Skill Frequencies: April, 2007 through 2014-11-12: DOGS-IT.org


	DOGS-IT.org Skill Frequencies: April, 2007 through 2014-11-12

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All Degree Programs	2014-11-12	Jobs Found:	3,390,274	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Occurrences	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	8,249	0.243%	2,054	0.435%	0.192%	78.809%
2	Attention to Details	Soft Skills	Problem-solving skills	1	11,540	0.340%	2,064	0.437%	0.097%	28.438%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	18,049	0.532%	3,651	0.773%	0.241%	45.261%
231	Cooperation	Soft Skills	Interpersonal skills	1	25,887	0.764%	3,335	0.706%	-0.057%	-7.487%
3	Creativity	Soft Skills	Problem-solving skills	3	96,308	2.841%	17,195	3.642%	0.801%	28.212%
4	Critical thinking	Soft Skills	Problem-solving skills	3	36,454	1.075%	8,450	1.790%	0.715%	66.457%
1300	Flexibility	Soft Skills	Work ethic	1	154,439	4.555%	17,998	3.812%	-0.743%	-16.313%
232	Independence	Soft Skills	Interpersonal skills	1	16,771	0.495%	3,017	0.639%	0.144%	29.183%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	395,349	11.661%	68,037	14.411%	2.750%	23.582%
256	Innovation	Soft Skills	Problem-solving skills	1	217,676	6.421%	45,336	9.603%	3.182%	49.562%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	319,695	9.430%	46,961	9.947%	0.517%	5.485%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,801	0.053%	274	0.058%	0.005%	9.251%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	208,924	6.162%	38,106	8.071%	1.909%	30.977%
10	Leadership	Soft Skills	Interpersonal skills	1	661,647	19.516%	97,725	20.700%	1.184%	6.064%
258	Learning	Soft Skills	Problem-solving skills	1	269,149	7.939%	35,787	7.580%	-0.359%	-4.518%
1	Learning Ability	Soft Skills	Problem-solving skills	3	54,651	1.612%	10,714	2.269%	0.657%	40.781%
236	Listening	Soft Skills	Language skills	1	76,171	2.247%	8,767	1.857%	-0.390%	-17.348%
260	Mathematics	Soft Skills	Problem-solving skills	3	171,422	5.056%	23,847	5.051%	-0.005%	-0.102%
261	Memorization	Soft Skills	Problem-solving skills	1	108	0.003%	17	0.004%	0.000%	13.036%
18	Negotiation Skills	Soft Skills	Language skills	1	29,379	0.867%	4,337	0.919%	0.052%	6.009%
262	Optimization	Soft Skills	Problem-solving skills	1	157,977	4.660%	28,391	6.014%	1.354%	29.056%
19	Oral Communications	Soft Skills	Language skills	3	51,049	1.506%	7,631	1.616%	0.111%	7.346%
273	Persistence	Soft Skills	Work ethic	1	11,616	0.343%	2,312	0.490%	0.147%	42.929%
239	Persuasion	Soft Skills	Language skills	1	4,845	0.143%	859	0.182%	0.039%	27.318%
1301	Physical Skill	Soft Skills	Work ethic	2	3,090	0.091%	567	0.120%	0.029%	31.769%
240	Presentations	Soft Skills	Language skills	1	157,700	4.652%	21,472	4.548%	-0.103%	-2.224%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	571,135	16.846%	104,126	22.055%	5.209%	30.921%
20	Questioning skills	Soft Skills	Language skills	1	857	0.025%	231	0.049%	0.024%	93.562%
241	Reading Comprehension	Soft Skills	Language skills	1	805	0.024%	137	0.029%	0.005%	22.212%
6	Research skills	Soft Skills	Problem-solving skills	1	5,641	0.166%	698	0.148%	-0.019%	-11.144%
15	Responsibility	Soft Skills	Work ethic	2	314,635	9.281%	44,528	9.432%	0.151%	1.629%
234	Self Control	Soft Skills	Interpersonal skills	1	291	0.009%	66	0.014%	0.005%	62.870%
11	Self-esteem	Soft Skills	Interpersonal skills	1	167	0.005%	53	0.011%	0.006%	127.903%
16	Self-management	Soft Skills	Work ethic	1	3,524	0.104%	757	0.160%	0.056%	54.259%
250	Stress Tolerance	Soft Skills	Physical skills	1	471	0.014%	117	0.025%	0.011%	78.384%
12	Teamwork	Soft Skills	Interpersonal skills	1	135,423	3.994%	22,858	4.842%	0.847%	21.209%
17	Time Management	Soft Skills	Work ethic	2	110,347	3.255%	20,532	4.349%	1.094%	33.617%
268	Visualization	Soft Skills	Problem-solving skills	1	26,196	0.773%	5,685	1.204%	0.431%	55.842%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,519	0.045%	306	0.065%	0.020%	44.662%
21	Written Communications	Soft Skills	Language skills	4	494,138	14.575%	75,054	15.897%	1.322%	9.073%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	258,861	7.635%	23,806	5.042%	-2.593%	-33.960%
172	Account management	Business Skills	Management skills	1	35,497	1.047%	4,162	0.882%	-0.165%	-15.802%
22	Accounting	Business Skills	Business processes	4	441,870	13.033%	26,437	5.600%	-7.434%	-57.036%
1263	Accounting software	Business Skills	Business processes	7	54,561	1.609%	2,170	0.460%	-1.150%	-71.439%
174	Administration	Business Skills	Management skills	3	859,309	25.346%	100,831	21.357%	-3.989%	-15.737%
1313	Analyst	Business Skills	Project management	1	576,437	17.003%	84,093	17.812%	0.809%	4.761%
175	Application management	Business Skills	Management skills	5	227,553	6.712%	37,775	8.001%	1.289%	19.210%
150	Asset management	Business Skills	Business processes	1	44,685	1.318%	6,995	1.482%	0.164%	12.413%
151	Auditing	Business Skills	Business processes	4	205,236	6.054%	22,857	4.841%	-1.212%	-20.025%
1264	Auditing software	Business Skills	Business processes	1	207	0.006%	10	0.002%	-0.004%	-65.309%
152	Billing	Business Skills	Business processes	1	100,063	2.951%	8,353	1.769%	-1.182%	-40.054%
1314	Business Analyst	Business Skills	Project management	1	219,366	6.470%	31,563	6.685%	0.215%	3.323%
35	Business Intelligence	Business Skills	Strategy skills	1	138,462	4.084%	26,213	5.552%	1.468%	35.949%
155	Business performance management (BPM)	Business Skills	Business processes	2	19,872	0.586%	3,977	0.842%	0.256%	43.716%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	56,330	1.662%	2,913	0.617%	-1.045%	-62.864%
36	Business Strategy	Business Skills	Strategy skills	3	612,854	18.077%	93,908	19.891%	1.814%	10.036%
182	Calendar and scheduling	Business Skills	Project management	3	135,538	3.998%	18,281	3.872%	-0.126%	-3.144%
