509	79.128%	9.097%	12.989%
1344	Information Technology	Majors	Information Technology	3	1,614,987	44.911%	212,499	35.586%	-9.325%	-20.763%
1343	Management Information Systems	Majors	Management Information Systems	9	959,309	26.677%	162,071	27.141%	0.464%	1.739%

mis Degrees

Management Information Systems	2015-09-15	Jobs Found:	959,074	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Occurrences	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	3,115	0.325%	1,076	0.664%	0.339%	104.409%
2	Attention to Details	Soft Skills	Problem-solving skills	1	3,698	0.386%	766	0.473%	0.087%	22.577%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	6,422	0.670%	1,367	0.843%	0.174%	25.964%
231	Cooperation	Soft Skills	Interpersonal skills	1	10,463	1.091%	1,527	0.942%	-0.149%	-13.637%
3	Creativity	Soft Skills	Problem-solving skills	3	27,087	2.824%	5,684	3.507%	0.683%	24.177%
4	Critical thinking	Soft Skills	Problem-solving skills	3	14,039	1.464%	4,130	2.548%	1.084%	74.085%
1300	Flexibility	Soft Skills	Work ethic	1	33,855	3.530%	6,758	4.170%	0.640%	18.125%
232	Independence	Soft Skills	Interpersonal skills	1	5,433	0.566%	1,197	0.739%	0.172%	30.377%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	135,037	14.080%	27,203	16.785%	2.705%	19.209%
256	Innovation	Soft Skills	Problem-solving skills	1	76,637	7.991%	14,725	9.086%	1.095%	13.701%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	117,335	12.234%	22,621	13.957%	1.723%	14.086%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	719	0.075%	124	0.077%	0.002%	2.056%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	77,535	8.084%	16,740	10.329%	2.244%	27.763%
10	Leadership	Soft Skills	Interpersonal skills	1	225,153	23.476%	41,860	25.828%	2.352%	10.019%
258	Learning	Soft Skills	Problem-solving skills	1	54,506	5.683%	11,257	6.946%	1.263%	22.215%
1	Learning Ability	Soft Skills	Problem-solving skills	3	17,386	1.813%	4,210	2.598%	0.785%	43.294%
236	Listening	Soft Skills	Language skills	1	16,869	1.759%	3,832	2.364%	0.606%	34.426%
260	Mathematics	Soft Skills	Problem-solving skills	3	56,805	5.923%	10,316	6.365%	0.442%	7.466%
261	Memorization	Soft Skills	Problem-solving skills	1	23	0.002%	9	0.006%	0.003%	131.559%
18	Negotiation Skills	Soft Skills	Language skills	1	11,171	1.165%	1,929	1.190%	0.025%	2.185%
262	Optimization	Soft Skills	Problem-solving skills	1	40,955	4.270%	8,800	5.430%	1.159%	27.152%
19	Oral Communications	Soft Skills	Language skills	3	16,241	1.693%	2,670	1.647%	-0.046%	-2.715%
273	Persistence	Soft Skills	Work ethic	1	3,277	0.342%	821	0.507%	0.165%	48.256%
239	Persuasion	Soft Skills	Language skills	1	1,970	0.205%	381	0.235%	0.030%	14.447%
1301	Physical Skill	Soft Skills	Work ethic	2	1,406	0.147%	302	0.186%	0.040%	27.107%
240	Presentations	Soft Skills	Language skills	1	55,009	5.736%	9,685	5.976%	0.240%	4.187%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	200,158	20.870%	40,386	24.919%	4.049%	19.400%
20	Questioning skills	Soft Skills	Language skills	1	218	0.023%	49	0.030%	0.008%	33.011%
241	Reading Comprehension	Soft Skills	Language skills	1	206	0.021%	34	0.021%	-0.001%	-2.331%
6	Research skills	Soft Skills	Problem-solving skills	1	1,781	0.186%	306	0.189%	0.003%	1.673%
15	Responsibility	Soft Skills	Work ethic	2	111,236	11.598%	17,940	11.069%	-0.529%	-4.561%
234	Self Control	Soft Skills	Interpersonal skills	1	174	0.018%	63	0.039%	0.021%	114.259%
11	Self-esteem	Soft Skills	Interpersonal skills	1	29	0.003%	4	0.002%	-0.001%	-18.378%
16	Self-management	Soft Skills	Work ethic	1	1,201	0.125%	195	0.120%	-0.005%	-3.919%
250	Stress Tolerance	Soft Skills	Physical skills	1	199	0.021%	44	0.027%	0.006%	30.842%
12	Teamwork	Soft Skills	Interpersonal skills	1	52,957	5.522%	10,142	6.258%	0.736%	13.331%
17	Time Management	Soft Skills	Work ethic	2	39,789	4.149%	8,099	4.997%	0.849%	20.452%
268	Visualization	Soft Skills	Problem-solving skills	1	6,525	0.680%	1,765	1.089%	0.409%	60.070%
7	Working under pressure	Soft Skills	Problem-solving skills	1	528	0.055%	144	0.089%	0.034%	61.390%
21	Written Communications	Soft Skills	Language skills	4	152,929	15.945%	27,405	16.909%	0.964%	6.044%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	37,090	3.867%	9,764	6.025%	2.157%	55.782%
172	Account management	Business Skills	Management skills	1	12,217	1.274%	1,695	1.046%	-0.228%	-17.898%
22	Accounting	Business Skills	Business processes	4	123,386	12.865%	13,781	8.503%	-4.362%	-33.906%
1263	Accounting software	Business Skills	Business processes	7	5,859	0.611%	840	0.518%	-0.093%	-15.160%
174	Administration	Business Skills	Management skills	3	280,991	29.298%	47,489	29.301%	0.003%	0.011%
1313	Analyst	Business Skills	Project management	1	240,392	25.065%	41,098	25.358%	0.293%	1.169%
175	Application management	Business Skills	Management skills	5	81,732	8.522%	15,806	9.753%	1.231%	14.440%
150	Asset management	Business Skills	Business processes	1	18,985	1.980%	3,245	2.002%	0.023%	1.147%
151	Auditing	Business Skills	Business processes	4	89,187	9.299%	15,081	9.305%	0.006%	0.063%
1264	Auditing software	Business Skills	Business processes	1	188	0.020%	14	0.009%	-0.011%	-55.933%
152	Billing	Business Skills	Business processes	1	26,974	2.813%	3,602	2.222%	-0.590%	-20.979%
1314	Business Analyst	Business Skills	Project management	1	76,447	7.971%	14,841	9.157%	1.186%	14.881%
35	Business Intelligence	Business Skills	Strategy skills	1	49,871	5.200%	11,203	6.912%	1.712%	32.933%
155	Business performance management (BPM)	Business Skills	Business processes	2	5,757	0.600%	1,194	0.737%	0.136%	22.731%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	18,011	1.878%	1,723	1.063%	-0.815%	-43.390%
36	Business Strategy	Business Skills	Strategy skills	3	212,257	22.131%	39,466	24.351%	2.220%	10.029%
182	Calendar and scheduling	Business Skills	Project management	3	48,928	5.102%	7,960	4.911%	-0.190%	-3.727%
156	Capacity planning	Business Skills	Business processes	1	22,840	2.381%	4,385	2.706%	0.324%	13.611%
28	Change Management	Business Skills	Management skills	1	51,915	5.413%	12,193	7.523%	2.110%	38.984%
183	Content workflow	Business Skills	Project management	1	66	0.007%	34	0.021%	0.014%	204.847%
24	Contracting and legal	Business Skills	Business processes	2	61,978	6.462%	8,222	5.073%	-1.389%	-21.497%
176	Coordination	Business Skills	Management skills	1	64,228	6.697%	11,582	7.146%	0.449%	6.710%
157	Cost accounting	Business Skills	Business processes	1	2,970	0.310%	217	0.134%	-0.176%	-56.764%
158	Cost estimation	Business Skills	Business processes	1	1,077	0.112%	132	0.081%	-0.031%	-27.472%
1312	Customer Support	Business Skills	Business processes	6	229,382	23.917%	39,854	24.590%	0.673%	2.816%
1339	Education	Business Skills	Industry Segment	1	10,526	1.098%	1,476	0.911%	-0.187%	-17.021%
1333	Energy	Business Skills	Industry Segment	1	60,375	6.295%	9,019	5.565%	-0.730%	-11.601%
1340	Entertainment	Business Skills	Industry Segment	1	15,448	1.611%	2,273	1.402%	-0.208%	-12.929%
1319	Environmental	Business Skills	Environmental	14	24,409	2.545%	4,115	2.539%	-0.006%	-0.238%
1320	Environmental Strategy	Business Skills	Environmental	6	2,547	0.266%	1,335	0.824%	0.558%	210.170%
161	Financial	Business Skills	Business processes	2	258,771	26.981%	43,247	26.684%	-0.297%	-1.102%
1275	Financial Analysis software	Business Skills	Business processes	6	1,760	0.184%	219	0.135%	-0.048%	-26.366%
1332	Health Care	Business Skills	Industry Segment	2	156,463	16.314%	26,879	16.585%	0.271%	1.660%
177	Human resources	Business Skills	Management skills	2	55,734	5.811%	6,510	4.017%	-1.794%	-30.879%
1336	Insurance	Business Skills	Industry Segment	1	7,736	0.807%	1,576	0.972%	0.166%	20.555%
1316	Managing/Supervision	Business Skills	Management skills	5	433,226	45.171%	65,325	40.306%	-4.865%	-10.770%
1334	Manufacturing	Business Skills	Industry Segment	2	67,016	6.988%	8,687	5.360%	-1.628%	-23.292%
26	Marketing	Business Skills	Business processes	1	81,849	8.534%	8,923	5.506%	-3.029%	-35.487%
185	Monitoring	Business Skills	Project management	1	133,958	13.967%	27,383	16.896%	2.928%	20.965%
179	Negotiation	Business Skills	Management skills	1	43,907	4.578%	7,974	4.920%	0.342%	7.471%
163	Operation and Control	Business Skills	Business processes	2	730	0.076%	109	0.067%	-0.009%	-11.641%
29	Outsourcing Management	Business Skills	Management skills	3	31,897	3.326%	6,687	4.126%	0.800%	24.059%
167	Procurement	Business Skills	Business processes	1	25,704	2.680%	3,816	2.355%	-0.326%	-12.147%
1290	Project Management software	Business Skills	Project management	2	38,994	4.066%	7,327	4.521%	0.455%	11.192%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	230,293	24.012%	40,912	25.243%	1.231%	5.128%
168	Quality	Business Skills	Business processes	1	293,504	30.603%	56,554	34.895%	4.292%	14.024%
1337	Real Estate	Business Skills	Industry Segment	2	9,811	1.023%	1,212	0.748%	-0.275%	-26.897%
1335	Retail	Business Skills	Industry Segment	2	173,272	18.067%	18,561	11.452%	-6.614%	-36.610%
34	Risk Management	Business Skills	Project management	1	44,594	4.650%	8,845	5.457%	0.808%	17.373%
169	Service Orientation	Business Skills	Business processes	1	8,926	0.931%	1,694	1.045%	0.115%	12.306%
27	Supply Chain Management	Business Skills	Business processes	3	33,205	3.462%	5,231	3.228%	-0.235%	-6.776%
1295	Supply Chain Management software	Business Skills	Business processes	4	2,629	0.274%	389	0.240%	-0.034%	-12.440%
178	Teaching	Business Skills	Management skills	7	32,063	3.343%	4,512	2.784%	-0.559%	-16.726%
190	Timekeeping	Business Skills	Project management	3	23,494	2.450%	2,757	1.701%	-0.749%	-30.557%
1296	Timekeeping software	Business Skills	Project management	1	1,710	0.178%	311	0.192%	0.014%	7.624%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,558	0.162%	193	0.119%	-0.043%	-26.694%
180	Troubleshooting	Business Skills	Management skills	1	136,587	14.242%	28,948	17.861%	3.620%	25.417%
181	Verification	Business Skills	Management skills	1	30,866	3.218%	7,702	4.752%	1.534%	47.662%
1338	Waste Management	Business Skills	Industry Segment	1	2,170	0.226%	235	0.145%	-0.081%	-35.915%
191	Workflow	Business Skills	Project management	1	54,280	5.660%	10,113	6.240%	0.580%	10.252%
31	Working Globally	Business Skills	Management skills	3	4,467	0.466%	189	0.117%	-0.349%	-74.962%
32	Working with Virtual Teams	Business Skills	Management skills	2	2,015	0.210%	579	0.357%	0.147%	70.040%
51	4GL	Technical Skills	Software development	3	2,347	0.245%	276	0.170%	-0.074%	-30.411%
987	Access servers & software	Technical Skills	Network	10	37,797	3.941%	8,480	5.232%	1.291%	32.766%
38	Agile Development Methods	Technical Skills	Software development	3	15,962	1.664%	5,547	3.423%	1.758%	105.645%
304	Algorithmic software	Technical Skills	Business applications	1	37	0.004%	0	0.000%	-0.004%	-100.000%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	770	0.080%	105	0.065%	-0.015%	-19.305%
1352	Android	Technical Skills	Mobile Platforms	3	5,241	0.546%	2,905	1.792%	1.246%	228.004%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	4,214	0.439%	1,772	1.093%	0.654%	148.838%
120	Apple operating systems	Technical Skills	Business applications	6	17,079	1.781%	4,921	3.036%	1.256%	70.505%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	702	0.073%	32	0.020%	-0.053%	-73.025%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	9	0.001%	0	0.000%	-0.001%	-100.000%
1265	Backup & Recovery	Technical Skills	Technical applications	16	100,372	10.466%	17,647	10.888%	0.423%	4.041%
1353	Blackberry	Technical Skills	Mobile Platforms	2	7,555	0.788%	1,138	0.702%	-0.086%	-10.864%
336	Borland Delphi	Technical Skills	Business applications	1	1,559	0.163%	212	0.131%	-0.032%	-19.530%
337	Borland JBuilder	Technical Skills	Business applications	1	1,013	0.106%	39	0.024%	-0.082%	-77.217%
338	Borland Paradox	Technical Skills	Business applications	1	140	0.015%	20	0.012%	-0.002%	-15.463%
72	Business Continuity Planning	Technical Skills	Hardware	2	17,190	1.792%	3,934	2.427%	0.635%	35.427%
352	Cadence Opus	Technical Skills	Business applications	1	349	0.036%	48	0.030%	-0.007%	-18.612%
868	Calculators	Technical Skills	Hardware	1	1,546	0.161%	36	0.022%	-0.139%	-86.220%
39	CASE Tools	Technical Skills	Software development	1	48,079	5.013%	8,134	5.019%	0.006%	0.114%
367	Categorization or classification software	Technical Skills	Business applications	1	4,097	0.427%	771	0.476%	0.049%	11.362%
112	Certification	Technical Skills	Misc	3	233,398	24.336%	42,351	26.131%	1.795%	7.378%
78	Cisco	Technical Skills	Hardware	1	51,131	5.331%	10,425	6.432%	1.101%	20.653%
1009	Cisco Systems IOS	Technical Skills	Network	1	9,069	0.946%	3,814	2.353%	1.408%	148.867%
40	Client-Server	Technical Skills	Software development	1	26,991	2.814%	3,672	2.266%	-0.549%	-19.494%
1011	Cluster server software	Technical Skills	Network	8	13,137	1.370%	2,965	1.829%	0.460%	33.560%
1147	CMAKE	Technical Skills	Software development	1	28	0.003%	19	0.012%	0.009%	301.553%
1151	Compatibility testing	Technical Skills	Software development	1	160	0.017%	34	0.021%	0.004%	25.749%
1152	Compilers	Technical Skills	Software development	5	8,359	0.872%	1,355	0.836%	-0.036%	-4.075%
1255	Compliance software	Technical Skills	Technical applications	3	11,329	1.181%	2,490	1.536%	0.355%	30.063%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	6,104	0.636%	758	0.468%	-0.169%	-26.515%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	1,300	0.136%	212	0.131%	-0.005%	-3.497%
875	Computer diagnostics	Technical Skills	Hardware	5	43,591	4.545%	8,733	5.388%	0.843%	18.553%
1107	Computer forensics	Technical Skills	Security	1	3,849	0.401%	398	0.246%	-0.156%	-38.810%
1266	Computer Hardware	Technical Skills	Hardware	15	28,412	2.962%	4,045	2.496%	-0.467%	-15.751%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	659	0.069%	134	0.083%	0.014%	20.328%
1015	Computer servers	Technical Skills	Network	6	99,913	10.418%	18,225	11.245%	0.827%	7.942%
1267	Computer Utilities	Technical Skills	Misc	1	98	0.010%	33	0.020%	0.010%	99.267%
59	Content Manager	Technical Skills	Business applications	1	1,587	0.165%	197	0.122%	-0.044%	-26.543%