156	Capacity planning	Business Skills	Business processes	1	67,145	1.981%	11,200	2.372%	0.392%	19.783%
28	Change Management	Business Skills	Management skills	1	125,172	3.692%	24,599	5.210%	1.518%	41.124%
183	Content workflow	Business Skills	Project management	1	141	0.004%	53	0.011%	0.007%	169.927%
24	Contracting and legal	Business Skills	Business processes	2	236,188	6.967%	17,841	3.779%	-3.188%	-45.756%
176	Coordination	Business Skills	Management skills	1	156,218	4.608%	23,560	4.990%	0.383%	8.301%
157	Cost accounting	Business Skills	Business processes	1	5,604	0.165%	370	0.078%	-0.087%	-52.587%
158	Cost estimation	Business Skills	Business processes	1	2,629	0.078%	244	0.052%	-0.026%	-33.352%
1312	Customer Support	Business Skills	Business processes	6	664,838	19.610%	93,677	19.842%	0.232%	1.183%
1339	Education	Business Skills	Industry Segment	1	29,876	0.881%	3,721	0.788%	-0.093%	-10.561%
1333	Energy	Business Skills	Industry Segment	1	163,350	4.818%	26,411	5.594%	0.776%	16.106%
1340	Entertainment	Business Skills	Industry Segment	1	208,235	6.142%	9,965	2.111%	-4.031%	-65.635%
1319	Environmental	Business Skills	Environmental	14	148,306	4.374%	10,678	2.262%	-2.113%	-48.296%
1320	Environmental Strategy	Business Skills	Environmental	6	12,791	0.377%	4,357	0.923%	0.546%	144.609%
161	Financial	Business Skills	Business processes	2	857,027	25.279%	98,943	20.958%	-4.321%	-17.095%
1275	Financial Analysis software	Business Skills	Business processes	6	4,427	0.131%	499	0.106%	-0.025%	-19.057%
1332	Health Care	Business Skills	Industry Segment	2	580,735	17.129%	64,326	13.625%	-3.504%	-20.458%
177	Human resources	Business Skills	Management skills	2	302,834	8.932%	14,478	3.067%	-5.866%	-65.668%
1336	Insurance	Business Skills	Industry Segment	1	18,683	0.551%	3,638	0.771%	0.220%	39.832%
1316	Managing/Supervision	Business Skills	Management skills	5	1,408,140	41.535%	158,664	33.607%	-7.927%	-19.086%
1334	Manufacturing	Business Skills	Industry Segment	2	319,008	9.410%	23,447	4.966%	-4.443%	-47.219%
26	Marketing	Business Skills	Business processes	1	467,110	13.778%	33,014	6.993%	-6.785%	-49.246%
185	Monitoring	Business Skills	Project management	1	353,496	10.427%	61,703	13.070%	2.643%	25.346%
179	Negotiation	Business Skills	Management skills	1	114,100	3.366%	17,234	3.650%	0.285%	8.465%
163	Operation and Control	Business Skills	Business processes	2	1,795	0.053%	193	0.041%	-0.012%	-22.788%
29	Outsourcing Management	Business Skills	Management skills	3	134,161	3.957%	20,061	4.249%	0.292%	7.378%
167	Procurement	Business Skills	Business processes	1	103,904	3.065%	8,297	1.757%	-1.307%	-42.657%
1290	Project Management software	Business Skills	Project management	2	93,593	2.761%	15,670	3.319%	0.558%	20.231%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	591,115	17.436%	90,621	19.195%	1.759%	10.090%
168	Quality	Business Skills	Business processes	1	953,755	28.132%	154,672	32.762%	4.630%	16.457%
1337	Real Estate	Business Skills	Industry Segment	2	178,246	5.258%	4,341	0.919%	-4.338%	-82.511%
1335	Retail	Business Skills	Industry Segment	2	724,328	21.365%	59,646	12.634%	-8.731%	-40.866%
34	Risk Management	Business Skills	Project management	1	94,157	2.777%	14,446	3.060%	0.283%	10.175%
169	Service Orientation	Business Skills	Business processes	1	23,501	0.693%	3,687	0.781%	0.088%	12.662%
27	Supply Chain Management	Business Skills	Business processes	3	133,593	3.940%	12,112	2.565%	-1.375%	-34.894%
1295	Supply Chain Management software	Business Skills	Business processes	4	6,959	0.205%	706	0.150%	-0.056%	-27.147%
178	Teaching	Business Skills	Management skills	7	257,806	7.604%	11,941	2.529%	-5.075%	-66.739%
190	Timekeeping	Business Skills	Project management	3	101,537	2.995%	6,118	1.296%	-1.699%	-56.731%
1296	Timekeeping software	Business Skills	Project management	1	3,780	0.111%	652	0.138%	0.027%	23.864%
171	Total quality management (TQM)	Business Skills	Business processes	2	4,084	0.120%	382	0.081%	-0.040%	-32.831%
180	Troubleshooting	Business Skills	Management skills	1	408,309	12.044%	73,860	15.645%	3.601%	29.900%
181	Verification	Business Skills	Management skills	1	101,907	3.006%	21,765	4.610%	1.604%	53.371%
1338	Waste Management	Business Skills	Industry Segment	1	3,695	0.109%	385	0.082%	-0.027%	-25.177%
191	Workflow	Business Skills	Project management	1	141,017	4.159%	23,802	5.042%	0.882%	21.208%
31	Working Globally	Business Skills	Management skills	3	22,295	0.658%	1,156	0.245%	-0.413%	-62.766%
32	Working with Virtual Teams	Business Skills	Management skills	2	5,851	0.173%	1,439	0.305%	0.132%	76.612%
51	4GL	Technical Skills	Software development	3	5,219	0.154%	418	0.089%	-0.065%	-42.485%
987	Access servers & software	Technical Skills	Network	10	100,313	2.959%	18,631	3.946%	0.987%	33.373%
38	Agile Development Methods	Technical Skills	Software development	3	79,683	2.350%	23,641	5.007%	2.657%	113.054%
304	Algorithmic software	Technical Skills	Business applications	1	105	0.003%	2	0.000%	-0.003%	-86.322%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	3,857	0.114%	410	0.087%	-0.027%	-23.665%
1352	Android	Technical Skills	Mobile Platforms	3	40,459	1.193%	18,297	3.876%	2.682%	224.754%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	36,925	1.089%	12,825	2.717%	1.627%	149.417%
120	Apple operating systems	Technical Skills	Business applications	6	77,555	2.288%	18,681	3.957%	1.669%	72.974%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	42,005	1.239%	326	0.069%	-1.170%	-94.427%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	128	0.004%	5	0.001%	-0.003%	-71.949%
1265	Backup & Recovery	Technical Skills	Technical applications	16	263,365	7.768%	40,144	8.503%	0.735%	9.459%
1353	Blackberry	Technical Skills	Mobile Platforms	2	29,279	0.864%	4,530	0.960%	0.096%	11.105%
336	Borland Delphi	Technical Skills	Business applications	1	5,184	0.153%	744	0.158%	0.005%	3.062%
337	Borland JBuilder	Technical Skills	Business applications	1	4,016	0.118%	109	0.023%	-0.095%	-80.510%
338	Borland Paradox	Technical Skills	Business applications	1	313	0.009%	28	0.006%	-0.003%	-35.760%
72	Business Continuity Planning	Technical Skills	Hardware	2	59,727	1.762%	6,870	1.455%	-0.307%	-17.401%
352	Cadence Opus	Technical Skills	Business applications	1	1,866	0.055%	276	0.058%	0.003%	6.215%
868	Calculators	Technical Skills	Hardware	1	3,202	0.094%	165	0.035%	-0.059%	-62.996%
39	CASE Tools	Technical Skills	Software development	1	184,781	5.450%	21,583	4.572%	-0.879%	-16.123%
367	Categorization or classification software	Technical Skills	Business applications	1	13,355	0.394%	2,031	0.430%	0.036%	9.208%
112	Certification	Technical Skills	Misc	3	615,882	18.166%	88,028	18.646%	0.479%	2.639%
78	Cisco	Technical Skills	Hardware	1	285,226	8.413%	25,756	5.455%	-2.958%	-35.155%
1009	Cisco Systems IOS	Technical Skills	Network	1	42,092	1.242%	18,629	3.946%	2.704%	217.819%
40	Client-Server	Technical Skills	Software development	1	80,311	2.369%	8,147	1.726%	-0.643%	-27.153%
1011	Cluster server software	Technical Skills	Network	8	50,214	1.481%	8,812	1.867%	0.385%	26.020%
1147	CMAKE	Technical Skills	Software development	1	179	0.005%	73	0.015%	0.010%	192.860%
1151	Compatibility testing	Technical Skills	Software development	1	1,126	0.033%	284	0.060%	0.027%	81.121%
1152	Compilers	Technical Skills	Software development	5	33,042	0.975%	3,560	0.754%	-0.221%	-22.630%
1255	Compliance software	Technical Skills	Technical applications	3	17,488	0.516%	3,022	0.640%	0.124%	24.092%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	65,866	1.943%	3,952	0.837%	-1.106%	-56.913%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	5,519	0.163%	570	0.121%	-0.042%	-25.834%
875	Computer diagnostics	Technical Skills	Hardware	5	133,569	3.940%	21,071	4.463%	0.523%	13.284%
1107	Computer forensics	Technical Skills	Security	1	8,126	0.240%	509	0.108%	-0.132%	-55.019%
1266	Computer Hardware	Technical Skills	Hardware	15	76,842	2.267%	10,192	2.159%	-0.108%	-4.753%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	36,576	1.079%	399	0.085%	-0.994%	-92.166%
1015	Computer servers	Technical Skills	Network	6	305,990	9.026%	47,429	10.046%	1.021%	11.308%
1267	Computer Utilities	Technical Skills	Misc	1	1,770	0.052%	326	0.069%	0.017%	32.262%
59	Content Manager	Technical Skills	Business applications	1	3,693	0.109%	385	0.082%	-0.027%	-25.136%
878	Controllers	Technical Skills	Hardware	2	19,605	0.578%	3,132	0.663%	0.085%	14.721%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	3,178	0.094%	771	0.163%	0.070%	74.217%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	13,569	0.400%	1,688	0.358%	-0.043%	-10.666%
53	Customer Relationship Management	Technical Skills	Business applications	9	203,130	5.992%	25,977	5.502%	-0.489%	-8.166%
953	Data acquisition systems	Technical Skills	Information mgmt	1	16,241	0.479%	2,167	0.459%	-0.020%	-4.184%
955	Data compression software	Technical Skills	Information mgmt	1	10,914	0.322%	1,319	0.279%	-0.043%	-13.214%
956	Data conversion software	Technical Skills	Information mgmt	1	15,145	0.447%	2,484	0.526%	0.079%	17.780%
958	Data dictionary	Technical Skills	Information mgmt	1	8,883	0.262%	1,511	0.320%	0.058%	22.150%
959	Data entry	Technical Skills	Information mgmt	1	183,370	5.409%	2,702	0.572%	-4.836%	-89.419%
962	Data mapping	Technical Skills	Information mgmt	1	15,595	0.460%	3,389	0.718%	0.258%	56.054%
67	Data Mining	Technical Skills	Information mgmt	5	89,103	2.628%	8,442	1.788%	-0.840%	-31.963%
963	Data modeling	Technical Skills	Information mgmt	1	100,256	2.957%	18,560	3.931%	0.974%	32.941%
68	Data Warehousing	Technical Skills	Information mgmt	2	156,989	4.631%	29,722	6.296%	1.665%	35.956%
69	Database Administration	Technical Skills	Information mgmt	12	205,727	6.068%	33,198	7.032%	0.964%	15.881%
969	Database design software	Technical Skills	Information mgmt	15	168,273	4.963%	26,171	5.543%	0.580%	11.685%
1268	Database Reporting	Technical Skills	Information mgmt	3	54,038	1.594%	6,474	1.371%	-0.223%	-13.967%
1269	Database Security	Technical Skills	Information mgmt	2	461	0.014%	61	0.013%	-0.001%	-4.979%
1270	Database Servers	Technical Skills	Information mgmt	3	45,628	1.346%	4,947	1.048%	-0.298%	-22.143%
1271	Database Testing	Technical Skills	Information mgmt	1	2,474	0.073%	559	0.118%	0.045%	62.256%
1160	Debugging	Technical Skills	Software development	7	211,917	6.251%	38,691	8.195%	1.945%	31.109%
418	Desktop publishing software	Technical Skills	Business applications	13	47,096	1.389%	4,260	0.902%	-0.487%	-35.045%
1272	Development Environment	Technical Skills	Software development	13	145,948	4.305%	25,574	5.417%	1.112%	25.832%
1273	Digital Imaging	Technical Skills	Hardware	1	2,024	0.060%	29	0.006%	-0.054%	-89.711%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	9,496	0.280%	717	0.152%	-0.128%	-45.779%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	9,943	0.293%	931	0.197%	-0.096%	-32.761%
1307	Doctor of Philosophy	Technical Skills	Misc	3	158,129	4.664%	8,590	1.819%	-2.845%	-60.990%
973	Document management software	Technical Skills	Information mgmt	4	31,011	0.915%	4,124	0.874%	-0.041%	-4.502%
1020	Domain name system (DNS)	Technical Skills	Network	3	98,095	2.893%	16,256	3.443%	0.550%	19.003%
61	Dreamweaver	Technical Skills	Software development	1	18,576	0.548%	1,611	0.341%	-0.207%	-37.722%
54	DSS/GDSS	Technical Skills	Business applications	5	41,452	1.223%	5,501	1.165%	-0.057%	-4.702%
425	Dynamic modeling software	Technical Skills	Business applications	1	128	0.004%	19	0.004%	0.000%	6.594%