878	Controllers	Technical Skills	Hardware	2	5,574	0.581%	945	0.583%	0.002%	0.326%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	709	0.074%	136	0.084%	0.010%	13.511%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	5,226	0.545%	863	0.532%	-0.012%	-2.279%
53	Customer Relationship Management	Technical Skills	Business applications	9	68,690	7.162%	12,347	7.618%	0.456%	6.369%
953	Data acquisition systems	Technical Skills	Information mgmt	1	4,974	0.519%	961	0.593%	0.074%	14.331%
955	Data compression software	Technical Skills	Information mgmt	1	1,521	0.159%	328	0.202%	0.044%	27.612%
956	Data conversion software	Technical Skills	Information mgmt	1	6,590	0.687%	1,072	0.661%	-0.026%	-3.738%
958	Data dictionary	Technical Skills	Information mgmt	1	4,082	0.426%	700	0.432%	0.006%	1.478%
959	Data entry	Technical Skills	Information mgmt	1	6,189	0.645%	829	0.512%	-0.134%	-20.735%
962	Data mapping	Technical Skills	Information mgmt	1	6,155	0.642%	1,517	0.936%	0.294%	45.849%
67	Data Mining	Technical Skills	Information mgmt	5	15,240	1.589%	2,660	1.641%	0.052%	3.286%
963	Data modeling	Technical Skills	Information mgmt	1	36,136	3.768%	7,780	4.800%	1.033%	27.405%
68	Data Warehousing	Technical Skills	Information mgmt	2	55,774	5.815%	11,799	7.280%	1.465%	25.187%
69	Database Administration	Technical Skills	Information mgmt	12	76,369	7.963%	12,619	7.786%	-0.177%	-2.219%
969	Database design software	Technical Skills	Information mgmt	15	57,293	5.974%	10,184	6.284%	0.310%	5.187%
1268	Database Reporting	Technical Skills	Information mgmt	3	23,705	2.472%	3,245	2.002%	-0.469%	-18.993%
1269	Database Security	Technical Skills	Information mgmt	2	58	0.006%	11	0.007%	0.001%	12.231%
1270	Database Servers	Technical Skills	Information mgmt	3	14,934	1.557%	1,846	1.139%	-0.418%	-26.852%
1271	Database Testing	Technical Skills	Information mgmt	1	755	0.079%	175	0.108%	0.029%	37.163%
1160	Debugging	Technical Skills	Software development	7	51,165	5.335%	12,330	7.608%	2.273%	42.606%
418	Desktop publishing software	Technical Skills	Business applications	13	12,163	1.268%	1,070	0.660%	-0.608%	-47.942%
1272	Development Environment	Technical Skills	Software development	13	30,589	3.189%	6,762	4.172%	0.983%	30.815%
1273	Digital Imaging	Technical Skills	Hardware	1	1,187	0.124%	13	0.008%	-0.116%	-93.519%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	725	0.076%	61	0.038%	-0.038%	-50.210%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	3,328	0.347%	304	0.188%	-0.159%	-45.945%
1307	Doctor of Philosophy	Technical Skills	Misc	3	19,444	2.027%	1,401	0.864%	-1.163%	-57.362%
973	Document management software	Technical Skills	Information mgmt	4	12,787	1.333%	1,907	1.177%	-0.157%	-11.747%
1020	Domain name system (DNS)	Technical Skills	Network	3	32,586	3.398%	6,334	3.908%	0.511%	15.025%
61	Dreamweaver	Technical Skills	Software development	1	4,734	0.494%	382	0.236%	-0.258%	-52.249%
54	DSS/GDSS	Technical Skills	Business applications	5	17,373	1.811%	2,981	1.839%	0.028%	1.539%
425	Dynamic modeling software	Technical Skills	Business applications	1	33	0.003%	13	0.008%	0.005%	133.118%
62	Eclipse	Technical Skills	Software development	1	15,091	1.573%	3,535	2.181%	0.608%	38.618%
1308	Electronic Commerce	Technical Skills	Business applications	2	28,807	3.004%	4,913	3.031%	0.028%	0.924%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	11,271	1.175%	2,079	1.283%	0.108%	9.154%
1023	Electronic mail software	Technical Skills	Network	8	18,970	1.978%	3,322	2.050%	0.072%	3.628%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	70,171	7.317%	11,819	7.292%	-0.024%	-0.329%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	74,578	7.776%	11,117	6.859%	-0.917%	-11.789%
1321	Environmental Certification	Technical Skills	Environmental	1	68	0.007%	13	0.008%	0.001%	13.131%
1328	Environmental Cleanup	Technical Skills	Environmental	1	46	0.005%	21	0.013%	0.008%	170.152%
1329	Environmental Energy	Technical Skills	Environmental	21	5,026	0.524%	633	0.391%	-0.133%	-25.471%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	2,824	0.294%	821	0.507%	0.212%	72.038%
1327	Environmental Pollution	Technical Skills	Environmental	15	2,835	0.296%	536	0.331%	0.035%	11.882%
1324	Environmental Pollution Control	Technical Skills	Environmental	6	1,956	0.204%	245	0.151%	-0.053%	-25.879%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	536	0.056%	126	0.078%	0.022%	39.108%
1326	Environmental Product Stewardship	Technical Skills	Environmental	11	3,461	0.361%	355	0.219%	-0.142%	-39.302%
1331	Environmental Science	Technical Skills	Environmental	2	1,143	0.119%	64	0.039%	-0.080%	-66.865%
1322	Environmental Technology	Technical Skills	Environmental	2	238	0.025%	18	0.011%	-0.014%	-55.245%
461	Expert system software	Technical Skills	Business applications	1	368	0.038%	61	0.038%	-0.001%	-1.909%
1359	Facebook	Technical Skills	Social Networking	1	100,873	10.518%	67,060	41.377%	30.859%	293.401%
463	Facilities management software	Technical Skills	Business applications	4	6,715	0.700%	489	0.302%	-0.398%	-56.907%
468	Flight control software	Technical Skills	Business applications	1	129	0.013%	32	0.020%	0.006%	46.794%
469	Flowchart software	Technical Skills	Business applications	4	3,630	0.378%	761	0.470%	0.091%	24.058%
1112	Fraud Detection	Technical Skills	Security	1	6,291	0.656%	977	0.603%	-0.053%	-8.099%
63	FrontPage	Technical Skills	Software development	1	1,333	0.139%	46	0.028%	-0.111%	-79.579%
475	Fund accounting software	Technical Skills	Business applications	1	1,074	0.112%	80	0.049%	-0.063%	-55.921%
1260	Gaming	Technical Skills	Misc	2	14,167	1.477%	1,907	1.177%	-0.301%	-20.344%
113	Generic databases	Technical Skills	Information mgmt	2	154,233	16.081%	28,312	17.469%	1.387%	8.628%
1365	Google Apps	Technical Skills	Business applications	4	2,853	0.297%	371	0.229%	-0.069%	-23.048%
1364	Google Plus	Technical Skills	Social Networking	1	38	0.004%	1	0.001%	-0.003%	-84.427%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	30	60,699	6.329%	10,435	6.439%	0.110%	1.732%
484	Graphic software	Technical Skills	Business applications	16	72,942	7.605%	14,192	8.757%	1.151%	15.136%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	12,228	1.275%	2,210	1.364%	0.089%	6.951%
1323	Green IT	Technical Skills	Environmental	8	2,410	0.251%	165	0.102%	-0.149%	-59.485%
893	Guidance systems	Technical Skills	Hardware	1	46	0.005%	1	0.001%	-0.004%	-87.136%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	53	0.006%	4	0.002%	-0.003%	-55.339%
1277	Hardware Design	Technical Skills	Hardware	19	3,514	0.366%	628	0.387%	0.021%	5.756%
1278	Hardware Testing	Technical Skills	Hardware	4	976	0.102%	135	0.083%	-0.018%	-18.148%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	508	0.053%	72	0.044%	-0.009%	-16.128%
492	Helpdesk or call center	Technical Skills	Business applications	2	50,237	5.238%	7,450	4.597%	-0.641%	-12.243%
114	IBM databases	Technical Skills	Information mgmt	2	31,617	3.297%	5,803	3.581%	0.284%	8.612%
121	IBM operating systems	Technical Skills	Business applications	4	23,304	2.430%	3,439	2.122%	-0.308%	-12.673%
898	Image capture devices	Technical Skills	Hardware	8	4,940	0.515%	1,007	0.621%	0.106%	20.628%
524	Industrial control software	Technical Skills	Business applications	3	3,237	0.338%	491	0.303%	-0.035%	-10.239%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	13,526	1.410%	3,141	1.938%	0.528%	37.419%
899	Infrared	Technical Skills	Hardware	1	718	0.075%	42	0.026%	-0.049%	-65.384%
1180	Installation	Technical Skills	Software development	1	104,862	10.934%	16,665	10.283%	-0.651%	-5.955%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	250	0.026%	10	0.006%	-0.020%	-76.330%
536	Internet browser software	Technical Skills	Business applications	4	7,288	0.760%	819	0.505%	-0.255%	-33.500%
541	Inventory management software	Technical Skills	Business applications	3	6,384	0.666%	1,058	0.653%	-0.013%	-1.929%
73	IT Architecture/Standards	Technical Skills	Hardware	2	9,103	0.949%	2,246	1.386%	0.437%	46.006%
1357	Java ME	Technical Skills	Mobile Platforms	2	113	0.012%	6	0.004%	-0.008%	-68.579%
1035	Kernel	Technical Skills	Network	1	2,540	0.265%	328	0.202%	-0.062%	-23.584%
907	Lasers	Technical Skills	Hardware	1	111	0.012%	12	0.007%	-0.004%	-36.026%
1038	License management software	Technical Skills	Network	1	930	0.097%	230	0.142%	0.045%	46.350%
1361	LinkedIn	Technical Skills	Social Networking	1	4,750	0.495%	1,422	0.877%	0.382%	77.155%
908	Mainframe computers	Technical Skills	Hardware	2	33,522	3.495%	5,231	3.228%	-0.268%	-7.658%
124	Mainframe operating systems	Technical Skills	Business applications	7	14,574	1.520%	1,882	1.161%	-0.358%	-23.583%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	21,476	2.239%	3,957	2.442%	0.202%	9.033%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	7,176	0.748%	649	0.400%	-0.348%	-46.481%
1281	Medical software	Technical Skills	Business applications	9	10,463	1.091%	1,451	0.895%	-0.196%	-17.935%
115	Microsoft databases	Technical Skills	Information mgmt	5	154,297	16.088%	30,444	18.784%	2.696%	16.759%
119	Microsoft operating systems	Technical Skills	Business applications	4	210,564	21.955%	33,401	20.609%	-1.346%	-6.131%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	1,341	0.140%	616	0.380%	0.240%	171.831%
625	Multimedia	Technical Skills	Business applications	1	4,703	0.490%	539	0.333%	-0.158%	-32.180%
1362	MySpace	Technical Skills	Social Networking	1	1,855	0.193%	3	0.002%	-0.192%	-99.043%
74	Network administration	Technical Skills	Hardware	12	79,907	8.332%	12,266	7.568%	-0.763%	-9.163%
1282	Network Administration software	Technical Skills	Network	17	62,829	6.551%	12,722	7.850%	1.299%	19.824%
1283	Network Hardware	Technical Skills	Network	11	40,622	4.236%	7,448	4.596%	0.360%	8.499%
1284	Network Monitoring software	Technical Skills	Network	14	27,598	2.878%	5,662	3.494%	0.616%	21.406%
1059	Network operation system software (NOS)	Technical Skills	Network	2	1,251	0.130%	129	0.080%	-0.051%	-38.979%
1122	Network security	Technical Skills	Security	1	41,893	4.368%	8,807	5.434%	1.066%	24.404%
1285	Network Security software	Technical Skills	Security	34	89,079	9.288%	17,901	11.045%	1.757%	18.918%
1286	Network software	Technical Skills	Network	6	18,856	1.966%	3,514	2.168%	0.202%	10.281%
1287	Network Testing	Technical Skills	Network	11	13,977	1.457%	2,766	1.707%	0.249%	17.108%
1065	Novell network software	Technical Skills	Network	2	2,313	0.241%	128	0.079%	-0.162%	-67.252%
643	Oberon	Technical Skills	Business applications	1	135	0.014%	65	0.040%	0.026%	184.922%
41	Object Oriented Programming	Technical Skills	Software development	5	71,205	7.424%	13,702	8.454%	1.030%	13.873%
1288	Office Applications	Technical Skills	Business applications	13	192,264	20.047%	32,967	20.341%	0.294%	1.468%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	12,867	1.342%	1,958	1.208%	-0.133%	-9.950%
116	Open-source databases	Technical Skills	Information mgmt	4	26,652	2.779%	6,633	4.093%	1.314%	47.274%
118	Open-source operating systems	Technical Skills	Business applications	8	102,708	10.709%	22,029	13.592%	2.883%	26.922%
56	Operating Systems	Technical Skills	Business applications	3	107,363	11.194%	18,143	11.194%	0.000%	0.000%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	735	0.077%	104	0.064%	-0.012%	-16.268%
117	Oracle databases	Technical Skills	Information mgmt	1	189,915	19.802%	35,142	21.683%	1.881%	9.500%
1354	Palm OS	Technical Skills	Mobile Platforms	3	151	0.016%	3	0.002%	-0.014%	-88.243%
1289	Physical Tools	Technical Skills	Hardware	1	31	0.003%	3	0.002%	-0.001%	-42.733%
683	Point of sale (POS)	Technical Skills	Business applications	3	6,000	0.626%	1,145	0.706%	0.081%	12.928%
931	Printers	Technical Skills	Hardware	3	11,919	1.243%	1,936	1.195%	-0.048%	-3.880%
43	Programming	Technical Skills	Software development	1	219,577	22.895%	37,915	23.394%	0.499%	2.181%
700	Provisioning	Technical Skills	Business applications	1	15,172	1.582%	4,059	2.504%	0.923%	58.315%
1258	Rate Control	Technical Skills	Technical applications	1	6	0.001%	0	0.000%	-0.001%	-100.000%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	12,547	1.308%	1,275	0.787%	-0.522%	-39.866%
1077	Remote control software	Technical Skills	Network	2	1,408	0.147%	328	0.202%	0.056%	37.854%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	700	0.073%	136	0.084%	0.011%	14.971%
1262	Robotics	Technical Skills	Hardware	3	2,704	0.282%	305	0.188%	-0.094%	-33.252%
1318	RSA	Technical Skills	Security	1	6,917	0.721%	1,123	0.693%	-0.028%	-3.925%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	7,951	0.829%	3,338	2.060%	1.231%	148.434%
44	SDLC	Technical Skills	Software development	7	130,257	13.582%	31,120	19.201%	5.620%	41.379%
1132	Secure shell (SSH)	Technical Skills	Security	1	48	0.005%	7	0.004%	-0.001%	-13.701%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	11,064	1.154%	2,747	1.695%	0.541%	46.924%
76	Security	Technical Skills	Hardware	4	659,688	68.784%	161,595	99.706%	30.922%	44.956%
1315	Security Clearance	Technical Skills	Misc	2	125,778	13.115%	8,156	5.032%	-8.082%	-61.628%
1135	Security testing software	Technical Skills	Security	1	3,389	0.353%	728	0.449%	0.096%	27.118%
60	Sharepoint Server	Technical Skills	Business applications	1	4,866	0.507%	642	0.396%	-0.111%	-21.925%
1084	Signal generators	Technical Skills	Network	1	157	0.016%	7	0.004%	-0.012%	-73.616%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	7,904	0.824%	1,632	1.007%	0.183%	22.186%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	23,536	2.454%	6,645	4.100%	1.646%	67.074%
1220	Simulation software	Technical Skills	Software development	5	15,127	1.577%	1,592	0.982%	-0.595%	-37.722%
1366	Social Network	Technical Skills	Social Networking	1	802	0.084%	89	0.055%	-0.029%	-34.331%
1358	Social Networking	Technical Skills	Social Networking	1	7,854	0.819%	208	0.128%	-0.691%	-84.328%
42	Software Development	Technical Skills	Software development	2	194,349	20.264%	34,118	21.051%	0.787%	3.884%
1291	Software Development software	Technical Skills	Software development	3	2,349	0.245%	308	0.190%	-0.055%	-22.408%
1309	Software Engineering	Technical Skills	Software development	1	81,959	8.546%	13,514	8.338%	-0.207%	-2.426%