62	Eclipse	Technical Skills	Software development	1	63,603	1.876%	11,998	2.541%	0.665%	35.463%
1308	Electronic Commerce	Technical Skills	Business applications	2	146,034	4.307%	26,461	5.605%	1.297%	30.119%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	28,125	0.830%	5,115	1.083%	0.254%	30.600%
1023	Electronic mail software	Technical Skills	Network	8	52,599	1.551%	7,796	1.651%	0.100%	6.435%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	163,148	4.812%	24,406	5.170%	0.357%	7.425%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	14	202,692	5.979%	22,688	4.806%	-1.173%	-19.620%
1321	Environmental Certification	Technical Skills	Environmental	1	259	0.008%	46	0.010%	0.002%	27.540%
1328	Environmental Cleanup	Technical Skills	Environmental	1	965	0.028%	235	0.050%	0.021%	74.876%
1329	Environmental Energy	Technical Skills	Environmental	21	10,503	0.310%	1,762	0.373%	0.063%	20.471%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	10,459	0.309%	2,831	0.600%	0.291%	94.375%
1327	Environmental Pollution	Technical Skills	Environmental	15	39,676	1.170%	1,295	0.274%	-0.896%	-76.561%
1324	Environmental Pollution Control	Technical Skills	Environmental	6	5,092	0.150%	425	0.090%	-0.060%	-40.064%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	6	1,732	0.051%	221	0.047%	-0.004%	-8.371%
1326	Environmental Product Stewardship	Technical Skills	Environmental	10	49,306	1.454%	902	0.191%	-1.263%	-86.863%
1331	Environmental Science	Technical Skills	Environmental	2	1,276	0.038%	153	0.032%	-0.005%	-13.895%
1322	Environmental Technology	Technical Skills	Environmental	2	609	0.018%	38	0.008%	-0.010%	-55.192%
461	Expert system software	Technical Skills	Business applications	1	1,167	0.034%	128	0.027%	-0.007%	-21.236%
1359	Facebook	Technical Skills	Social Networking	1	334,746	9.874%	224,687	47.592%	37.718%	382.006%
463	Facilities management software	Technical Skills	Business applications	4	11,302	0.333%	1,231	0.261%	-0.073%	-21.785%
468	Flight control software	Technical Skills	Business applications	1	960	0.028%	64	0.014%	-0.015%	-52.126%
469	Flowchart software	Technical Skills	Business applications	4	9,120	0.269%	1,982	0.420%	0.151%	56.063%
1112	Fraud Detection	Technical Skills	Security	1	15,469	0.456%	2,466	0.522%	0.066%	14.478%
63	FrontPage	Technical Skills	Software development	1	3,185	0.094%	110	0.023%	-0.071%	-75.199%
475	Fund accounting software	Technical Skills	Business applications	1	1,638	0.048%	144	0.031%	-0.018%	-36.870%
1260	Gaming	Technical Skills	Misc	2	65,556	1.934%	12,191	2.582%	0.649%	33.542%
113	Generic databases	Technical Skills	Information mgmt	2	464,935	13.714%	76,868	16.282%	2.568%	18.725%
1365	Google Apps	Technical Skills	Business applications	4	10,863	0.320%	1,500	0.318%	-0.003%	-0.841%
1364	Google Plus	Technical Skills	Social Networking	1	1,303	0.038%	505	0.107%	0.069%	178.315%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	30	204,467	6.031%	23,778	5.037%	-0.994%	-16.489%
484	Graphic software	Technical Skills	Business applications	16	275,277	8.120%	38,210	8.093%	-0.026%	-0.323%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	62,459	1.842%	7,166	1.518%	-0.324%	-17.611%
1323	Green IT	Technical Skills	Environmental	8	9,228	0.272%	972	0.206%	-0.066%	-24.361%
893	Guidance systems	Technical Skills	Hardware	1	162	0.005%	8	0.002%	-0.003%	-64.538%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	901	0.027%	64	0.014%	-0.013%	-48.991%
1277	Hardware Design	Technical Skills	Hardware	19	23,798	0.702%	2,612	0.553%	-0.149%	-21.183%
1278	Hardware Testing	Technical Skills	Hardware	4	8,725	0.257%	554	0.117%	-0.140%	-54.403%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,422	0.042%	171	0.036%	-0.006%	-13.645%
492	Helpdesk or call center	Technical Skills	Business applications	2	206,681	6.096%	19,079	4.041%	-2.055%	-33.710%
114	IBM databases	Technical Skills	Information mgmt	2	86,819	2.561%	12,963	2.746%	0.185%	7.221%
121	IBM operating systems	Technical Skills	Business applications	4	72,643	2.143%	7,893	1.672%	-0.471%	-21.974%
898	Image capture devices	Technical Skills	Hardware	8	14,718	0.434%	2,289	0.485%	0.051%	11.683%
524	Industrial control software	Technical Skills	Business applications	3	12,776	0.377%	1,430	0.303%	-0.074%	-19.623%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	44,564	1.314%	7,155	1.516%	0.201%	15.296%
899	Infrared	Technical Skills	Hardware	1	4,670	0.138%	123	0.026%	-0.112%	-81.086%
1180	Installation	Technical Skills	Software development	1	282,288	8.326%	38,088	8.068%	-0.259%	-3.109%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,145	0.034%	52	0.011%	-0.023%	-67.387%
536	Internet browser software	Technical Skills	Business applications	4	20,674	0.610%	2,868	0.607%	-0.002%	-0.380%
541	Inventory management software	Technical Skills	Business applications	3	16,447	0.485%	2,519	0.534%	0.048%	9.984%
73	IT Architecture/Standards	Technical Skills	Hardware	2	27,187	0.802%	3,854	0.816%	0.014%	1.798%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,330	0.039%	63	0.013%	-0.026%	-65.984%
1035	Kernel	Technical Skills	Network	1	31,847	0.939%	3,183	0.674%	-0.265%	-28.228%
907	Lasers	Technical Skills	Hardware	1	923	0.027%	70	0.015%	-0.012%	-45.539%
1038	License management software	Technical Skills	Network	1	2,019	0.060%	412	0.087%	0.028%	46.538%
1361	LinkedIn	Technical Skills	Social Networking	1	24,751	0.730%	5,954	1.261%	0.531%	72.745%
908	Mainframe computers	Technical Skills	Hardware	2	112,489	3.318%	9,963	2.110%	-1.208%	-36.398%
124	Mainframe operating systems	Technical Skills	Business applications	7	48,008	1.416%	4,588	0.972%	-0.444%	-31.372%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	76,199	2.248%	9,985	2.115%	-0.133%	-5.900%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	18,304	0.540%	1,361	0.288%	-0.252%	-46.605%
1281	Medical software	Technical Skills	Business applications	9	22,911	0.676%	2,988	0.633%	-0.043%	-6.346%
115	Microsoft databases	Technical Skills	Information mgmt	5	459,124	13.542%	78,489	16.625%	3.083%	22.763%
119	Microsoft operating systems	Technical Skills	Business applications	4	671,309	19.801%	89,676	18.995%	-0.806%	-4.072%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	14,636	0.432%	4,492	0.951%	0.520%	120.398%
625	Multimedia	Technical Skills	Business applications	1	143,212	4.224%	2,863	0.606%	-3.618%	-85.644%
1362	MySpace	Technical Skills	Social Networking	1	5,160	0.152%	128	0.027%	-0.125%	-82.186%
74	Network administration	Technical Skills	Hardware	12	259,078	7.642%	29,109	6.166%	-1.476%	-19.316%
1282	Network Administration software	Technical Skills	Network	17	161,520	4.764%	27,793	5.887%	1.123%	23.566%
1283	Network Hardware	Technical Skills	Network	11	127,033	3.747%	18,647	3.950%	0.203%	5.410%
1284	Network Monitoring software	Technical Skills	Network	14	80,598	2.377%	14,682	3.110%	0.733%	30.813%
1059	Network operation system software (NOS)	Technical Skills	Network	2	4,098	0.121%	531	0.112%	-0.008%	-6.951%
1122	Network security	Technical Skills	Security	1	100,216	2.956%	17,963	3.805%	0.849%	28.716%
1285	Network Security software	Technical Skills	Security	34	221,618	6.537%	37,139	7.867%	1.330%	20.341%
1286	Network software	Technical Skills	Network	6	55,456	1.636%	8,598	1.821%	0.185%	11.337%
1287	Network Testing	Technical Skills	Network	11	56,524	1.667%	7,975	1.689%	0.022%	1.318%
1065	Novell network software	Technical Skills	Network	2	5,489	0.162%	338	0.072%	-0.090%	-55.781%
643	Oberon	Technical Skills	Business applications	1	371	0.011%	206	0.044%	0.033%	298.734%
41	Object Oriented Programming	Technical Skills	Software development	5	378,162	11.154%	63,109	13.367%	2.213%	19.840%
1288	Office Applications	Technical Skills	Business applications	13	498,363	14.700%	72,937	15.449%	0.749%	5.097%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	38,423	1.133%	5,196	1.101%	-0.033%	-2.889%
116	Open-source databases	Technical Skills	Information mgmt	4	160,472	4.733%	31,042	6.575%	1.842%	38.912%
118	Open-source operating systems	Technical Skills	Business applications	8	490,447	14.466%	78,105	16.544%	2.077%	14.361%
56	Operating Systems	Technical Skills	Business applications	3	291,142	8.588%	41,402	8.770%	0.182%	2.119%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	2,001	0.059%	246	0.052%	-0.007%	-11.717%
117	Oracle databases	Technical Skills	Information mgmt	1	599,271	17.676%	89,223	18.899%	1.223%	6.916%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,238	0.096%	385	0.082%	-0.014%	-14.617%
1289	Physical Tools	Technical Skills	Hardware	1	210	0.006%	26	0.006%	-0.001%	-11.091%
683	Point of sale (POS)	Technical Skills	Business applications	3	18,513	0.546%	3,433	0.727%	0.181%	33.164%
931	Printers	Technical Skills	Hardware	3	30,345	0.895%	4,851	1.028%	0.132%	14.798%
43	Programming	Technical Skills	Software development	1	821,685	24.237%	123,393	26.136%	1.900%	7.839%
700	Provisioning	Technical Skills	Business applications	1	41,796	1.233%	9,035	1.914%	0.681%	55.233%
1258	Rate Control	Technical Skills	Technical applications	1	178	0.005%	3	0.001%	-0.005%	-87.897%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	43,449	1.282%	3,783	0.801%	-0.480%	-37.476%
1077	Remote control software	Technical Skills	Network	2	3,463	0.102%	638	0.135%	0.033%	32.299%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	1,969	0.058%	265	0.056%	-0.002%	-3.353%
1262	Robotics	Technical Skills	Hardware	3	11,809	0.348%	1,620	0.343%	-0.005%	-1.487%
1318	RSA	Technical Skills	Security	1	14,430	0.426%	2,107	0.446%	0.021%	4.855%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	66,638	1.966%	18,594	3.938%	1.973%	100.374%
44	SDLC	Technical Skills	Software development	7	385,711	11.377%	76,802	16.268%	4.891%	42.988%
1132	Secure shell (SSH)	Technical Skills	Security	1	319	0.009%	56	0.012%	0.002%	26.063%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	41,507	1.224%	7,101	1.504%	0.280%	22.854%
76	Security	Technical Skills	Hardware	4	2,243,423	66.172%	469,170	99.377%	33.205%	50.179%
1315	Security Clearance	Technical Skills	Misc	2	288,977	8.524%	14,477	3.066%	-5.457%	-64.025%
1135	Security testing software	Technical Skills	Security	1	7,397	0.218%	1,380	0.292%	0.074%	33.972%
60	Sharepoint Server	Technical Skills	Business applications	1	13,002	0.384%	1,770	0.375%	-0.009%	-2.242%
1084	Signal generators	Technical Skills	Network	1	682	0.020%	68	0.014%	-0.006%	-28.400%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	29,523	0.871%	4,315	0.914%	0.043%	4.957%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	108,455	3.199%	23,990	5.081%	1.882%	58.844%
1220	Simulation software	Technical Skills	Software development	5	51,011	1.505%	4,441	0.941%	-0.564%	-37.482%
1366	Social Network	Technical Skills	Social Networking	1	7,840	0.231%	1,118	0.237%	0.006%	2.404%
1358	Social Networking	Technical Skills	Social Networking	1	21,928	0.647%	1,296	0.275%	-0.372%	-57.558%
42	Software Development	Technical Skills	Software development	2	882,089	26.018%	112,386	23.805%	-2.213%	-8.507%
1291	Software Development software	Technical Skills	Software development	2	6,245	0.184%	644	0.136%	-0.048%	-25.947%
1309	Software Engineering	Technical Skills	Software development	1	532,978	15.721%	57,827	12.249%	-3.472%	-22.087%
1292	Software Installation	Technical Skills	Software development	4	351,668	10.373%	63,107	13.367%	2.994%	28.865%
1223	Software libraries	Technical Skills	Software development	1	923	0.027%	157	0.033%	0.006%	22.148%