1292	Software Installation	Technical Skills	Software development	4	117,697	12.272%	23,442	14.464%	2.192%	17.863%
1223	Software libraries	Technical Skills	Software development	1	197	0.021%	41	0.025%	0.005%	23.159%
1293	Software Maintenance	Technical Skills	Software development	1	5,786	0.603%	1,245	0.768%	0.165%	27.332%
1294	Software Testing	Technical Skills	Software development	14	102,580	10.696%	21,139	13.043%	2.347%	21.946%
1225	Source code management (SCM)	Technical Skills	Software development	5	26,742	2.788%	6,402	3.950%	1.162%	41.667%
1229	Static analysis software	Technical Skills	Software development	1	200	0.021%	74	0.046%	0.025%	118.952%
772	Statistical analysis software	Technical Skills	Business applications	25	76,884	8.016%	14,143	8.726%	0.710%	8.856%
774	Statistical software	Technical Skills	Business applications	1	39,621	4.131%	5,271	3.252%	-0.879%	-21.275%
1230	Stress testing software	Technical Skills	Software development	1	2,249	0.234%	503	0.310%	0.076%	32.350%
122	Sun operating systems	Technical Skills	Business applications	3	50,108	5.225%	5,746	3.545%	-1.679%	-32.141%
939	Surveillance systems	Technical Skills	Hardware	5	9,139	0.953%	806	0.497%	-0.456%	-47.810%
791	Symantec software	Technical Skills	Business applications	1	8,638	0.901%	2,120	1.308%	0.407%	45.234%
1355	Symbian	Technical Skills	Mobile Platforms	1	32	0.003%	0	0.000%	-0.003%	-100.000%
1310	System Administration	Technical Skills	Network	4	86,032	8.970%	12,371	7.633%	-1.337%	-14.907%
45	System Testing	Technical Skills	Software development	5	24,014	2.504%	4,714	2.909%	0.405%	16.164%
46	Systems Analysis	Technical Skills	Software development	8	123,171	12.843%	20,074	12.386%	-0.457%	-3.557%
47	Systems Design	Technical Skills	Software development	1	19,232	2.005%	3,376	2.083%	0.078%	3.878%
1233	Systems Evaluation	Technical Skills	Software development	1	158	0.016%	30	0.019%	0.002%	12.360%
1234	Systems integration	Technical Skills	Software development	8	80,143	8.356%	9,279	5.725%	-2.631%	-31.486%
75	TCP/IP	Technical Skills	Hardware	3	48,345	5.041%	8,582	5.295%	0.254%	5.047%
1235	Technology Design	Technical Skills	Software development	1	999	0.104%	172	0.106%	0.002%	1.885%
1236	Templates	Technical Skills	Software development	1	17,721	1.848%	3,650	2.252%	0.404%	21.885%
1239	Test implementation	Technical Skills	Software development	1	313	0.033%	93	0.057%	0.025%	75.827%
1302	Testing	Technical Skills	Software development	1	323,224	33.702%	64,776	39.968%	6.266%	18.593%
1297	Training software	Technical Skills	Business applications	3	1,456	0.152%	136	0.084%	-0.068%	-44.726%
57	Transaction Processing Systems	Technical Skills	Business applications	4	1,143	0.119%	159	0.098%	-0.021%	-17.681%
1360	Twitter	Technical Skills	Social Networking	1	13,079	1.364%	1,768	1.091%	-0.273%	-20.007%
123	UNIX operating systems	Technical Skills	Business applications	5	137,566	14.344%	21,640	13.352%	-0.991%	-6.912%
1298	UNIX Shells	Technical Skills	Business applications	4	30,327	3.162%	6,756	4.169%	1.006%	31.828%
48	User-Interface Design	Technical Skills	Software development	2	30,671	3.198%	8,153	5.031%	1.833%	57.303%
836	Video creation and editing software	Technical Skills	Business applications	3	2,126	0.222%	158	0.097%	-0.124%	-56.021%
64	Visual Studio	Technical Skills	Software development	1	31,422	3.276%	7,472	4.610%	1.334%	40.718%
843	Voice dictation & recognition	Technical Skills	Business applications	2	1,204	0.126%	174	0.107%	-0.018%	-14.480%
77	Voice/Data Telecom	Technical Skills	Hardware	10	98,981	10.320%	15,676	9.672%	-0.648%	-6.280%
1299	Web Application Server	Technical Skills	Business applications	8	49,478	5.159%	8,732	5.388%	0.229%	4.436%
1248	Web platform development software	Technical Skills	Software development	5	2,324	0.242%	273	0.168%	-0.074%	-30.486%
65	web programmer	Technical Skills	Software development	4	10,383	1.083%	1,144	0.706%	-0.377%	-34.800%
58	Web servers	Technical Skills	Business applications	6	69,245	7.220%	11,437	7.057%	-0.163%	-2.260%
49	Web-based Application Development	Technical Skills	Software development	2	45,049	4.697%	9,488	5.854%	1.157%	24.634%
1356	Windows CE	Technical Skills	Mobile Platforms	4	1,934	0.202%	438	0.270%	0.069%	34.018%
1102	Wireless	Technical Skills	Network	5	38,999	4.066%	6,827	4.212%	0.146%	3.591%
1363	YouTube	Technical Skills	Social Networking	2	690	0.072%	274	0.169%	0.097%	134.989%
79	.NET	Programming Skills	Current	1	101,962	10.631%	20,803	12.836%	2.204%	20.735%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	3	0.000%	0	0.000%	-0.000%	-100.000%
209	A programming language (APL)	Programming Skills	Legacy	2	1,264	0.132%	116	0.072%	-0.060%	-45.693%
99	Ada	Programming Skills	Legacy	1	4,206	0.439%	714	0.441%	0.002%	0.456%
80	AJAX	Programming Skills	Current	1	38,802	4.046%	7,096	4.378%	0.333%	8.220%
192	Apple AppleScript	Programming Skills	Current	1	57	0.006%	25	0.015%	0.009%	159.545%
81	ASP	Programming Skills	Current	2	73,366	7.650%	12,712	7.843%	0.194%	2.534%
108	Assembly	Programming Skills	Legacy	2	920	0.096%	124	0.077%	-0.019%	-20.241%
211	AWK	Programming Skills	Legacy	1	1,640	0.171%	203	0.125%	-0.046%	-26.751%
212	B	Programming Skills	Legacy	1	12,621	1.316%	2,224	1.372%	0.056%	4.277%
83	C#	Programming Skills	Current	2	78,495	8.184%	17,888	11.037%	2.853%	34.855%
82	C/C++	Programming Skills	Current	3	93,856	9.786%	14,136	8.722%	-1.064%	-10.873%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	46,061	4.803%	13,009	8.027%	3.224%	67.131%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	387	0.040%	74	0.046%	0.005%	13.153%
84	CGI	Programming Skills	Current	2	6,742	0.703%	2,257	1.393%	0.690%	98.102%
217	Clipper	Programming Skills	Legacy	1	209	0.022%	67	0.041%	0.020%	89.703%
218	CLU	Programming Skills	Legacy	1	143	0.015%	14	0.009%	-0.006%	-42.065%
100	Cobol	Programming Skills	Legacy	1	12,379	1.291%	1,900	1.172%	-0.118%	-9.173%
85	ColdFusion	Programming Skills	Current	2	7,996	0.834%	724	0.447%	-0.387%	-46.419%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	303	0.032%	23	0.014%	-0.017%	-55.081%
195	Component object model (COM)	Programming Skills	Current	1	87	0.009%	9	0.006%	-0.004%	-38.783%
125	Database programming	Programming Skills	Current	3	19,800	2.064%	3,283	2.026%	-0.039%	-1.881%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,584	0.165%	136	0.084%	-0.081%	-49.192%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	2,994	0.312%	596	0.368%	0.056%	17.799%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	1,508	0.157%	305	0.188%	0.031%	19.687%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	8,954	0.934%	1,282	0.791%	-0.143%	-15.274%
109	Forth	Programming Skills	Legacy	1	4,266	0.445%	1,471	0.908%	0.463%	104.051%
102	Fortran	Programming Skills	Legacy	1	1,392	0.145%	134	0.083%	-0.062%	-43.034%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	153,073	15.960%	20,330	12.544%	-3.417%	-21.407%
222	J	Programming Skills	Legacy	1	3,565	0.372%	566	0.349%	-0.022%	-6.049%
87	Java/J2EE/J2P	Programming Skills	Current	4	159,908	16.673%	30,574	18.865%	2.191%	13.143%
97	JavaScript	Programming Skills	Current	3	82,644	8.617%	19,954	12.312%	3.695%	42.878%
89	JavaServer Faces	Programming Skills	Current	3	7,897	0.823%	1,420	0.876%	0.053%	6.408%
88	JavaServer Pages	Programming Skills	Current	3	29,326	3.058%	4,660	2.875%	-0.182%	-5.967%
223	Job control language (JCL)	Programming Skills	Legacy	2	6,723	0.701%	1,122	0.692%	-0.009%	-1.241%
126	LAMP	Programming Skills	Current	1	3,276	0.342%	825	0.509%	0.167%	49.024%
104	Lisp	Programming Skills	Legacy	1	134	0.014%	43	0.027%	0.013%	89.894%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	348	0.036%	50	0.031%	-0.005%	-14.977%
201	Microsoft ActiveX	Programming Skills	Current	1	1,358	0.142%	100	0.062%	-0.080%	-56.424%
107	Pascal	Programming Skills	Legacy	1	646	0.067%	132	0.081%	0.014%	20.917%
90	Perl	Programming Skills	Current	1	45,468	4.741%	8,200	5.060%	0.319%	6.722%
91	PHP	Programming Skills	Current	1	20,248	2.111%	4,391	2.709%	0.598%	28.330%
103	PL/1	Programming Skills	Legacy	3	210	0.022%	57	0.035%	0.013%	60.621%
105	Prolog	Programming Skills	Legacy	1	174	0.018%	9	0.006%	-0.013%	-69.392%
95	Python	Programming Skills	Current	1	18,441	1.923%	6,897	4.256%	2.333%	121.321%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	12,497	1.303%	4,327	2.670%	1.367%	104.893%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	224	0.023%	40	0.025%	0.001%	5.672%
206	Scripting languages	Programming Skills	Current	1	12,087	1.260%	3,198	1.973%	0.713%	56.569%
101	Smalltalk	Programming Skills	Legacy	1	266	0.028%	13	0.008%	-0.020%	-71.079%
92	SQL	Programming Skills	Current	3	299,575	31.236%	61,100	37.700%	6.464%	20.693%
110	TCL	Programming Skills	Legacy	1	2,106	0.220%	225	0.139%	-0.081%	-36.778%
98	Unified Modeling Language	Programming Skills	Current	2	26,026	2.714%	3,982	2.457%	-0.257%	-9.460%
93	Visual Basic	Programming Skills	Current	6	81,367	8.484%	11,934	7.363%	-1.120%	-13.207%
207	Web service definition language (WSDL)	Programming Skills	Current	2	6,716	0.700%	1,392	0.859%	0.159%	22.652%
94	XML	Programming Skills	Current	2	102,011	10.636%	18,416	11.363%	0.727%	6.830%
1342	Computer Science	Majors	Computer Science	2	666,916	69.537%	125,122	77.202%	7.664%	11.022%
1344	Information Technology	Majors	Information Technology	3	385,424	40.187%	65,181	40.218%	0.030%	0.076%
1343	Management Information Systems	Majors	Management Information Systems	9	959,074	100.000%	162,071	100.000%	0.000%	0.000%

cs Degrees

Computer Science	2015-09-15	Jobs Found:	2,518,176	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Occurrences	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	7,104	0.282%	2,078	0.440%	0.158%	55.890%
2	Attention to Details	Soft Skills	Problem-solving skills	1	9,647	0.383%	2,096	0.444%	0.060%	15.791%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	12,641	0.502%	2,888	0.611%	0.109%	21.756%
231	Cooperation	Soft Skills	Interpersonal skills	1	18,395	0.730%	3,136	0.664%	-0.067%	-9.144%
3	Creativity	Soft Skills	Problem-solving skills	3	77,400	3.074%	16,075	3.402%	0.328%	10.684%
4	Critical thinking	Soft Skills	Problem-solving skills	3	28,915	1.148%	8,353	1.768%	0.620%	53.956%
1300	Flexibility	Soft Skills	Work ethic	1	75,594	3.002%	16,047	3.396%	0.394%	13.131%
232	Independence	Soft Skills	Interpersonal skills	1	11,740	0.466%	2,570	0.544%	0.078%	16.665%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	306,084	12.155%	66,633	14.102%	1.947%	16.018%
256	Innovation	Soft Skills	Problem-solving skills	1	169,179	6.718%	40,267	8.522%	1.804%	26.847%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	205,463	8.159%	42,154	8.921%	0.762%	9.341%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,252	0.050%	190	0.040%	-0.010%	-19.123%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	157,014	6.235%	34,608	7.324%	1.089%	17.467%
10	Leadership	Soft Skills	Interpersonal skills	1	482,990	19.180%	96,827	20.492%	1.312%	6.840%
258	Learning	Soft Skills	Problem-solving skills	1	155,918	6.192%	35,525	7.518%	1.327%	21.427%
1	Learning Ability	Soft Skills	Problem-solving skills	3	45,860	1.821%	10,885	2.304%	0.483%	26.494%
236	Listening	Soft Skills	Language skills	1	34,981	1.389%	8,442	1.787%	0.397%	28.614%
260	Mathematics	Soft Skills	Problem-solving skills	3	163,766	6.503%	28,578	6.048%	-0.455%	-7.000%
261	Memorization	Soft Skills	Problem-solving skills	1	71	0.003%	6	0.001%	-0.002%	-54.963%
18	Negotiation Skills	Soft Skills	Language skills	1	19,711	0.783%	3,666	0.776%	-0.007%	-0.880%
262	Optimization	Soft Skills	Problem-solving skills	1	132,535	5.263%	30,603	6.477%	1.214%	23.058%
19	Oral Communications	Soft Skills	Language skills	3	38,181	1.516%	6,340	1.342%	-0.174%	-11.505%
273	Persistence	Soft Skills	Work ethic	1	10,634	0.422%	2,389	0.506%	0.083%	19.728%
239	Persuasion	Soft Skills	Language skills	1	3,326	0.132%	619	0.131%	-0.001%	-0.815%
1301	Physical Skill	Soft Skills	Work ethic	2	2,086	0.083%	403	0.085%	0.002%	2.960%
240	Presentations	Soft Skills	Language skills	1	108,471	4.308%	18,209	3.854%	-0.454%	-10.536%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	489,430	19.436%	105,820	22.395%	2.959%	15.227%
20	Questioning skills	Soft Skills	Language skills	1	748	0.030%	234	0.050%	0.020%	66.721%
241	Reading Comprehension	Soft Skills	Language skills	1	471	0.019%	116	0.025%	0.006%	31.254%
6	Research skills	Soft Skills	Problem-solving skills	1	3,929	0.156%	662	0.140%	-0.016%	-10.205%
15	Responsibility	Soft Skills	Work ethic	2	232,867	9.247%	41,530	8.789%	-0.458%	-4.955%
234	Self Control	Soft Skills	Interpersonal skills	1	260	0.010%	102	0.022%	0.011%	109.075%
11	Self-esteem	Soft Skills	Interpersonal skills	1	141	0.006%	24	0.005%	-0.001%	-9.287%
16	Self-management	Soft Skills	Work ethic	1	2,821	0.112%	704	0.149%	0.037%	32.998%
250	Stress Tolerance	Soft Skills	Physical skills	1	361	0.014%	78	0.017%	0.002%	15.150%
12	Teamwork	Soft Skills	Interpersonal skills	1	104,675	4.157%	22,027	4.662%	0.505%	12.147%
17	Time Management	Soft Skills	Work ethic	2	85,473	3.394%	18,384	3.891%	0.496%	14.627%
268	Visualization	Soft Skills	Problem-solving skills	1	25,620	1.017%	7,278	1.540%	0.523%	51.394%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,273	0.051%	419	0.089%	0.038%	75.413%
21	Written Communications	Soft Skills	Language skills	4	382,760	15.200%	76,412	16.172%	0.972%	6.393%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	71,626	2.844%	23,649	5.005%	2.161%	75.962%
172	Account management	Business Skills	Management skills	1	21,643	0.859%	3,300	0.698%	-0.161%	-18.741%
22	Accounting	Business Skills	Business processes	4	149,788	5.948%	20,389	4.315%	-1.633%	-27.457%
1263	Accounting software	Business Skills	Business processes	7	15,577	0.619%	2,147	0.454%	-0.164%	-26.545%
174	Administration	Business Skills	Management skills	3	530,015	21.048%	98,444	20.834%	-0.213%	-1.013%
1313	Analyst	Business Skills	Project management	1	381,066	15.133%	71,183	15.065%	-0.068%	-0.448%
175	Application management	Business Skills	Management skills	5	186,304	7.398%	38,856	8.223%	0.825%	11.151%
150	Asset management	Business Skills	Business processes	1	30,344	1.205%	6,241	1.321%	0.116%	9.612%