1293	Software Maintenance	Technical Skills	Software development	1	23,080	0.681%	4,323	0.916%	0.235%	34.505%
1294	Software Testing	Technical Skills	Software development	14	347,187	10.241%	62,472	13.232%	2.992%	29.215%
1225	Source code management (SCM)	Technical Skills	Software development	5	111,224	3.281%	20,714	4.388%	1.107%	33.738%
1229	Static analysis software	Technical Skills	Software development	1	2,145	0.063%	552	0.117%	0.054%	84.800%
772	Statistical analysis software	Technical Skills	Business applications	23	263,580	7.775%	35,469	7.513%	-0.262%	-3.367%
774	Statistical software	Technical Skills	Business applications	1	112,797	3.327%	13,309	2.819%	-0.508%	-15.270%
1230	Stress testing software	Technical Skills	Software development	1	8,113	0.239%	1,490	0.316%	0.076%	31.885%
122	Sun operating systems	Technical Skills	Business applications	3	149,527	4.410%	13,803	2.924%	-1.487%	-33.711%
939	Surveillance systems	Technical Skills	Hardware	5	32,705	0.965%	2,280	0.483%	-0.482%	-49.938%
791	Symantec software	Technical Skills	Business applications	1	25,738	0.759%	4,968	1.052%	0.293%	38.611%
1355	Symbian	Technical Skills	Mobile Platforms	1	111	0.003%	2	0.000%	-0.003%	-87.061%
1310	System Administration	Technical Skills	Network	4	219,929	6.487%	28,096	5.951%	-0.536%	-8.261%
45	System Testing	Technical Skills	Software development	5	68,163	2.011%	11,854	2.511%	0.500%	24.884%
46	Systems Analysis	Technical Skills	Software development	8	279,787	8.253%	39,847	8.440%	0.188%	2.272%
47	Systems Design	Technical Skills	Software development	1	46,697	1.377%	6,063	1.284%	-0.093%	-6.763%
1233	Systems Evaluation	Technical Skills	Software development	1	538	0.016%	73	0.015%	-0.000%	-2.562%
1234	Systems integration	Technical Skills	Software development	8	205,108	6.050%	21,950	4.649%	-1.401%	-23.150%
75	TCP/IP	Technical Skills	Hardware	3	184,752	5.449%	25,729	5.450%	0.000%	0.005%
1235	Technology Design	Technical Skills	Software development	1	3,585	0.106%	445	0.094%	-0.011%	-10.862%
1236	Templates	Technical Skills	Software development	1	52,175	1.539%	9,677	2.050%	0.511%	33.189%
1239	Test implementation	Technical Skills	Software development	1	1,134	0.033%	210	0.044%	0.011%	32.983%
1302	Testing	Technical Skills	Software development	1	979,810	28.901%	173,292	36.706%	7.805%	27.007%
1297	Training software	Technical Skills	Business applications	3	4,026	0.119%	292	0.062%	-0.057%	-47.917%
57	Transaction Processing Systems	Technical Skills	Business applications	4	4,952	0.146%	599	0.127%	-0.019%	-13.137%
1360	Twitter	Technical Skills	Social Networking	1	45,958	1.356%	8,743	1.852%	0.496%	36.612%
123	UNIX operating systems	Technical Skills	Business applications	5	547,324	16.144%	63,240	13.395%	-2.749%	-17.027%
1298	UNIX Shells	Technical Skills	Business applications	4	107,514	3.171%	18,566	3.933%	0.761%	24.006%
48	User-Interface Design	Technical Skills	Software development	2	218,726	6.452%	37,233	7.886%	1.435%	22.241%
836	Video creation and editing software	Technical Skills	Business applications	3	12,708	0.375%	2,033	0.431%	0.056%	14.881%
64	Visual Studio	Technical Skills	Software development	1	107,812	3.180%	20,804	4.407%	1.227%	38.570%
843	Voice dictation & recognition	Technical Skills	Business applications	2	4,982	0.147%	528	0.112%	-0.035%	-23.894%
77	Voice/Data Telecom	Technical Skills	Hardware	10	317,448	9.363%	36,480	7.727%	-1.637%	-17.478%
1299	Web Application Server	Technical Skills	Business applications	8	158,951	4.688%	21,283	4.508%	-0.180%	-3.848%
1248	Web platform development software	Technical Skills	Software development	5	10,474	0.309%	862	0.183%	-0.126%	-40.900%
65	web programmer	Technical Skills	Software development	4	85,730	2.529%	3,480	0.737%	-1.792%	-70.850%
58	Web servers	Technical Skills	Business applications	6	233,822	6.897%	34,787	7.368%	0.472%	6.837%
49	Web-based Application Development	Technical Skills	Software development	2	167,855	4.951%	30,522	6.465%	1.514%	30.578%
1356	Windows CE	Technical Skills	Mobile Platforms	4	20,399	0.602%	2,792	0.591%	-0.010%	-1.713%
1102	Wireless	Technical Skills	Network	5	137,988	4.070%	19,239	4.075%	0.005%	0.122%
1363	YouTube	Technical Skills	Social Networking	2	5,502	0.162%	910	0.193%	0.030%	18.771%
79	.NET	Programming Skills	Current	1	385,113	11.359%	58,458	12.382%	1.023%	9.005%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	108	0.003%	20	0.004%	0.001%	32.983%
209	A programming language (APL)	Programming Skills	Legacy	2	4,884	0.144%	411	0.087%	-0.057%	-39.570%
99	Ada	Programming Skills	Legacy	1	12,721	0.375%	1,645	0.348%	-0.027%	-7.139%
80	AJAX	Programming Skills	Current	1	197,381	5.822%	30,347	6.428%	0.606%	10.408%
192	Apple AppleScript	Programming Skills	Current	1	467	0.014%	93	0.020%	0.006%	43.007%
81	ASP	Programming Skills	Current	2	249,515	7.360%	37,846	8.016%	0.657%	8.921%
108	Assembly	Programming Skills	Legacy	2	9,339	0.275%	487	0.103%	-0.172%	-62.553%
211	AWK	Programming Skills	Legacy	1	6,883	0.203%	1,241	0.263%	0.060%	29.474%
212	B	Programming Skills	Legacy	1	43,875	1.294%	6,241	1.322%	0.028%	2.147%
83	C#	Programming Skills	Current	2	357,994	10.559%	61,501	13.027%	2.467%	23.366%
82	C/C++	Programming Skills	Current	3	557,258	16.437%	66,078	13.996%	-2.441%	-14.849%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	230,938	6.812%	56,467	11.961%	5.149%	75.586%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	849	0.025%	169	0.036%	0.011%	42.945%
84	CGI	Programming Skills	Current	2	23,866	0.704%	6,291	1.333%	0.629%	89.291%
217	Clipper	Programming Skills	Legacy	1	551	0.016%	106	0.022%	0.006%	38.148%
218	CLU	Programming Skills	Legacy	1	340	0.010%	25	0.005%	-0.005%	-47.198%
100	Cobol	Programming Skills	Legacy	1	26,780	0.790%	3,513	0.744%	-0.046%	-5.799%