151	Auditing	Business Skills	Business processes	4	103,045	4.092%	20,170	4.269%	0.177%	4.317%
1264	Auditing software	Business Skills	Business processes	1	91	0.004%	2	0.000%	-0.003%	-88.287%
152	Billing	Business Skills	Business processes	1	39,294	1.560%	6,639	1.405%	-0.155%	-9.956%
1314	Business Analyst	Business Skills	Project management	1	134,192	5.329%	24,652	5.217%	-0.112%	-2.096%
35	Business Intelligence	Business Skills	Strategy skills	1	111,080	4.411%	24,716	5.231%	0.820%	18.582%
155	Business performance management (BPM)	Business Skills	Business processes	2	15,751	0.625%	3,773	0.799%	0.173%	27.660%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	30,050	1.193%	2,391	0.506%	-0.687%	-57.596%
36	Business Strategy	Business Skills	Strategy skills	3	415,203	16.488%	83,842	17.744%	1.256%	7.616%
182	Calendar and scheduling	Business Skills	Project management	3	96,552	3.834%	15,991	3.384%	-0.450%	-11.735%
156	Capacity planning	Business Skills	Business processes	1	58,697	2.331%	11,622	2.460%	0.129%	5.522%
28	Change Management	Business Skills	Management skills	1	93,509	3.713%	22,277	4.715%	1.001%	26.964%
183	Content workflow	Business Skills	Project management	1	100	0.004%	44	0.009%	0.005%	134.492%
24	Contracting and legal	Business Skills	Business processes	2	91,711	3.642%	15,363	3.251%	-0.391%	-10.725%
176	Coordination	Business Skills	Management skills	1	105,906	4.206%	20,036	4.240%	0.035%	0.825%
157	Cost accounting	Business Skills	Business processes	1	1,687	0.067%	228	0.048%	-0.019%	-27.973%
158	Cost estimation	Business Skills	Business processes	1	2,021	0.080%	270	0.057%	-0.023%	-28.801%
1312	Customer Support	Business Skills	Business processes	6	478,734	19.011%	88,686	18.769%	-0.242%	-1.273%
1339	Education	Business Skills	Industry Segment	1	19,102	0.759%	3,001	0.635%	-0.123%	-16.273%
1333	Energy	Business Skills	Industry Segment	1	118,776	4.717%	23,242	4.919%	0.202%	4.285%
1340	Entertainment	Business Skills	Industry Segment	1	52,266	2.076%	9,629	2.038%	-0.038%	-1.817%
1319	Environmental	Business Skills	Environmental	14	44,970	1.786%	8,604	1.821%	0.035%	1.966%
1320	Environmental Strategy	Business Skills	Environmental	6	13,531	0.537%	6,136	1.299%	0.761%	141.675%
161	Financial	Business Skills	Business processes	2	461,837	18.340%	86,958	18.403%	0.063%	0.345%
1275	Financial Analysis software	Business Skills	Business processes	6	1,758	0.070%	164	0.035%	-0.035%	-50.283%
1332	Health Care	Business Skills	Industry Segment	2	269,378	10.697%	52,216	11.051%	0.353%	3.304%
177	Human resources	Business Skills	Management skills	2	82,564	3.279%	10,273	2.174%	-1.105%	-33.689%
1336	Insurance	Business Skills	Industry Segment	1	14,294	0.568%	2,982	0.631%	0.063%	11.181%
1316	Managing/Supervision	Business Skills	Management skills	5	892,485	35.442%	143,346	30.337%	-5.105%	-14.403%
1334	Manufacturing	Business Skills	Industry Segment	2	142,044	5.641%	19,829	4.197%	-1.444%	-25.603%
26	Marketing	Business Skills	Business processes	1	206,350	8.194%	28,853	6.106%	-2.088%	-25.482%
185	Monitoring	Business Skills	Project management	1	283,848	11.272%	62,145	13.152%	1.880%	16.680%
179	Negotiation	Business Skills	Management skills	1	73,246	2.909%	14,634	3.097%	0.188%	6.477%
163	Operation and Control	Business Skills	Business processes	2	1,209	0.048%	168	0.036%	-0.012%	-25.944%
29	Outsourcing Management	Business Skills	Management skills	3	62,921	2.499%	15,658	3.314%	0.815%	32.622%
167	Procurement	Business Skills	Business processes	1	37,221	1.478%	6,388	1.352%	-0.126%	-8.535%
1290	Project Management software	Business Skills	Project management	2	63,201	2.510%	11,827	2.503%	-0.007%	-0.270%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	423,210	16.806%	76,686	16.230%	-0.577%	-3.431%
168	Quality	Business Skills	Business processes	1	715,040	28.395%	151,286	32.018%	3.622%	12.757%
1337	Real Estate	Business Skills	Industry Segment	2	14,023	0.557%	3,186	0.674%	0.117%	21.082%
1335	Retail	Business Skills	Industry Segment	2	367,961	14.612%	48,807	10.329%	-4.283%	-29.310%
34	Risk Management	Business Skills	Project management	1	61,989	2.462%	13,050	2.762%	0.300%	12.195%
169	Service Orientation	Business Skills	Business processes	1	16,986	0.675%	3,406	0.721%	0.046%	6.864%
27	Supply Chain Management	Business Skills	Business processes	3	65,775	2.612%	10,838	2.294%	-0.318%	-12.186%
1295	Supply Chain Management software	Business Skills	Business processes	4	4,822	0.191%	584	0.124%	-0.068%	-35.455%
178	Teaching	Business Skills	Management skills	7	57,971	2.302%	9,124	1.931%	-0.371%	-16.122%
190	Timekeeping	Business Skills	Project management	3	27,867	1.107%	4,273	0.904%	-0.202%	-18.282%
1296	Timekeeping software	Business Skills	Project management	1	2,663	0.106%	442	0.094%	-0.012%	-11.544%
171	Total quality management (TQM)	Business Skills	Business processes	2	3,111	0.124%	338	0.072%	-0.052%	-42.098%
180	Troubleshooting	Business Skills	Management skills	1	347,415	13.796%	75,499	15.978%	2.182%	15.816%
181	Verification	Business Skills	Management skills	1	108,866	4.323%	45,203	9.567%	5.243%	121.284%
1338	Waste Management	Business Skills	Industry Segment	1	2,013	0.080%	367	0.078%	-0.002%	-2.838%
191	Workflow	Business Skills	Project management	1	108,885	4.324%	21,607	4.573%	0.249%	5.755%
31	Working Globally	Business Skills	Management skills	3	17,336	0.688%	1,193	0.252%	-0.436%	-63.325%
32	Working with Virtual Teams	Business Skills	Management skills	2	4,675	0.186%	1,517	0.321%	0.135%	72.934%
51	4GL	Technical Skills	Software development	3	4,470	0.178%	448	0.095%	-0.083%	-46.587%
987	Access servers & software	Technical Skills	Network	10	79,769	3.168%	18,854	3.990%	0.822%	25.964%
38	Agile Development Methods	Technical Skills	Software development	3	82,208	3.265%	28,241	5.977%	2.712%	83.080%
304	Algorithmic software	Technical Skills	Business applications	1	104	0.004%	2	0.000%	-0.004%	-89.751%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	3,350	0.133%	403	0.085%	-0.048%	-35.888%
1352	Android	Technical Skills	Mobile Platforms	3	45,465	1.805%	22,274	4.714%	2.909%	161.094%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	37,543	1.491%	13,856	2.932%	1.442%	96.691%
120	Apple operating systems	Technical Skills	Business applications	6	70,007	2.780%	19,033	4.028%	1.248%	44.891%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	5,179	0.206%	381	0.081%	-0.125%	-60.794%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	117	0.005%	4	0.001%	-0.004%	-81.780%
1265	Backup & Recovery	Technical Skills	Technical applications	16	206,026	8.182%	38,577	8.164%	-0.017%	-0.211%
1353	Blackberry	Technical Skills	Mobile Platforms	2	23,064	0.916%	3,832	0.811%	-0.105%	-11.454%
336	Borland Delphi	Technical Skills	Business applications	1	4,626	0.184%	686	0.145%	-0.039%	-20.970%
337	Borland JBuilder	Technical Skills	Business applications	1	3,739	0.148%	107	0.023%	-0.126%	-84.749%
338	Borland Paradox	Technical Skills	Business applications	1	234	0.009%	17	0.004%	-0.006%	-61.282%
72	Business Continuity Planning	Technical Skills	Hardware	2	28,648	1.138%	6,234	1.319%	0.182%	15.971%
352	Cadence Opus	Technical Skills	Business applications	1	1,203	0.048%	191	0.040%	-0.007%	-15.386%
868	Calculators	Technical Skills	Hardware	1	1,588	0.063%	180	0.038%	-0.025%	-39.592%
39	CASE Tools	Technical Skills	Software development	1	103,063	4.093%	20,206	4.276%	0.184%	4.485%
367	Categorization or classification software	Technical Skills	Business applications	1	12,228	0.486%	2,290	0.485%	-0.001%	-0.194%
112	Certification	Technical Skills	Misc	3	412,152	16.367%	80,301	16.995%	0.628%	3.834%
78	Cisco	Technical Skills	Hardware	1	122,951	4.883%	26,306	5.567%	0.685%	14.025%
1009	Cisco Systems IOS	Technical Skills	Network	1	45,127	1.792%	22,662	4.796%	3.004%	167.632%
40	Client-Server	Technical Skills	Software development	1	57,712	2.292%	8,588	1.818%	-0.474%	-20.695%
1011	Cluster server software	Technical Skills	Network	8	45,290	1.799%	9,688	2.050%	0.252%	14.001%
1147	CMAKE	Technical Skills	Software development	1	225	0.009%	113	0.024%	0.015%	167.653%
1151	Compatibility testing	Technical Skills	Software development	1	1,124	0.045%	312	0.066%	0.021%	47.933%
1152	Compilers	Technical Skills	Software development	5	27,156	1.078%	3,426	0.725%	-0.353%	-32.765%
1255	Compliance software	Technical Skills	Technical applications	3	10,795	0.429%	2,682	0.568%	0.139%	32.407%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	20,985	0.833%	2,871	0.608%	-0.226%	-27.088%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	3,660	0.145%	493	0.104%	-0.041%	-28.214%
875	Computer diagnostics	Technical Skills	Hardware	5	111,265	4.418%	21,693	4.591%	0.173%	3.905%
1107	Computer forensics	Technical Skills	Security	1	6,345	0.252%	527	0.112%	-0.140%	-55.736%
1266	Computer Hardware	Technical Skills	Hardware	15	55,581	2.207%	9,111	1.928%	-0.279%	-12.639%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	2,005	0.080%	320	0.068%	-0.012%	-14.943%
1015	Computer servers	Technical Skills	Network	6	264,277	10.495%	48,426	10.249%	-0.246%	-2.345%
1267	Computer Utilities	Technical Skills	Misc	1	1,787	0.071%	397	0.084%	0.013%	18.397%
59	Content Manager	Technical Skills	Business applications	1	2,175	0.086%	444	0.094%	0.008%	8.793%
878	Controllers	Technical Skills	Hardware	2	15,680	0.623%	3,424	0.725%	0.102%	16.376%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	2,286	0.091%	501	0.106%	0.015%	16.799%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	10,879	0.432%	1,554	0.329%	-0.103%	-23.873%
53	Customer Relationship Management	Technical Skills	Business applications	9	125,436	4.981%	23,638	5.003%	0.021%	0.430%
953	Data acquisition systems	Technical Skills	Information mgmt	1	13,362	0.531%	2,302	0.487%	-0.043%	-8.186%
955	Data compression software	Technical Skills	Information mgmt	1	10,166	0.404%	1,400	0.296%	-0.107%	-26.607%
956	Data conversion software	Technical Skills	Information mgmt	1	11,278	0.448%	2,244	0.475%	0.027%	6.039%
958	Data dictionary	Technical Skills	Information mgmt	1	7,728	0.307%	1,447	0.306%	-0.001%	-0.212%
959	Data entry	Technical Skills	Information mgmt	1	10,297	0.409%	1,221	0.258%	-0.150%	-36.805%
962	Data mapping	Technical Skills	Information mgmt	1	13,103	0.520%	3,229	0.683%	0.163%	31.333%
67	Data Mining	Technical Skills	Information mgmt	5	45,297	1.799%	8,926	1.889%	0.090%	5.018%
963	Data modeling	Technical Skills	Information mgmt	1	91,565	3.636%	19,955	4.223%	0.587%	16.144%
68	Data Warehousing	Technical Skills	Information mgmt	2	135,107	5.365%	29,784	6.303%	0.938%	17.485%
69	Database Administration	Technical Skills	Information mgmt	12	174,029	6.911%	34,639	7.331%	0.420%	6.077%
969	Database design software	Technical Skills	Information mgmt	15	151,538	6.018%	27,499	5.820%	-0.198%	-3.290%
1268	Database Reporting	Technical Skills	Information mgmt	3	43,757	1.738%	5,867	1.242%	-0.496%	-28.543%
1269	Database Security	Technical Skills	Information mgmt	2	447	0.018%	123	0.026%	0.008%	46.647%
1270	Database Servers	Technical Skills	Information mgmt	3	37,982	1.508%	4,989	1.056%	-0.452%	-29.998%
1271	Database Testing	Technical Skills	Information mgmt	1	2,395	0.095%	686	0.145%	0.050%	52.649%
1160	Debugging	Technical Skills	Software development	7	198,511	7.883%	42,229	8.937%	1.054%	13.371%
418	Desktop publishing software	Technical Skills	Business applications	13	32,807	1.303%	3,627	0.768%	-0.535%	-41.081%
1272	Development Environment	Technical Skills	Software development	13	134,357	5.335%	28,949	6.127%	0.791%	14.828%
1273	Digital Imaging	Technical Skills	Hardware	1	800	0.032%	31	0.007%	-0.025%	-79.349%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	8,731	0.347%	881	0.186%	-0.160%	-46.224%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	7,859	0.312%	814	0.172%	-0.140%	-44.801%
1307	Doctor of Philosophy	Technical Skills	Misc	3	104,957	4.168%	9,836	2.082%	-2.086%	-50.056%
973	Document management software	Technical Skills	Information mgmt	4	20,983	0.833%	3,478	0.736%	-0.097%	-11.664%
1020	Domain name system (DNS)	Technical Skills	Network	3	87,199	3.463%	17,280	3.657%	0.194%	5.611%
61	Dreamweaver	Technical Skills	Software development	1	13,728	0.545%	1,201	0.254%	-0.291%	-53.376%
54	DSS/GDSS	Technical Skills	Business applications	5	30,272	1.202%	4,838	1.024%	-0.178%	-14.827%
425	Dynamic modeling software	Technical Skills	Business applications	1	92	0.004%	16	0.003%	-0.000%	-7.315%
62	Eclipse	Technical Skills	Software development	1	60,318	2.395%	13,156	2.784%	0.389%	16.239%
1308	Electronic Commerce	Technical Skills	Business applications	2	125,207	4.972%	28,307	5.991%	1.019%	20.487%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	22,617	0.898%	4,558	0.965%	0.066%	7.403%
1023	Electronic mail software	Technical Skills	Network	8	39,619	1.573%	6,323	1.338%	-0.235%	-14.946%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	119,507	4.746%	20,959	4.436%	-0.310%	-6.534%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	119,439	4.743%	20,098	4.253%	-0.490%	-10.323%
1321	Environmental Certification	Technical Skills	Environmental	1	140	0.006%	29	0.006%	0.001%	10.394%
1328	Environmental Cleanup	Technical Skills	Environmental	1	274	0.011%	213	0.045%	0.034%	314.291%
1329	Environmental Energy	Technical Skills	Environmental	21	6,502	0.258%	1,420	0.301%	0.042%	16.390%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	7,553	0.300%	2,433	0.515%	0.215%	71.672%
1327	Environmental Pollution	Technical Skills	Environmental	15	5,009	0.199%	900	0.190%	-0.008%	-4.244%
1324	Environmental Pollution Control	Technical Skills	Environmental	6	3,115	0.124%	384	0.081%	-0.042%	-34.302%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	1,350	0.054%	195	0.041%	-0.012%	-23.020%
1326	Environmental Product Stewardship	Technical Skills	Environmental	11	4,476	0.178%	844	0.179%	0.001%	0.491%
1331	Environmental Science	Technical Skills	Environmental	2	291	0.012%	236	0.050%	0.038%	332.210%
1322	Environmental Technology	Technical Skills	Environmental	2	361	0.014%	33	0.007%	-0.007%	-51.283%
461	Expert system software	Technical Skills	Business applications	1	949	0.038%	158	0.033%	-0.004%	-11.271%
1359	Facebook	Technical Skills	Social Networking	1	328,868	13.060%	217,546	46.041%	32.981%	252.538%
463	Facilities management software	Technical Skills	Business applications	4	4,628	0.184%	911	0.193%	0.009%	4.906%
468	Flight control software	Technical Skills	Business applications	1	896	0.036%	72	0.015%	-0.020%	-57.175%
469	Flowchart software	Technical Skills	Business applications	4	7,536	0.299%	1,942	0.411%	0.112%	37.336%
1112	Fraud Detection	Technical Skills	Security	1	11,351	0.451%	2,371	0.502%	0.051%	11.320%
63	FrontPage	Technical Skills	Software development	1	2,407	0.096%	83	0.018%	-0.078%	-81.623%
475	Fund accounting software	Technical Skills	Business applications	1	561	0.022%	95	0.020%	-0.002%	-9.752%
1260	Gaming	Technical Skills	Misc	2	52,817	2.097%	10,848	2.296%	0.198%	9.459%
113	Generic databases	Technical Skills	Information mgmt	2	415,234	16.489%	84,200	17.820%	1.330%	8.068%
1365	Google Apps	Technical Skills	Business applications	4	9,905	0.393%	1,531	0.324%	-0.069%	-17.625%
1364	Google Plus	Technical Skills	Social Networking	1	1,305	0.052%	374	0.079%	0.027%	52.734%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	30	125,966	5.002%	22,335	4.727%	-0.275%	-5.505%
484	Graphic software	Technical Skills	Business applications	16	189,643	7.531%	34,579	7.318%	-0.213%	-2.826%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	58,146	2.309%	7,575	1.603%	-0.706%	-30.571%
1323	Green IT	Technical Skills	Environmental	8	5,810	0.231%	939	0.199%	-0.032%	-13.868%
893	Guidance systems	Technical Skills	Hardware	1	133	0.005%	3	0.001%	-0.005%	-87.979%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	823	0.033%	76	0.016%	-0.017%	-50.786%
1277	Hardware Design	Technical Skills	Hardware	19	20,497	0.814%	2,677	0.567%	-0.247%	-30.396%
1278	Hardware Testing	Technical Skills	Hardware	4	7,437	0.295%	589	0.125%	-0.171%	-57.792%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	776	0.031%	122	0.026%	-0.005%	-16.213%
492	Helpdesk or call center	Technical Skills	Business applications	2	90,511	3.594%	13,975	2.958%	-0.637%	-17.714%
114	IBM databases	Technical Skills	Information mgmt	2	74,011	2.939%	13,581	2.874%	-0.065%	-2.206%
121	IBM operating systems	Technical Skills	Business applications	4	54,819	2.177%	7,443	1.575%	-0.602%	-27.641%
898	Image capture devices	Technical Skills	Hardware	8	11,573	0.460%	2,232	0.472%	0.013%	2.784%
524	Industrial control software	Technical Skills	Business applications	3	9,956	0.395%	1,400	0.296%	-0.099%	-25.059%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	39,292	1.560%	7,403	1.567%	0.006%	0.411%
899	Infrared	Technical Skills	Hardware	1	2,073	0.082%	105	0.022%	-0.060%	-73.006%
1180	Installation	Technical Skills	Software development	1	221,090	8.780%	37,105	7.853%	-0.927%	-10.558%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,049	0.042%	57	0.012%	-0.030%	-71.042%
536	Internet browser software	Technical Skills	Business applications	4	15,816	0.628%	2,643	0.559%	-0.069%	-10.941%
541	Inventory management software	Technical Skills	Business applications	3	11,382	0.452%	2,253	0.477%	0.025%	5.492%
73	IT Architecture/Standards	Technical Skills	Hardware	2	17,571	0.698%	3,584	0.759%	0.061%	8.704%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,047	0.042%	73	0.015%	-0.026%	-62.842%
1035	Kernel	Technical Skills	Network	1	31,338	1.244%	3,830	0.811%	-0.434%	-34.867%
907	Lasers	Technical Skills	Hardware	1	677	0.027%	81	0.017%	-0.010%	-36.236%
1038	License management software	Technical Skills	Network	1	1,638	0.065%	403	0.085%	0.020%	31.119%
1361	LinkedIn	Technical Skills	Social Networking	1	20,193	0.802%	5,647	1.195%	0.393%	49.037%
908	Mainframe computers	Technical Skills	Hardware	2	59,402	2.359%	9,002	1.905%	-0.454%	-19.237%
124	Mainframe operating systems	Technical Skills	Business applications	7	35,072	1.393%	4,144	0.877%	-0.516%	-37.030%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	60,785	2.414%	9,675	2.048%	-0.366%	-15.174%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	10,916	0.433%	1,233	0.261%	-0.173%	-39.803%
1281	Medical software	Technical Skills	Business applications	9	13,464	0.535%	2,768	0.586%	0.051%	9.564%
115	Microsoft databases	Technical Skills	Information mgmt	5	407,098	16.166%	83,210	17.610%	1.444%	8.931%
119	Microsoft operating systems	Technical Skills	Business applications	4	569,791	22.627%	91,320	19.327%	-3.301%	-14.587%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	15,121	0.600%	4,885	1.034%	0.433%	72.171%
625	Multimedia	Technical Skills	Business applications	1	24,938	0.990%	2,903	0.614%	-0.376%	-37.961%
1362	MySpace	Technical Skills	Social Networking	1	3,681	0.146%	96	0.020%	-0.126%	-86.101%
74	Network administration	Technical Skills	Hardware	12	181,620	7.212%	28,309	5.991%	-1.221%	-16.931%
1282	Network Administration software	Technical Skills	Network	17	130,982	5.201%	27,053	5.725%	0.524%	10.073%
1283	Network Hardware	Technical Skills	Network	11	102,561	4.073%	18,479	3.911%	-0.162%	-3.978%
1284	Network Monitoring software	Technical Skills	Network	14	69,602	2.764%	15,920	3.369%	0.605%	21.898%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,474	0.098%	590	0.125%	0.027%	27.095%
1122	Network security	Technical Skills	Security	1	84,289	3.347%	20,326	4.302%	0.954%	28.516%
1285	Network Security software	Technical Skills	Security	34	177,065	7.031%	37,939	8.029%	0.998%	14.190%
1286	Network software	Technical Skills	Network	6	47,362	1.881%	8,352	1.768%	-0.113%	-6.020%
1287	Network Testing	Technical Skills	Network	11	41,929	1.665%	8,656	1.832%	0.167%	10.022%
1065	Novell network software	Technical Skills	Network	2	4,129	0.164%	139	0.029%	-0.135%	-82.059%
643	Oberon	Technical Skills	Business applications	1	323	0.013%	226	0.048%	0.035%	272.891%
41	Object Oriented Programming	Technical Skills	Software development	5	371,550	14.755%	74,800	15.830%	1.076%	7.290%
1288	Office Applications	Technical Skills	Business applications	13	322,344	12.801%	58,005	12.276%	-0.525%	-4.099%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	33,821	1.343%	5,135	1.087%	-0.256%	-19.085%
116	Open-source databases	Technical Skills	Information mgmt	4	156,597	6.219%	38,164	8.077%	1.858%	29.881%
118	Open-source operating systems	Technical Skills	Business applications	8	459,655	18.253%	90,396	19.131%	0.878%	4.808%
56	Operating Systems	Technical Skills	Business applications	3	253,670	10.074%	43,161	9.134%	-0.939%	-9.323%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,439	0.057%	319	0.068%	0.010%	18.142%
117	Oracle databases	Technical Skills	Information mgmt	1	478,476	19.001%	91,048	19.269%	0.268%	1.411%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,100	0.123%	351	0.074%	-0.049%	-39.658%
1289	Physical Tools	Technical Skills	Hardware	1	146	0.006%	24	0.005%	-0.001%	-12.394%
683	Point of sale (POS)	Technical Skills	Business applications	3	14,664	0.582%	3,175	0.672%	0.090%	15.390%
931	Printers	Technical Skills	Hardware	3	21,364	0.848%	3,734	0.790%	-0.058%	-6.853%
43	Programming	Technical Skills	Software development	1	753,012	29.903%	138,716	29.357%	-0.546%	-1.825%
700	Provisioning	Technical Skills	Business applications	1	35,229	1.399%	9,760	2.066%	0.667%	47.647%
1258	Rate Control	Technical Skills	Technical applications	1	174	0.007%	6	0.001%	-0.006%	-81.623%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	37,431	1.486%	3,360	0.711%	-0.775%	-52.161%
1077	Remote control software	Technical Skills	Network	2	2,464	0.098%	514	0.109%	0.011%	11.173%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	1,751	0.070%	330	0.070%	0.000%	0.439%
1262	Robotics	Technical Skills	Hardware	3	10,001	0.397%	1,804	0.382%	-0.015%	-3.868%
1318	RSA	Technical Skills	Security	1	12,418	0.493%	1,931	0.409%	-0.084%	-17.128%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	70,685	2.807%	24,772	5.243%	2.436%	86.771%
44	SDLC	Technical Skills	Software development	7	344,249	13.671%	79,538	16.833%	3.163%	23.134%
1132	Secure shell (SSH)	Technical Skills	Security	1	279	0.011%	66	0.014%	0.003%	26.071%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	35,294	1.402%	7,223	1.529%	0.127%	9.067%
76	Security	Technical Skills	Hardware	4	1,690,166	67.119%	471,289	99.742%	32.623%	48.605%
1315	Security Clearance	Technical Skills	Misc	2	195,811	7.776%	14,263	3.019%	-4.757%	-61.181%
1135	Security testing software	Technical Skills	Security	1	6,669	0.265%	1,563	0.331%	0.066%	24.903%
60	Sharepoint Server	Technical Skills	Business applications	1	10,668	0.424%	1,598	0.338%	-0.085%	-20.169%
1084	Signal generators	Technical Skills	Network	1	503	0.020%	75	0.016%	-0.004%	-20.536%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	26,648	1.058%	4,391	0.929%	-0.129%	-12.184%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	108,352	4.303%	28,860	6.108%	1.805%	41.950%
1220	Simulation software	Technical Skills	Software development	5	43,370	1.722%	4,929	1.043%	-0.679%	-39.432%
1366	Social Network	Technical Skills	Social Networking	1	7,371	0.293%	1,261	0.267%	-0.026%	-8.827%
1358	Social Networking	Technical Skills	Social Networking	1	17,286	0.686%	1,149	0.243%	-0.443%	-64.576%
42	Software Development	Technical Skills	Software development	2	698,379	27.734%	126,154	26.699%	-1.035%	-3.731%
1291	Software Development software	Technical Skills	Software development	3	5,460	0.217%	664	0.141%	-0.076%	-35.189%
1309	Software Engineering	Technical Skills	Software development	1	404,877	16.078%	69,935	14.801%	-1.277%	-7.945%
1292	Software Installation	Technical Skills	Software development	4	299,284	11.885%	67,301	14.243%	2.358%	19.843%
1223	Software libraries	Technical Skills	Software development	1	936	0.037%	194	0.041%	0.004%	10.459%
1293	Software Maintenance	Technical Skills	Software development	1	22,089	0.877%	4,803	1.016%	0.139%	15.881%
1294	Software Testing	Technical Skills	Software development	14	307,820	12.224%	66,267	14.024%	1.801%	14.730%
1225	Source code management (SCM)	Technical Skills	Software development	5	107,153	4.255%	24,184	5.118%	0.863%	20.282%
1229	Static analysis software	Technical Skills	Software development	1	2,342	0.093%	762	0.161%	0.068%	73.398%
772	Statistical analysis software	Technical Skills	Business applications	25	182,659	7.254%	35,767	7.570%	0.316%	4.356%
774	Statistical software	Technical Skills	Business applications	1	85,447	3.393%	14,752	3.122%	-0.271%	-7.991%
1230	Stress testing software	Technical Skills	Software development	1	7,536	0.299%	1,578	0.334%	0.035%	11.594%
122	Sun operating systems	Technical Skills	Business applications	3	126,498	5.023%	13,113	2.775%	-2.248%	-44.755%
939	Surveillance systems	Technical Skills	Hardware	5	21,909	0.870%	2,453	0.519%	-0.351%	-40.331%
791	Symantec software	Technical Skills	Business applications	1	20,634	0.819%	4,794	1.015%	0.195%	23.820%
1355	Symbian	Technical Skills	Mobile Platforms	1	108	0.004%	2	0.000%	-0.004%	-90.131%
1310	System Administration	Technical Skills	Network	4	178,747	7.098%	29,493	6.242%	-0.856%	-12.066%
45	System Testing	Technical Skills	Software development	5	60,156	2.389%	11,994	2.538%	0.149%	6.258%
46	Systems Analysis	Technical Skills	Software development	8	227,913	9.051%	38,077	8.058%	-0.992%	-10.963%
47	Systems Design	Technical Skills	Software development	1	40,002	1.589%	6,289	1.331%	-0.258%	-16.213%
1233	Systems Evaluation	Technical Skills	Software development	1	213	0.008%	64	0.014%	0.005%	60.131%
1234	Systems integration	Technical Skills	Software development	8	139,790	5.551%	21,819	4.618%	-0.934%	-16.817%
75	TCP/IP	Technical Skills	Hardware	3	163,912	6.509%	26,519	5.612%	-0.897%	-13.777%
1235	Technology Design	Technical Skills	Software development	1	2,387	0.095%	287	0.061%	-0.034%	-35.923%
1236	Templates	Technical Skills	Software development	1	39,740	1.578%	9,033	1.912%	0.334%	21.138%
1239	Test implementation	Technical Skills	Software development	1	999	0.040%	245	0.052%	0.012%	30.700%
1302	Testing	Technical Skills	Software development	1	835,472	33.178%	176,887	37.436%	4.258%	12.834%
1297	Training software	Technical Skills	Business applications	3	2,300	0.091%	204	0.043%	-0.048%	-52.731%
57	Transaction Processing Systems	Technical Skills	Business applications	4	3,787	0.150%	631	0.134%	-0.017%	-11.201%
1360	Twitter	Technical Skills	Social Networking	1	32,050	1.273%	6,936	1.468%	0.195%	15.334%
123	UNIX operating systems	Technical Skills	Business applications	5	457,123	18.153%	66,590	14.093%	-4.060%	-22.366%
1298	UNIX Shells	Technical Skills	Business applications	4	101,384	4.026%	21,010	4.446%	0.420%	10.442%
48	User-Interface Design	Technical Skills	Software development	2	172,145	6.836%	43,649	9.238%	2.402%	35.131%
836	Video creation and editing software	Technical Skills	Business applications	3	11,462	0.455%	2,182	0.462%	0.007%	1.454%
64	Visual Studio	Technical Skills	Software development	1	101,887	4.046%	22,998	4.867%	0.821%	20.295%
843	Voice dictation & recognition	Technical Skills	Business applications	2	3,165	0.126%	658	0.139%	0.014%	10.797%
77	Voice/Data Telecom	Technical Skills	Hardware	10	197,624	7.848%	32,806	6.943%	-0.905%	-11.531%
1299	Web Application Server	Technical Skills	Business applications	8	138,747	5.510%	22,507	4.763%	-0.747%	-13.549%
1248	Web platform development software	Technical Skills	Software development	5	9,384	0.373%	826	0.175%	-0.198%	-53.090%
65	web programmer	Technical Skills	Software development	4	33,997	1.350%	3,472	0.735%	-0.615%	-45.573%
58	Web servers	Technical Skills	Business applications	6	213,537	8.480%	37,985	8.039%	-0.441%	-5.199%
49	Web-based Application Development	Technical Skills	Software development	2	153,420	6.093%	35,042	7.416%	1.324%	21.726%
1356	Windows CE	Technical Skills	Mobile Platforms	4	19,512	0.775%	2,771	0.586%	-0.188%	-24.315%
1102	Wireless	Technical Skills	Network	5	114,678	4.554%	18,707	3.959%	-0.595%	-13.064%
1363	YouTube	Technical Skills	Social Networking	2	5,310	0.211%	870	0.184%	-0.027%	-12.683%
79	.NET	Programming Skills	Current	1	325,534	12.927%	64,476	13.645%	0.718%	5.555%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	88	0.003%	21	0.004%	0.001%	27.178%
209	A programming language (APL)	Programming Skills	Legacy	2	4,147	0.165%	458	0.097%	-0.068%	-41.142%