85	ColdFusion	Programming Skills	Current	2	22,865	0.674%	1,894	0.401%	-0.273%	-40.516%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	496	0.015%	42	0.009%	-0.006%	-39.192%
195	Component object model (COM)	Programming Skills	Current	1	542	0.016%	70	0.015%	-0.001%	-7.255%
125	Database programming	Programming Skills	Current	3	81,577	2.406%	10,997	2.329%	-0.077%	-3.195%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,592	0.165%	326	0.069%	-0.096%	-58.136%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	19,862	0.586%	2,800	0.593%	0.007%	1.234%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	5,545	0.164%	930	0.197%	0.033%	20.440%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	36,493	1.076%	4,289	0.908%	-0.168%	-15.601%
109	Forth	Programming Skills	Legacy	1	8,979	0.265%	1,881	0.398%	0.134%	50.436%
102	Fortran	Programming Skills	Legacy	1	5,277	0.156%	362	0.077%	-0.079%	-50.738%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	610,213	17.999%	78,962	16.725%	-1.274%	-7.076%
222	J	Programming Skills	Legacy	1	12,782	0.377%	1,454	0.308%	-0.069%	-18.313%
87	Java/J2EE/J2P	Programming Skills	Current	4	741,154	21.861%	120,465	25.516%	3.655%	16.719%
97	JavaScript	Programming Skills	Current	3	377,848	11.145%	81,162	17.191%	6.046%	54.250%
89	JavaServer Faces	Programming Skills	Current	3	29,786	0.879%	4,401	0.932%	0.054%	6.103%
88	JavaServer Pages	Programming Skills	Current	3	131,112	3.867%	15,749	3.336%	-0.531%	-13.742%
223	Job control language (JCL)	Programming Skills	Legacy	2	17,725	0.523%	2,158	0.457%	-0.066%	-12.571%
126	LAMP	Programming Skills	Current	1	34,908	1.030%	5,995	1.270%	0.240%	23.326%
104	Lisp	Programming Skills	Legacy	1	2,123	0.063%	301	0.064%	0.001%	1.814%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	1,625	0.048%	323	0.068%	0.020%	42.738%
201	Microsoft ActiveX	Programming Skills	Current	1	5,286	0.156%	357	0.076%	-0.080%	-51.501%
107	Pascal	Programming Skills	Legacy	1	1,795	0.053%	273	0.058%	0.005%	9.216%
90	Perl	Programming Skills	Current	1	238,858	7.045%	32,271	6.835%	-0.210%	-2.980%
91	PHP	Programming Skills	Current	1	134,339	3.962%	22,660	4.800%	0.837%	21.129%
103	PL/1	Programming Skills	Legacy	3	553	0.016%	61	0.013%	-0.003%	-20.787%
105	Prolog	Programming Skills	Legacy	1	1,403	0.041%	103	0.022%	-0.020%	-47.281%
95	Python	Programming Skills	Current	1	140,139	4.134%	35,463	7.512%	3.378%	81.721%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	41,532	1.225%	11,117	2.355%	1.130%	92.218%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	1,346	0.040%	322	0.068%	0.029%	71.791%
206	Scripting languages	Programming Skills	Current	1	64,302	1.897%	11,150	2.362%	0.465%	24.520%
101	Smalltalk	Programming Skills	Legacy	1	1,011	0.030%	35	0.007%	-0.022%	-75.140%
92	SQL	Programming Skills	Current	3	1,002,648	29.574%	169,413	35.884%	6.310%	21.336%
110	TCL	Programming Skills	Legacy	1	15,834	0.467%	1,563	0.331%	-0.136%	-29.114%
98	Unified Modeling Language	Programming Skills	Current	2	100,071	2.952%	10,739	2.275%	-0.677%	-22.937%
93	Visual Basic	Programming Skills	Current	6	229,024	6.755%	28,054	5.942%	-0.813%	-12.036%
207	Web service definition language (WSDL)	Programming Skills	Current	2	25,661	0.757%	4,350	0.921%	0.164%	21.732%
94	XML	Programming Skills	Current	2	413,674	12.202%	60,074	12.725%	0.523%	4.284%
1342	Computer Science	Majors	Computer Science	2	2,355,163	69.468%	370,980	78.579%	9.111%	13.115%
1344	Information Technology	Majors	Information Technology	3	1,540,052	45.426%	169,752	35.956%	-9.470%	-20.847%
1343	Management Information Systems	Majors	Management Information Systems	9	902,846	26.630%	130,353	27.611%	0.980%	3.681%

mis Degrees

Management Information Systems	2014-11-12	Jobs Found:	902,611	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	2,719	0.301%	792	0.608%	0.306%	101.704%
2	Attention to Details	Soft Skills	Problem-solving skills	1	3,426	0.380%	590	0.453%	0.073%	19.252%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	5,987	0.663%	1,135	0.871%	0.207%	31.276%
231	Cooperation	Soft Skills	Interpersonal skills	1	9,926	1.100%	1,197	0.918%	-0.181%	-16.494%
3	Creativity	Soft Skills	Problem-solving skills	3	25,055	2.776%	4,648	3.566%	0.790%	28.461%
4	Critical thinking	Soft Skills	Problem-solving skills	3	12,275	1.360%	2,997	2.299%	0.939%	69.069%
1300	Flexibility	Soft Skills	Work ethic	1	31,772	3.520%	5,958	4.571%	1.051%	29.854%
232	Independence	Soft Skills	Interpersonal skills	1	5,152	0.571%	1,118	0.858%	0.287%	50.268%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	125,253	13.877%	21,173	16.244%	2.367%	17.056%
256	Innovation	Soft Skills	Problem-solving skills	1	71,038	7.870%	11,636	8.927%	1.057%	13.426%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	109,377	12.118%	18,225	13.982%	1.864%	15.383%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	696	0.077%	137	0.105%	0.028%	36.305%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	71,244	7.893%	13,045	10.008%	2.115%	26.793%
10	Leadership	Soft Skills	Interpersonal skills	1	209,520	23.213%	32,321	24.796%	1.583%	6.822%
258	Learning	Soft Skills	Problem-solving skills	1	50,901	5.639%	9,567	7.340%	1.700%	30.151%
1	Learning Ability	Soft Skills	Problem-solving skills	3	15,904	1.762%	3,376	2.590%	0.828%	46.993%
236	Listening	Soft Skills	Language skills	1	15,462	1.713%	2,992	2.295%	0.582%	33.997%
260	Mathematics	Soft Skills	Problem-solving skills	3	53,078	5.880%	8,378	6.427%	0.547%	9.301%
261	Memorization	Soft Skills	Problem-solving skills	1	23	0.003%	15	0.012%	0.009%	351.609%
18	Negotiation Skills	Soft Skills	Language skills	1	10,476	1.161%	1,540	1.181%	0.021%	1.795%
262	Optimization	Soft Skills	Problem-solving skills	1	37,728	4.180%	6,950	5.332%	1.152%	27.562%
19	Oral Communications	Soft Skills	Language skills	3	15,242	1.689%	2,106	1.616%	-0.073%	-4.321%