99	Ada	Programming Skills	Legacy	1	9,210	0.366%	1,409	0.298%	-0.068%	-18.468%
80	AJAX	Programming Skills	Current	1	185,805	7.379%	33,404	7.069%	-0.309%	-4.189%
192	Apple AppleScript	Programming Skills	Current	1	396	0.016%	89	0.019%	0.003%	19.776%
81	ASP	Programming Skills	Current	2	226,928	9.012%	41,955	8.879%	-0.132%	-1.469%
108	Assembly	Programming Skills	Legacy	2	8,941	0.355%	580	0.123%	-0.232%	-65.429%
211	AWK	Programming Skills	Legacy	1	6,561	0.261%	1,245	0.263%	0.003%	1.129%
212	B	Programming Skills	Legacy	1	31,420	1.248%	6,298	1.333%	0.085%	6.825%
83	C#	Programming Skills	Current	2	314,032	12.471%	71,322	15.094%	2.624%	21.039%
82	C/C++	Programming Skills	Current	3	483,564	19.203%	74,268	15.718%	-3.485%	-18.149%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	225,632	8.960%	68,406	14.477%	5.517%	61.573%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	709	0.028%	189	0.040%	0.012%	42.066%
84	CGI	Programming Skills	Current	2	19,174	0.761%	4,809	1.018%	0.256%	33.665%
217	Clipper	Programming Skills	Legacy	1	495	0.020%	90	0.019%	-0.001%	-3.102%
218	CLU	Programming Skills	Legacy	1	178	0.007%	29	0.006%	-0.001%	-13.173%
100	Cobol	Programming Skills	Legacy	1	22,216	0.882%	3,328	0.704%	-0.178%	-20.165%
85	ColdFusion	Programming Skills	Current	2	19,379	0.770%	1,819	0.385%	-0.385%	-49.976%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	371	0.015%	20	0.004%	-0.011%	-71.270%
195	Component object model (COM)	Programming Skills	Current	1	519	0.021%	31	0.007%	-0.014%	-68.168%
125	Database programming	Programming Skills	Current	3	76,909	3.054%	11,550	2.444%	-0.610%	-19.965%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,162	0.205%	335	0.071%	-0.134%	-65.414%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	18,927	0.752%	3,237	0.685%	-0.067%	-8.854%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	4,585	0.182%	941	0.199%	0.017%	9.377%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	34,424	1.367%	4,595	0.972%	-0.395%	-28.862%
109	Forth	Programming Skills	Legacy	1	6,698	0.266%	2,084	0.441%	0.175%	65.817%
102	Fortran	Programming Skills	Legacy	1	4,897	0.194%	457	0.097%	-0.098%	-50.265%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	518,209	20.579%	92,035	19.478%	-1.101%	-5.349%
222	J	Programming Skills	Legacy	1	9,589	0.381%	1,421	0.301%	-0.080%	-21.024%
87	Java/J2EE/J2P	Programming Skills	Current	4	669,004	26.567%	137,587	29.118%	2.551%	9.604%
97	JavaScript	Programming Skills	Current	3	370,251	14.703%	99,079	20.969%	6.266%	42.614%
89	JavaServer Faces	Programming Skills	Current	3	28,318	1.125%	4,956	1.049%	-0.076%	-6.729%
88	JavaServer Pages	Programming Skills	Current	3	121,732	4.834%	16,991	3.596%	-1.238%	-25.614%
223	Job control language (JCL)	Programming Skills	Legacy	2	12,740	0.506%	2,034	0.430%	-0.075%	-14.914%
126	LAMP	Programming Skills	Current	1	31,829	1.264%	6,672	1.412%	0.148%	11.714%
104	Lisp	Programming Skills	Legacy	1	2,051	0.081%	341	0.072%	-0.009%	-11.394%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	1,472	0.058%	408	0.086%	0.028%	47.716%
201	Microsoft ActiveX	Programming Skills	Current	1	4,945	0.196%	328	0.069%	-0.127%	-64.650%
107	Pascal	Programming Skills	Legacy	1	1,485	0.059%	247	0.052%	-0.007%	-11.357%
90	Perl	Programming Skills	Current	1	227,363	9.029%	36,368	7.697%	-1.332%	-14.754%
91	PHP	Programming Skills	Current	1	126,691	5.031%	25,674	5.434%	0.402%	8.000%
103	PL/1	Programming Skills	Legacy	3	502	0.020%	59	0.012%	-0.007%	-37.364%
105	Prolog	Programming Skills	Legacy	1	1,259	0.050%	102	0.022%	-0.028%	-56.823%
95	Python	Programming Skills	Current	1	149,375	5.932%	47,330	10.017%	4.085%	68.863%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	38,448	1.527%	11,320	2.396%	0.869%	56.909%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	1,406	0.056%	423	0.090%	0.034%	60.336%
206	Scripting languages	Programming Skills	Current	1	63,971	2.540%	13,611	2.881%	0.340%	13.392%
101	Smalltalk	Programming Skills	Legacy	1	948	0.038%	31	0.007%	-0.031%	-82.573%
92	SQL	Programming Skills	Current	3	877,447	34.845%	182,478	38.619%	3.774%	10.832%
110	TCL	Programming Skills	Legacy	1	15,407	0.612%	1,606	0.340%	-0.272%	-44.448%
98	Unified Modeling Language	Programming Skills	Current	2	92,895	3.689%	11,461	2.426%	-1.263%	-34.248%
93	Visual Basic	Programming Skills	Current	6	200,909	7.978%	28,505	6.033%	-1.946%	-24.387%
207	Web service definition language (WSDL)	Programming Skills	Current	2	24,136	0.958%	4,810	1.018%	0.059%	6.208%
94	XML	Programming Skills	Current	2	385,001	15.289%	65,592	13.882%	-1.407%	-9.204%
1342	Computer Science	Majors	Computer Science	2	2,518,176	100.000%	472,509	100.000%	0.000%	0.000%
1344	Information Technology	Majors	Information Technology	3	697,597	27.702%	107,683	22.790%	-4.913%	-17.734%
1343	Management Information Systems	Majors	Management Information Systems	9	667,027	26.488%	125,122	26.480%	-0.008%	-0.031%

IT Degrees

Information Technology	2015-09-15	Jobs Found:	1,280,836	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Occurrences	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	3,233	0.252%	1,145	0.636%	0.384%	151.940%
2	Attention to Details	Soft Skills	Problem-solving skills	1	3,178	0.248%	666	0.370%	0.122%	49.080%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	7,887	0.616%	2,204	1.224%	0.608%	98.791%
231	Cooperation	Soft Skills	Interpersonal skills	1	10,298	0.804%	1,569	0.871%	0.067%	8.385%
3	Creativity	Soft Skills	Problem-solving skills	3	32,907	2.569%	7,137	3.964%	1.395%	54.286%
4	Critical thinking	Soft Skills	Problem-solving skills	3	14,157	1.105%	4,594	2.551%	1.446%	130.844%
1300	Flexibility	Soft Skills	Work ethic	1	90,606	7.074%	7,448	4.137%	-2.937%	-41.524%
232	Independence	Soft Skills	Interpersonal skills	1	6,913	0.540%	1,279	0.710%	0.171%	31.614%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	155,180	12.116%	35,266	19.587%	7.471%	61.666%
256	Innovation	Soft Skills	Problem-solving skills	1	82,232	6.420%	23,630	13.124%	6.704%	104.419%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	154,570	12.068%	23,703	13.165%	1.097%	9.088%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	750	0.059%	141	0.078%	0.020%	33.738%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	83,992	6.558%	19,686	10.934%	4.376%	66.731%
10	Leadership	Soft Skills	Interpersonal skills	1	276,660	21.600%	47,927	26.619%	5.019%	23.234%
258	Learning	Soft Skills	Problem-solving skills	1	140,141	10.941%	12,470	6.926%	-4.016%	-36.701%
1	Learning Ability	Soft Skills	Problem-solving skills	3	17,603	1.374%	3,961	2.200%	0.826%	60.072%
236	Listening	Soft Skills	Language skills	1	48,009	3.748%	4,143	2.301%	-1.447%	-38.611%
260	Mathematics	Soft Skills	Problem-solving skills	3	35,565	2.777%	6,977	3.875%	1.098%	39.555%
261	Memorization	Soft Skills	Problem-solving skills	1	72	0.006%	11	0.006%	0.000%	8.682%
18	Negotiation Skills	Soft Skills	Language skills	1	14,362	1.121%	2,444	1.357%	0.236%	21.055%
262	Optimization	Soft Skills	Problem-solving skills	1	51,910	4.053%	10,151	5.638%	1.585%	39.109%
19	Oral Communications	Soft Skills	Language skills	3	21,095	1.647%	5,911	3.283%	1.636%	99.333%
273	Persistence	Soft Skills	Work ethic	1	2,891	0.226%	720	0.400%	0.174%	77.167%
239	Persuasion	Soft Skills	Language skills	1	2,047	0.160%	530	0.294%	0.135%	84.186%
1301	Physical Skill	Soft Skills	Work ethic	2	1,205	0.094%	213	0.118%	0.024%	25.745%
240	Presentations	Soft Skills	Language skills	1	66,386	5.183%	11,919	6.620%	1.437%	27.721%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	176,291	13.764%	40,373	22.423%	8.659%	62.914%
20	Questioning skills	Soft Skills	Language skills	1	325	0.025%	91	0.051%	0.025%	99.185%
241	Reading Comprehension	Soft Skills	Language skills	1	432	0.034%	90	0.050%	0.016%	48.203%
6	Research skills	Soft Skills	Problem-solving skills	1	2,454	0.192%	334	0.186%	-0.006%	-3.179%
15	Responsibility	Soft Skills	Work ethic	2	125,116	9.768%	19,685	10.933%	1.165%	11.923%
234	Self Control	Soft Skills	Interpersonal skills	1	97	0.008%	17	0.009%	0.002%	24.674%
11	Self-esteem	Soft Skills	Interpersonal skills	1	29	0.002%	6	0.003%	0.001%	47.181%
16	Self-management	Soft Skills	Work ethic	1	1,036	0.081%	282	0.157%	0.076%	93.637%
250	Stress Tolerance	Soft Skills	Physical skills	1	166	0.013%	59	0.033%	0.020%	152.838%
12	Teamwork	Soft Skills	Interpersonal skills	1	54,681	4.269%	10,277	5.708%	1.439%	33.699%
17	Time Management	Soft Skills	Work ethic	2	40,450	3.158%	9,500	5.276%	2.118%	67.072%
268	Visualization	Soft Skills	Problem-solving skills	1	7,369	0.575%	1,709	0.949%	0.374%	64.980%
7	Working under pressure	Soft Skills	Problem-solving skills	1	689	0.054%	226	0.126%	0.072%	133.339%
21	Written Communications	Soft Skills	Language skills	4	185,062	14.449%	30,887	17.155%	2.706%	18.729%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	206,223	16.101%	12,583	6.989%	-9.112%	-56.594%
172	Account management	Business Skills	Management skills	1	13,015	1.016%	2,348	1.304%	0.288%	28.337%
22	Accounting	Business Skills	Business processes	4	292,395	22.828%	16,674	9.261%	-13.568%	-59.433%
1263	Accounting software	Business Skills	Business processes	7	40,066	3.128%	864	0.480%	-2.648%	-84.660%
174	Administration	Business Skills	Management skills	3	437,955	34.193%	48,930	27.176%	-7.017%	-20.523%
1313	Analyst	Business Skills	Project management	1	256,961	20.062%	45,881	25.482%	5.420%	27.018%
175	Application management	Business Skills	Management skills	5	84,180	6.572%	16,874	9.372%	2.800%	42.596%
150	Asset management	Business Skills	Business processes	1	19,710	1.539%	3,549	1.971%	0.432%	28.091%
151	Auditing	Business Skills	Business processes	4	112,953	8.819%	14,087	7.824%	-0.995%	-11.281%
1264	Auditing software	Business Skills	Business processes	1	135	0.011%	12	0.007%	-0.004%	-36.767%
152	Billing	Business Skills	Business processes	1	59,012	4.607%	3,542	1.967%	-2.640%	-57.302%
1314	Business Analyst	Business Skills	Project management	1	110,932	8.661%	20,166	11.200%	2.539%	29.319%
35	Business Intelligence	Business Skills	Strategy skills	1	54,444	4.251%	11,662	6.477%	2.226%	52.378%
155	Business performance management (BPM)	Business Skills	Business processes	2	7,827	0.611%	2,089	1.160%	0.549%	89.863%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	25,457	1.988%	1,803	1.001%	-0.986%	-49.617%
36	Business Strategy	Business Skills	Strategy skills	3	276,841	21.614%	48,089	26.709%	5.094%	23.570%
182	Calendar and scheduling	Business Skills	Project management	3	54,614	4.264%	9,170	5.093%	0.829%	19.444%
156	Capacity planning	Business Skills	Business processes	1	22,843	1.783%	4,696	2.608%	0.825%	46.242%
28	Change Management	Business Skills	Management skills	1	55,584	4.340%	13,251	7.360%	3.020%	69.589%
183	Content workflow	Business Skills	Project management	1	49	0.004%	10	0.006%	0.002%	45.178%
24	Contracting and legal	Business Skills	Business processes	2	157,314	12.282%	14,711	8.170%	-4.112%	-33.477%
176	Coordination	Business Skills	Management skills	1	68,562	5.353%	12,794	7.106%	1.753%	32.746%
157	Cost accounting	Business Skills	Business processes	1	2,786	0.218%	220	0.122%	-0.095%	-43.825%
158	Cost estimation	Business Skills	Business processes	1	1,161	0.091%	152	0.084%	-0.006%	-6.866%
1312	Customer Support	Business Skills	Business processes	6	281,510	21.979%	44,637	24.791%	2.813%	12.797%
1339	Education	Business Skills	Industry Segment	1	13,930	1.088%	2,128	1.182%	0.094%	8.672%
1333	Energy	Business Skills	Industry Segment	1	60,340	4.711%	12,772	7.094%	2.383%	50.575%
1340	Entertainment	Business Skills	Industry Segment	1	162,747	12.706%	5,373	2.984%	-9.722%	-76.514%
1319	Environmental	Business Skills	Environmental	14	111,102	8.674%	7,590	4.215%	-4.459%	-51.402%
1320	Environmental Strategy	Business Skills	Environmental	6	3,458	0.270%	1,385	0.769%	0.499%	184.920%
161	Financial	Business Skills	Business processes	2	456,328	35.627%	52,946	29.406%	-6.221%	-17.462%
1275	Financial Analysis software	Business Skills	Business processes	6	2,338	0.183%	197	0.109%	-0.073%	-40.060%
1332	Health Care	Business Skills	Industry Segment	2	359,611	28.076%	36,904	20.496%	-7.580%	-26.997%
177	Human resources	Business Skills	Management skills	2	228,854	17.868%	9,531	5.294%	-12.574%	-70.374%
1336	Insurance	Business Skills	Industry Segment	1	7,544	0.589%	1,760	0.978%	0.389%	65.962%
1316	Managing/Supervision	Business Skills	Management skills	5	644,736	50.337%	76,671	42.583%	-7.754%	-15.405%
1334	Manufacturing	Business Skills	Industry Segment	2	190,520	14.875%	9,951	5.527%	-9.348%	-62.844%
26	Marketing	Business Skills	Business processes	1	279,337	21.809%	14,822	8.232%	-13.577%	-62.254%
185	Monitoring	Business Skills	Project management	1	132,405	10.337%	28,817	16.005%	5.668%	54.825%
179	Negotiation	Business Skills	Management skills	1	54,048	4.220%	9,684	5.378%	1.159%	27.460%
163	Operation and Control	Business Skills	Business processes	2	573	0.045%	87	0.048%	0.004%	8.010%
29	Outsourcing Management	Business Skills	Management skills	3	91,146	7.116%	12,679	7.042%	-0.074%	-1.043%
167	Procurement	Business Skills	Business processes	1	70,052	5.469%	4,655	2.585%	-2.884%	-52.729%
1290	Project Management software	Business Skills	Project management	2	43,337	3.383%	9,362	5.200%	1.816%	53.677%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	253,959	19.828%	49,892	27.710%	7.882%	39.754%
168	Quality	Business Skills	Business processes	1	371,217	28.982%	66,989	37.206%	8.223%	28.373%
1337	Real Estate	Business Skills	Industry Segment	2	164,621	12.853%	4,175	2.319%	-10.534%	-81.959%
1335	Retail	Business Skills	Industry Segment	2	391,820	30.591%	23,956	13.305%	-17.286%	-56.506%
34	Risk Management	Business Skills	Project management	1	44,085	3.442%	9,684	5.378%	1.937%	56.265%
169	Service Orientation	Business Skills	Business processes	1	10,310	0.805%	1,726	0.959%	0.154%	19.091%
27	Supply Chain Management	Business Skills	Business processes	3	73,358	5.727%	5,541	3.077%	-2.650%	-46.267%
1295	Supply Chain Management software	Business Skills	Business processes	4	2,831	0.221%	377	0.209%	-0.012%	-5.267%
178	Teaching	Business Skills	Management skills	7	207,223	16.179%	7,841	4.355%	-11.824%	-73.083%
190	Timekeeping	Business Skills	Project management	3	72,900	5.692%	5,226	2.903%	-2.789%	-49.004%
1296	Timekeeping software	Business Skills	Project management	1	1,503	0.117%	369	0.205%	0.088%	74.649%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,331	0.104%	179	0.099%	-0.005%	-4.331%
180	Troubleshooting	Business Skills	Management skills	1	137,743	10.754%	30,476	16.926%	6.172%	57.393%
181	Verification	Business Skills	Management skills	1	30,550	2.385%	9,273	5.150%	2.765%	115.927%
1338	Waste Management	Business Skills	Industry Segment	1	1,042	0.081%	241	0.134%	0.052%	64.531%
191	Workflow	Business Skills	Project management	1	51,702	4.037%	11,173	6.205%	2.169%	53.731%
31	Working Globally	Business Skills	Management skills	3	9,153	0.715%	205	0.114%	-0.601%	-84.067%
32	Working with Virtual Teams	Business Skills	Management skills	2	2,357	0.184%	668	0.371%	0.187%	101.611%
51	4GL	Technical Skills	Software development	3	1,423	0.111%	141	0.078%	-0.033%	-29.512%
987	Access servers & software	Technical Skills	Network	10	41,431	3.235%	8,803	4.889%	1.654%	51.148%
38	Agile Development Methods	Technical Skills	Software development	3	17,734	1.385%	6,007	3.336%	1.952%	140.962%
304	Algorithmic software	Technical Skills	Business applications	1	6	0.000%	0	0.000%	-0.000%	-100.000%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	1,076	0.084%	93	0.052%	-0.032%	-38.515%
1352	Android	Technical Skills	Mobile Platforms	3	6,588	0.514%	3,229	1.793%	1.279%	248.668%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	7,416	0.579%	2,202	1.223%	0.644%	111.225%
120	Apple operating systems	Technical Skills	Business applications	6	22,253	1.737%	6,330	3.516%	1.778%	102.355%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	36,551	2.854%	36	0.020%	-2.834%	-99.299%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	11	0.001%	2	0.001%	0.000%	29.341%
1265	Backup & Recovery	Technical Skills	Technical applications	16	104,667	8.172%	18,687	10.379%	2.207%	27.007%
1353	Blackberry	Technical Skills	Mobile Platforms	2	10,406	0.812%	1,631	0.906%	0.093%	11.498%
336	Borland Delphi	Technical Skills	Business applications	1	1,277	0.100%	197	0.109%	0.010%	9.742%
337	Borland JBuilder	Technical Skills	Business applications	1	837	0.065%	21	0.012%	-0.054%	-82.152%
338	Borland Paradox	Technical Skills	Business applications	1	96	0.007%	14	0.008%	0.000%	3.742%
72	Business Continuity Planning	Technical Skills	Hardware	2	40,394	3.154%	4,157	2.309%	-0.845%	-26.792%
352	Cadence Opus	Technical Skills	Business applications	1	1,058	0.083%	102	0.057%	-0.026%	-31.418%
868	Calculators	Technical Skills	Hardware	1	647	0.051%	60	0.033%	-0.017%	-34.030%
39	CASE Tools	Technical Skills	Software development	1	95,303	7.441%	9,496	5.274%	-2.167%	-29.119%
367	Categorization or classification software	Technical Skills	Business applications	1	3,545	0.277%	655	0.364%	0.087%	31.439%
112	Certification	Technical Skills	Misc	3	292,941	22.871%	46,780	25.982%	3.110%	13.600%
78	Cisco	Technical Skills	Hardware	1	193,395	15.099%	11,987	6.658%	-8.442%	-55.908%
1009	Cisco Systems IOS	Technical Skills	Network	1	10,139	0.792%	4,241	2.355%	1.564%	197.558%
40	Client-Server	Technical Skills	Software development	1	33,294	2.599%	3,009	1.671%	-0.928%	-35.708%
1011	Cluster server software	Technical Skills	Network	8	17,835	1.392%	3,369	1.871%	0.479%	34.377%
1147	CMAKE	Technical Skills	Software development	1	22	0.002%	11	0.006%	0.004%	255.687%
1151	Compatibility testing	Technical Skills	Software development	1	284	0.022%	70	0.039%	0.017%	75.339%
1152	Compilers	Technical Skills	Software development	5	9,363	0.731%	1,240	0.689%	-0.042%	-5.788%
1255	Compliance software	Technical Skills	Technical applications	3	8,765	0.684%	2,191	1.217%	0.533%	77.823%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	48,490	3.786%	4,040	2.244%	-1.542%	-40.731%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	2,335	0.182%	391	0.217%	0.035%	19.121%
875	Computer diagnostics	Technical Skills	Hardware	5	44,739	3.493%	8,825	4.901%	1.408%	40.322%
1107	Computer forensics	Technical Skills	Security	1	3,627	0.283%	322	0.179%	-0.104%	-36.845%
1266	Computer Hardware	Technical Skills	Hardware	15	30,403	2.374%	5,103	2.834%	0.461%	19.401%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	34,827	2.719%	175	0.097%	-2.622%	-96.425%
1015	Computer servers	Technical Skills	Network	6	103,331	8.067%	19,169	10.646%	2.579%	31.967%
1267	Computer Utilities	Technical Skills	Misc	1	233	0.018%	29	0.016%	-0.002%	-11.460%
59	Content Manager	Technical Skills	Business applications	1	1,348	0.105%	128	0.071%	-0.034%	-32.451%
878	Controllers	Technical Skills	Hardware	2	6,467	0.505%	1,115	0.619%	0.114%	22.651%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	1,546	0.121%	882	0.490%	0.369%	305.842%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	5,238	0.409%	921	0.512%	0.103%	25.081%
53	Customer Relationship Management	Technical Skills	Business applications	9	98,351	7.679%	12,357	6.863%	-0.816%	-10.622%
953	Data acquisition systems	Technical Skills	Information mgmt	1	4,362	0.341%	741	0.412%	0.071%	20.846%
955	Data compression software	Technical Skills	Information mgmt	1	1,863	0.145%	315	0.175%	0.029%	20.281%
956	Data conversion software	Technical Skills	Information mgmt	1	6,005	0.469%	1,135	0.630%	0.162%	34.456%
958	Data dictionary	Technical Skills	Information mgmt	1	3,087	0.241%	696	0.387%	0.146%	60.388%
959	Data entry	Technical Skills	Information mgmt	1	174,567	13.629%	3,583	1.990%	-11.639%	-85.399%
962	Data mapping	Technical Skills	Information mgmt	1	5,744	0.448%	1,650	0.916%	0.468%	104.347%
67	Data Mining	Technical Skills	Information mgmt	5	49,114	3.835%	2,628	1.460%	-2.375%	-61.936%
963	Data modeling	Technical Skills	Information mgmt	1	30,728	2.399%	6,749	3.748%	1.349%	56.244%
68	Data Warehousing	Technical Skills	Information mgmt	2	51,944	4.055%	11,396	6.329%	2.274%	56.068%
69	Database Administration	Technical Skills	Information mgmt	12	70,659	5.517%	13,028	7.236%	1.719%	31.162%
969	Database design software	Technical Skills	Information mgmt	15	46,927	3.664%	8,981	4.988%	1.324%	36.144%
1268	Database Reporting	Technical Skills	Information mgmt	3	16,685	1.303%	2,309	1.282%	-0.020%	-1.555%
1269	Database Security	Technical Skills	Information mgmt	2	85	0.007%	6	0.003%	-0.003%	-49.785%
1270	Database Servers	Technical Skills	Information mgmt	3	12,582	0.982%	1,671	0.928%	-0.054%	-5.523%
1271	Database Testing	Technical Skills	Information mgmt	1	596	0.047%	160	0.089%	0.042%	90.973%
1160	Debugging	Technical Skills	Software development	7	54,681	4.269%	12,392	6.882%	2.613%	61.214%
418	Desktop publishing software	Technical Skills	Business applications	13	18,491	1.444%	1,716	0.953%	-0.491%	-33.983%
1272	Development Environment	Technical Skills	Software development	13	38,689	3.021%	6,253	3.473%	0.452%	14.974%
1273	Digital Imaging	Technical Skills	Hardware	1	282	0.022%	17	0.009%	-0.013%	-57.116%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,265	0.099%	57	0.032%	-0.067%	-67.946%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	3,013	0.235%	348	0.193%	-0.042%	-17.837%
1307	Doctor of Philosophy	Technical Skills	Misc	3	62,298	4.864%	1,600	0.889%	-3.975%	-81.730%
973	Document management software	Technical Skills	Information mgmt	4	12,099	0.945%	2,189	1.216%	0.271%	28.705%
1020	Domain name system (DNS)	Technical Skills	Network	3	33,716	2.632%	7,025	3.902%	1.269%	48.220%
61	Dreamweaver	Technical Skills	Software development	1	6,924	0.541%	573	0.318%	-0.222%	-41.130%
54	DSS/GDSS	Technical Skills	Business applications	5	16,787	1.311%	2,989	1.660%	0.349%	26.663%
425	Dynamic modeling software	Technical Skills	Business applications	1	46	0.004%	7	0.004%	0.000%	8.253%
62	Eclipse	Technical Skills	Software development	1	15,052	1.175%	3,004	1.668%	0.493%	41.972%
1308	Electronic Commerce	Technical Skills	Business applications	2	46,665	3.643%	6,072	3.372%	-0.271%	-7.437%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	10,153	0.793%	2,593	1.440%	0.647%	81.680%
1023	Electronic mail software	Technical Skills	Network	8	20,965	1.637%	3,733	2.073%	0.436%	26.666%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	68,805	5.372%	13,181	7.321%	1.949%	36.278%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	96,458	7.531%	11,088	6.158%	-1.373%	-18.226%
1321	Environmental Certification	Technical Skills	Environmental	1	102	0.008%	15	0.008%	0.000%	4.614%
1328	Environmental Cleanup	Technical Skills	Environmental	1	1,086	0.085%	354	0.197%	0.112%	131.884%
1329	Environmental Energy	Technical Skills	Environmental	21	4,183	0.327%	912	0.507%	0.180%	55.098%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	4,361	0.340%	1,742	0.968%	0.627%	184.158%
1327	Environmental Pollution	Technical Skills	Environmental	15	35,117	2.742%	701	0.389%	-2.352%	-85.800%
1324	Environmental Pollution Control	Technical Skills	Environmental	6	2,155	0.168%	186	0.103%	-0.065%	-38.601%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	575	0.045%	125	0.069%	0.025%	54.647%
1326	Environmental Product Stewardship	Technical Skills	Environmental	11	44,873	3.503%	522	0.290%	-3.213%	-91.725%
1331	Environmental Science	Technical Skills	Environmental	2	158	0.012%	65	0.036%	0.024%	192.654%
1322	Environmental Technology	Technical Skills	Environmental	2	194	0.015%	20	0.011%	-0.004%	-26.662%
461	Expert system software	Technical Skills	Business applications	1	429	0.033%	39	0.022%	-0.012%	-35.330%
1359	Facebook	Technical Skills	Social Networking	1	113,330	8.848%	77,749	43.182%	34.334%	388.032%
463	Facilities management software	Technical Skills	Business applications	4	7,832	0.611%	862	0.479%	-0.133%	-21.705%
468	Flight control software	Technical Skills	Business applications	1	112	0.009%	20	0.011%	0.002%	27.031%
469	Flowchart software	Technical Skills	Business applications	4	3,602	0.281%	986	0.548%	0.266%	94.729%
1112	Fraud Detection	Technical Skills	Security	1	5,157	0.403%	1,132	0.629%	0.226%	56.152%
63	FrontPage	Technical Skills	Software development	1	837	0.065%	33	0.018%	-0.047%	-71.953%
475	Fund accounting software	Technical Skills	Business applications	1	489	0.038%	53	0.029%	-0.009%	-22.898%
1260	Gaming	Technical Skills	Misc	2	20,981	1.638%	5,860	3.255%	1.617%	98.687%
113	Generic databases	Technical Skills	Information mgmt	2	133,329	10.410%	26,085	14.488%	4.078%	39.176%
1365	Google Apps	Technical Skills	Business applications	4	2,224	0.174%	510	0.283%	0.110%	63.130%
1364	Google Plus	Technical Skills	Social Networking	1	7	0.001%	2	0.001%	0.001%	103.250%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	30	99,701	7.784%	11,106	6.168%	-1.616%	-20.758%
484	Graphic software	Technical Skills	Business applications	16	120,008	9.370%	17,486	9.712%	0.342%	3.652%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	13,497	1.054%	1,886	1.047%	-0.006%	-0.596%
1323	Green IT	Technical Skills	Environmental	8	3,140	0.245%	217	0.121%	-0.125%	-50.838%
893	Guidance systems	Technical Skills	Hardware	1	66	0.005%	0	0.000%	-0.005%	-100.000%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	91	0.007%	9	0.005%	-0.002%	-29.644%
1277	Hardware Design	Technical Skills	Hardware	19	5,299	0.414%	768	0.427%	0.013%	3.102%
1278	Hardware Testing	Technical Skills	Hardware	4	1,629	0.127%	85	0.047%	-0.080%	-62.881%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	611	0.048%	108	0.060%	0.012%	25.742%
492	Helpdesk or call center	Technical Skills	Business applications	2	133,800	10.446%	12,345	6.856%	-3.590%	-34.365%
114	IBM databases	Technical Skills	Information mgmt	2	26,961	2.105%	5,474	3.040%	0.935%	44.433%
121	IBM operating systems	Technical Skills	Business applications	4	28,034	2.189%	3,484	1.935%	-0.254%	-11.592%
898	Image capture devices	Technical Skills	Hardware	8	5,401	0.422%	1,111	0.617%	0.195%	46.332%
524	Industrial control software	Technical Skills	Business applications	3	3,950	0.308%	559	0.310%	0.002%	0.673%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	13,259	1.035%	2,599	1.443%	0.408%	39.442%
899	Infrared	Technical Skills	Hardware	1	2,881	0.225%	70	0.039%	-0.186%	-82.716%
1180	Installation	Technical Skills	Software development	1	107,001	8.354%	16,927	9.401%	1.047%	12.536%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	150	0.012%	15	0.008%	-0.003%	-28.863%
536	Internet browser software	Technical Skills	Business applications	4	6,202	0.484%	1,094	0.608%	0.123%	25.483%
541	Inventory management software	Technical Skills	Business applications	3	5,855	0.457%	1,024	0.569%	0.112%	24.415%
73	IT Architecture/Standards	Technical Skills	Hardware	2	15,167	1.184%	2,313	1.285%	0.100%	8.486%
1357	Java ME	Technical Skills	Mobile Platforms	2	392	0.031%	6	0.003%	-0.027%	-89.112%
1035	Kernel	Technical Skills	Network	1	4,376	0.342%	424	0.235%	-0.106%	-31.073%
907	Lasers	Technical Skills	Hardware	1	298	0.023%	14	0.008%	-0.015%	-66.580%
1038	License management software	Technical Skills	Network	1	778	0.061%	240	0.133%	0.073%	119.447%
1361	LinkedIn	Technical Skills	Social Networking	1	11,609	0.906%	2,106	1.170%	0.263%	29.051%
908	Mainframe computers	Technical Skills	Hardware	2	63,980	4.995%	5,023	2.790%	-2.205%	-44.151%
124	Mainframe operating systems	Technical Skills	Business applications	7	18,760	1.465%	2,368	1.315%	-0.149%	-10.206%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	26,277	2.052%	3,879	2.154%	0.103%	5.013%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	6,923	0.541%	647	0.359%	-0.181%	-33.517%
1281	Medical software	Technical Skills	Business applications	9	10,537	0.823%	1,325	0.736%	-0.087%	-10.547%
115	Microsoft databases	Technical Skills	Information mgmt	5	138,016	10.775%	25,732	14.292%	3.516%	32.630%
119	Microsoft operating systems	Technical Skills	Business applications	4	209,030	16.320%	34,033	18.902%	2.582%	15.822%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	2,777	0.217%	844	0.469%	0.252%	116.204%
625	Multimedia	Technical Skills	Business applications	1	123,108	9.612%	715	0.397%	-9.214%	-95.868%
1362	MySpace	Technical Skills	Social Networking	1	652	0.051%	2	0.001%	-0.050%	-97.818%
74	Network administration	Technical Skills	Hardware	12	119,191	9.306%	13,764	7.645%	-1.661%	-17.852%
1282	Network Administration software	Technical Skills	Network	17	66,098	5.161%	13,917	7.729%	2.569%	49.781%
1283	Network Hardware	Technical Skills	Network	11	47,133	3.680%	8,461	4.699%	1.019%	27.701%
1284	Network Monitoring software	Technical Skills	Network	14	27,223	2.125%	5,699	3.165%	1.040%	48.923%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,607	0.204%	522	0.290%	0.086%	42.439%
1122	Network security	Technical Skills	Security	1	36,973	2.887%	8,392	4.661%	1.774%	61.465%
1285	Network Security software	Technical Skills	Security	34	89,159	6.961%	18,842	10.465%	3.504%	50.335%
1286	Network software	Technical Skills	Network	6	17,623	1.376%	3,401	1.889%	0.513%	37.286%
1287	Network Testing	Technical Skills	Network	11	24,398	1.905%	2,706	1.503%	-0.402%	-21.101%
1065	Novell network software	Technical Skills	Network	2	1,707	0.133%	240	0.133%	0.000%	0.017%
643	Oberon	Technical Skills	Business applications	1	168	0.013%	64	0.036%	0.022%	171.000%
41	Object Oriented Programming	Technical Skills	Software development	5	77,190	6.027%	12,846	7.135%	1.108%	18.387%
1288	Office Applications	Technical Skills	Business applications	13	216,941	16.937%	37,906	21.053%	4.115%	24.298%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	9,967	0.778%	1,562	0.868%	0.089%	11.485%
116	Open-source databases	Technical Skills	Information mgmt	4	36,122	2.820%	6,023	3.345%	0.525%	18.615%
118	Open-source operating systems	Technical Skills	Business applications	8	118,472	9.250%	22,238	12.351%	3.101%	33.530%
56	Operating Systems	Technical Skills	Business applications	3	90,429	7.060%	17,438	9.685%	2.625%	37.179%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	701	0.055%	112	0.062%	0.007%	13.657%
117	Oracle databases	Technical Skills	Information mgmt	1	213,334	16.656%	33,335	18.514%	1.858%	11.157%
1354	Palm OS	Technical Skills	Mobile Platforms	3	280	0.022%	21	0.012%	-0.010%	-46.647%
1289	Physical Tools	Technical Skills	Hardware	1	49	0.004%	0	0.000%	-0.004%	-100.000%
683	Point of sale (POS)	Technical Skills	Business applications	3	6,556	0.512%	1,279	0.710%	0.199%	38.781%
931	Printers	Technical Skills	Hardware	3	13,611	1.063%	2,785	1.547%	0.484%	45.557%
43	Programming	Technical Skills	Software development	1	210,084	16.402%	33,796	18.770%	2.368%	14.438%
700	Provisioning	Technical Skills	Business applications	1	15,739	1.229%	4,135	2.297%	1.068%	86.894%
1258	Rate Control	Technical Skills	Technical applications	1	10	0.001%	2	0.001%	0.000%	42.275%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	12,290	0.960%	1,512	0.840%	-0.120%	-12.482%
1077	Remote control software	Technical Skills	Network	2	1,598	0.125%	380	0.211%	0.086%	69.163%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	758	0.059%	165	0.092%	0.032%	54.851%
1262	Robotics	Technical Skills	Hardware	3	2,668	0.208%	339	0.188%	-0.020%	-9.612%
1318	RSA	Technical Skills	Security	1	4,172	0.326%	1,236	0.686%	0.361%	110.752%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	12,833	1.002%	3,153	1.751%	0.749%	74.781%
44	SDLC	Technical Skills	Software development	7	124,753	9.740%	31,118	17.283%	7.543%	77.443%
1132	Secure shell (SSH)	Technical Skills	Security	1	94	0.007%	16	0.009%	0.002%	21.085%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	14,156	1.105%	2,795	1.552%	0.447%	40.456%
76	Security	Technical Skills	Hardware	4	932,721	72.821%	179,437	99.659%	26.838%	36.854%
1315	Security Clearance	Technical Skills	Misc	2	112,400	8.776%	7,119	3.954%	-4.822%	-54.944%
1135	Security testing software	Technical Skills	Security	1	2,800	0.219%	660	0.367%	0.148%	67.681%
60	Sharepoint Server	Technical Skills	Business applications	1	4,631	0.362%	515	0.286%	-0.076%	-20.890%
1084	Signal generators	Technical Skills	Network	1	241	0.019%	20	0.011%	-0.008%	-40.965%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	8,883	0.694%	1,467	0.815%	0.121%	17.481%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	24,796	1.936%	6,476	3.597%	1.661%	85.790%
1220	Simulation software	Technical Skills	Software development	5	13,128	1.025%	1,124	0.624%	-0.401%	-39.093%
1366	Social Network	Technical Skills	Social Networking	1	1,999	0.156%	151	0.084%	-0.072%	-46.264%
1358	Social Networking	Technical Skills	Social Networking	1	6,198	0.484%	344	0.191%	-0.293%	-60.517%
42	Software Development	Technical Skills	Software development	2	328,886	25.677%	33,974	18.869%	-6.808%	-26.515%
1291	Software Development software	Technical Skills	Software development	3	2,050	0.160%	474	0.263%	0.103%	64.484%
1309	Software Engineering	Technical Skills	Software development	1	200,014	15.616%	10,598	5.886%	-9.730%	-62.307%
1292	Software Installation	Technical Skills	Software development	4	120,072	9.375%	24,814	13.782%	4.407%	47.012%
1223	Software libraries	Technical Skills	Software development	1	156	0.012%	40	0.022%	0.010%	82.404%
1293	Software Maintenance	Technical Skills	Software development	1	5,588	0.436%	1,544	0.858%	0.421%	96.557%
1294	Software Testing	Technical Skills	Software development	14	100,412	7.840%	22,198	12.329%	4.489%	57.263%
1225	Source code management (SCM)	Technical Skills	Software development	5	27,368	2.137%	6,623	3.678%	1.542%	72.151%
1229	Static analysis software	Technical Skills	Software development	1	426	0.033%	160	0.089%	0.056%	167.183%
772	Statistical analysis software	Technical Skills	Business applications	25	107,362	8.382%	13,807	7.668%	-0.714%	-8.516%
774	Statistical software	Technical Skills	Business applications	1	34,731	2.712%	4,462	2.478%	-0.233%	-8.608%
1230	Stress testing software	Technical Skills	Software development	1	2,088	0.163%	504	0.280%	0.117%	71.711%
122	Sun operating systems	Technical Skills	Business applications	3	41,253	3.221%	5,269	2.926%	-0.294%	-9.140%
939	Surveillance systems	Technical Skills	Hardware	5	13,260	1.035%	957	0.532%	-0.504%	-48.659%
791	Symantec software	Technical Skills	Business applications	1	9,761	0.762%	2,035	1.130%	0.368%	48.309%
1355	Symbian	Technical Skills	Mobile Platforms	1	20	0.002%	3	0.002%	0.000%	6.706%
1310	System Administration	Technical Skills	Network	4	78,825	6.154%	12,219	6.786%	0.632%	10.273%
45	System Testing	Technical Skills	Software development	5	19,101	1.491%	4,340	2.410%	0.919%	61.634%
46	Systems Analysis	Technical Skills	Software development	8	97,733	7.630%	18,923	10.510%	2.879%	37.736%
47	Systems Design	Technical Skills	Software development	1	15,234	1.189%	2,550	1.416%	0.227%	19.076%
1233	Systems Evaluation	Technical Skills	Software development	1	388	0.030%	40	0.022%	-0.008%	-26.662%
1234	Systems integration	Technical Skills	Software development	8	85,082	6.643%	10,274	5.706%	-0.937%	-14.099%
75	TCP/IP	Technical Skills	Hardware	3	52,674	4.112%	9,312	5.172%	1.059%	25.761%
1235	Technology Design	Technical Skills	Software development	1	1,613	0.126%	235	0.131%	0.005%	3.641%
1236	Templates	Technical Skills	Software development	1	19,377	1.513%	4,386	2.436%	0.923%	61.020%
1239	Test implementation	Technical Skills	Software development	1	279	0.022%	49	0.027%	0.005%	24.937%
1302	Testing	Technical Skills	Software development	1	308,225	24.064%	67,302	37.379%	13.315%	55.331%
1297	Training software	Technical Skills	Business applications	3	2,050	0.160%	159	0.088%	-0.072%	-44.825%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,031	0.159%	238	0.132%	-0.026%	-16.639%
1360	Twitter	Technical Skills	Social Networking	1	21,705	1.695%	5,416	3.008%	1.313%	77.508%
123	UNIX operating systems	Technical Skills	Business applications	5	167,087	13.045%	21,246	11.800%	-1.245%	-9.545%
1298	UNIX Shells	Technical Skills	Business applications	4	26,286	2.052%	5,622	3.122%	1.070%	52.147%
48	User-Interface Design	Technical Skills	Software development	2	82,847	6.468%	9,011	5.005%	-1.464%	-22.626%
836	Video creation and editing software	Technical Skills	Business applications	3	1,717	0.134%	130	0.072%	-0.062%	-46.139%
64	Visual Studio	Technical Skills	Software development	1	28,375	2.215%	6,196	3.441%	1.226%	55.337%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,318	0.181%	75	0.042%	-0.139%	-76.983%
77	Voice/Data Telecom	Technical Skills	Hardware	10	151,676	11.842%	19,387	10.768%	-1.074%	-9.073%
1299	Web Application Server	Technical Skills	Business applications	8	49,037	3.829%	7,415	4.118%	0.290%	7.569%
1248	Web platform development software	Technical Skills	Software development	5	2,906	0.227%	186	0.103%	-0.124%	-54.468%
65	web programmer	Technical Skills	Software development	4	57,353	4.478%	1,125	0.625%	-3.853%	-86.046%
58	Web servers	Technical Skills	Business applications	6	64,392	5.027%	10,995	6.107%	1.079%	21.468%
49	Web-based Application Development	Technical Skills	Software development	2	46,231	3.609%	8,807	4.891%	1.282%	35.517%
1356	Windows CE	Technical Skills	Mobile Platforms	4	3,893	0.304%	548	0.304%	0.000%	0.137%
1102	Wireless	Technical Skills	Network	5	41,097	3.209%	7,387	4.103%	0.894%	27.866%
1363	YouTube	Technical Skills	Social Networking	2	731	0.057%	410	0.228%	0.171%	298.992%
79	.NET	Programming Skills	Current	1	129,622	10.120%	18,037	10.018%	-0.102%	-1.012%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	30	0.002%	0	0.000%	-0.002%	-100.000%
209	A programming language (APL)	Programming Skills	Legacy	2	1,462	0.114%	175	0.097%	-0.017%	-14.849%
99	Ada	Programming Skills	Legacy	1	3,794	0.296%	646	0.359%	0.063%	21.125%
80	AJAX	Programming Skills	Current	1	42,644	3.329%	6,417	3.564%	0.235%	7.046%
192	Apple AppleScript	Programming Skills	Current	1	130	0.010%	35	0.019%	0.009%	91.524%
81	ASP	Programming Skills	Current	2	68,673	5.362%	10,504	5.834%	0.472%	8.809%
108	Assembly	Programming Skills	Legacy	2	1,496	0.117%	70	0.039%	-0.078%	-66.714%
211	AWK	Programming Skills	Legacy	1	1,293	0.101%	265	0.147%	0.046%	45.796%
212	B	Programming Skills	Legacy	1	16,198	1.265%	2,269	1.260%	-0.004%	-0.351%
83	C#	Programming Skills	Current	2	111,447	8.701%	15,061	8.365%	-0.336%	-3.865%
82	C/C++	Programming Skills	Current	3	135,887	10.609%	13,373	7.427%	-3.182%	-29.992%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	56,403	4.404%	12,748	7.080%	2.677%	60.782%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	288	0.022%	54	0.030%	0.008%	33.383%
84	CGI	Programming Skills	Current	2	9,697	0.757%	4,239	2.354%	1.597%	210.974%
217	Clipper	Programming Skills	Legacy	1	118	0.009%	11	0.006%	-0.003%	-33.685%
218	CLU	Programming Skills	Legacy	1	138	0.011%	9	0.005%	-0.006%	-53.606%
100	Cobol	Programming Skills	Legacy	1	8,801	0.687%	1,700	0.944%	0.257%	37.409%
85	ColdFusion	Programming Skills	Current	2	6,800	0.531%	650	0.361%	-0.170%	-32.001%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	127	0.010%	9	0.005%	-0.005%	-49.588%
195	Component object model (COM)	Programming Skills	Current	1	49	0.004%	6	0.003%	-0.000%	-12.893%
125	Database programming	Programming Skills	Current	3	18,944	1.479%	2,959	1.643%	0.164%	11.115%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	916	0.072%	59	0.033%	-0.039%	-54.180%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	4,029	0.315%	579	0.322%	0.007%	2.230%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	1,724	0.135%	377	0.209%	0.075%	55.561%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	8,148	0.636%	999	0.555%	-0.081%	-12.781%
109	Forth	Programming Skills	Legacy	1	4,136	0.323%	960	0.533%	0.210%	65.116%
102	Fortran	Programming Skills	Legacy	1	852	0.067%	74	0.041%	-0.025%	-38.214%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	185,580	14.489%	19,195	10.661%	-3.828%	-26.421%
222	J	Programming Skills	Legacy	1	5,102	0.398%	592	0.329%	-0.070%	-17.457%
87	Java/J2EE/J2P	Programming Skills	Current	4	196,952	15.377%	31,784	17.653%	2.276%	14.801%
97	JavaScript	Programming Skills	Current	3	83,756	6.539%	18,211	10.114%	3.575%	54.673%
89	JavaServer Faces	Programming Skills	Current	3	7,975	0.623%	1,147	0.637%	0.014%	2.313%
88	JavaServer Pages	Programming Skills	Current	3	31,595	2.467%	3,996	2.219%	-0.247%	-10.028%
223	Job control language (JCL)	Programming Skills	Legacy	2	7,523	0.587%	1,035	0.575%	-0.013%	-2.131%
126	LAMP	Programming Skills	Current	1	9,038	0.706%	956	0.531%	-0.175%	-24.754%
104	Lisp	Programming Skills	Legacy	1	464	0.036%	40	0.022%	-0.014%	-38.675%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	415	0.032%	97	0.054%	0.021%	66.273%
201	Microsoft ActiveX	Programming Skills	Current	1	945	0.074%	99	0.055%	-0.019%	-25.475%
107	Pascal	Programming Skills	Legacy	1	378	0.030%	23	0.013%	-0.017%	-56.715%
90	Perl	Programming Skills	Current	1	47,000	3.669%	7,695	4.274%	0.604%	16.469%
91	PHP	Programming Skills	Current	1	31,532	2.462%	4,717	2.620%	0.158%	6.417%
103	PL/1	Programming Skills	Legacy	3	157	0.012%	47	0.026%	0.014%	112.959%
105	Prolog	Programming Skills	Legacy	1	582	0.045%	67	0.037%	-0.008%	-18.106%
95	Python	Programming Skills	Current	1	23,182	1.810%	6,326	3.513%	1.704%	94.123%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	12,201	0.953%	3,928	2.182%	1.229%	129.020%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	200	0.016%	52	0.029%	0.013%	84.957%
206	Scripting languages	Programming Skills	Current	1	12,189	0.952%	2,844	1.580%	0.628%	65.981%
101	Smalltalk	Programming Skills	Legacy	1	168	0.013%	11	0.006%	-0.007%	-53.422%
92	SQL	Programming Skills	Current	3	304,022	23.736%	54,301	30.159%	6.422%	27.058%
110	TCL	Programming Skills	Legacy	1	1,772	0.138%	231	0.128%	-0.010%	-7.264%
98	Unified Modeling Language	Programming Skills	Current	2	25,673	2.004%	3,370	1.872%	-0.133%	-6.621%
93	Visual Basic	Programming Skills	Current	6	63,495	4.957%	9,731	5.405%	0.447%	9.022%
207	Web service definition language (WSDL)	Programming Skills	Current	2	6,346	0.495%	1,422	0.790%	0.294%	59.403%
94	XML	Programming Skills	Current	2	99,930	7.802%	16,356	9.084%	1.282%	16.434%
1342	Computer Science	Majors	Computer Science	2	403,518	31.504%	81,120	45.054%	13.550%	43.009%
1344	Information Technology	Majors	Information Technology	3	1,280,836	100.000%	180,051	100.000%	0.000%	0.000%
1343	Management Information Systems	Majors	Management Information Systems	9	240,038	18.741%	47,514	26.389%	7.648%	40.812%

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