273	Persistence	Soft Skills	Work ethic	1	3,042	0.337%	724	0.555%	0.218%	64.808%
239	Persuasion	Soft Skills	Language skills	1	1,860	0.206%	338	0.259%	0.053%	25.836%
1301	Physical Skill	Soft Skills	Work ethic	2	1,288	0.143%	260	0.199%	0.057%	39.784%
240	Presentations	Soft Skills	Language skills	1	51,732	5.731%	7,882	6.047%	0.316%	5.506%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	185,663	20.570%	32,210	24.711%	4.141%	20.134%
20	Questioning skills	Soft Skills	Language skills	1	195	0.022%	33	0.025%	0.004%	17.187%
241	Reading Comprehension	Soft Skills	Language skills	1	198	0.022%	31	0.024%	0.002%	8.417%
6	Research skills	Soft Skills	Problem-solving skills	1	1,682	0.186%	250	0.192%	0.005%	2.923%
15	Responsibility	Soft Skills	Work ethic	2	105,224	11.658%	15,005	11.512%	-0.146%	-1.254%
234	Self Control	Soft Skills	Interpersonal skills	1	148	0.016%	38	0.029%	0.013%	77.796%
11	Self-esteem	Soft Skills	Interpersonal skills	1	27	0.003%	2	0.002%	-0.001%	-48.706%
16	Self-management	Soft Skills	Work ethic	1	1,123	0.124%	153	0.117%	-0.007%	-5.657%
250	Stress Tolerance	Soft Skills	Physical skills	1	191	0.021%	46	0.035%	0.014%	66.772%
12	Teamwork	Soft Skills	Interpersonal skills	1	49,633	5.499%	8,125	6.233%	0.735%	13.358%
17	Time Management	Soft Skills	Work ethic	2	37,135	4.114%	6,685	5.129%	1.014%	24.657%
268	Visualization	Soft Skills	Problem-solving skills	1	5,853	0.648%	1,224	0.939%	0.291%	44.811%
7	Working under pressure	Soft Skills	Problem-solving skills	1	465	0.052%	95	0.073%	0.021%	41.472%
21	Written Communications	Soft Skills	Language skills	4	143,258	15.872%	21,688	16.639%	0.767%	4.834%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	33,348	3.695%	7,326	5.620%	1.926%	52.124%
172	Account management	Business Skills	Management skills	1	11,588	1.284%	1,319	1.012%	-0.272%	-21.180%
22	Accounting	Business Skills	Business processes	4	118,328	13.110%	11,302	8.671%	-4.439%	-33.860%
1263	Accounting software	Business Skills	Business processes	7	5,577	0.618%	681	0.522%	-0.095%	-15.444%
174	Administration	Business Skills	Management skills	3	264,284	29.280%	38,112	29.239%	-0.041%	-0.140%
1313	Analyst	Business Skills	Project management	1	226,252	25.066%	33,327	25.568%	0.502%	2.001%
175	Application management	Business Skills	Management skills	5	76,066	8.427%	12,365	9.486%	1.059%	12.565%
150	Asset management	Business Skills	Business processes	1	17,940	1.988%	2,724	2.090%	0.102%	5.144%
151	Auditing	Business Skills	Business processes	4	83,138	9.211%	11,318	8.683%	-0.528%	-5.731%
1264	Auditing software	Business Skills	Business processes	1	183	0.020%	10	0.008%	-0.013%	-62.160%
152	Billing	Business Skills	Business processes	1	25,724	2.850%	2,994	2.297%	-0.553%	-19.404%
1314	Business Analyst	Business Skills	Project management	1	71,601	7.933%	12,342	9.469%	1.536%	19.362%
35	Business Intelligence	Business Skills	Strategy skills	1	46,091	5.106%	9,215	7.070%	1.963%	38.445%
155	Business performance management (BPM)	Business Skills	Business processes	2	5,312	0.589%	993	0.762%	0.173%	29.447%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	17,377	1.925%	1,386	1.063%	-0.862%	-44.768%
36	Business Strategy	Business Skills	Strategy skills	3	198,304	21.970%	31,877	24.455%	2.485%	11.313%
182	Calendar and scheduling	Business Skills	Project management	3	46,192	5.118%	6,561	5.033%	-0.084%	-1.644%
156	Capacity planning	Business Skills	Business processes	1	21,391	2.370%	3,681	2.824%	0.454%	19.161%
28	Change Management	Business Skills	Management skills	1	47,792	5.295%	9,766	7.492%	2.197%	41.502%
183	Content workflow	Business Skills	Project management	1	66	0.007%	36	0.028%	0.020%	277.710%
24	Contracting and legal	Business Skills	Business processes	2	58,488	6.480%	6,011	4.612%	-1.868%	-28.833%
176	Coordination	Business Skills	Management skills	1	60,218	6.672%	9,210	7.066%	0.394%	5.909%
157	Cost accounting	Business Skills	Business processes	1	2,866	0.318%	167	0.128%	-0.189%	-59.650%
158	Cost estimation	Business Skills	Business processes	1	1,014	0.112%	96	0.074%	-0.039%	-34.441%
1312	Customer Support	Business Skills	Business processes	6	215,481	23.873%	32,216	24.716%	0.842%	3.529%
1339	Education	Business Skills	Industry Segment	1	10,053	1.114%	1,324	1.016%	-0.098%	-8.801%
1333	Energy	Business Skills	Industry Segment	1	57,503	6.371%	7,897	6.058%	-0.312%	-4.902%
1340	Entertainment	Business Skills	Industry Segment	1	14,801	1.640%	2,048	1.571%	-0.069%	-4.184%
1319	Environmental	Business Skills	Environmental	14	22,978	2.546%	3,437	2.637%	0.091%	3.578%
1320	Environmental Strategy	Business Skills	Environmental	6	1,891	0.210%	760	0.583%	0.374%	178.305%
161	Financial	Business Skills	Business processes	2	242,996	26.921%	34,315	26.326%	-0.596%	-2.212%
1275	Financial Analysis software	Business Skills	Business processes	6	1,729	0.192%	285	0.219%	0.027%	14.143%
1332	Health Care	Business Skills	Industry Segment	2	147,569	16.349%	22,444	17.219%	0.870%	5.319%
177	Human resources	Business Skills	Management skills	2	53,372	5.913%	5,442	4.175%	-1.738%	-29.394%
1336	Insurance	Business Skills	Industry Segment	1	7,208	0.799%	1,356	1.040%	0.242%	30.270%
1316	Managing/Supervision	Business Skills	Management skills	5	410,688	45.500%	53,012	40.670%	-4.830%	-10.616%
1334	Manufacturing	Business Skills	Industry Segment	2	64,033	7.094%	7,329	5.623%	-1.472%	-20.742%
26	Marketing	Business Skills	Business processes	1	78,686	8.718%	7,549	5.791%	-2.926%	-33.566%
185	Monitoring	Business Skills	Project management	1	124,250	13.766%	21,341	16.372%	2.607%	18.937%
179	Negotiation	Business Skills	Management skills	1	41,116	4.555%	6,458	4.954%	0.399%	8.764%
163	Operation and Control	Business Skills	Business processes	2	684	0.076%	86	0.066%	-0.010%	-12.935%
29	Outsourcing Management	Business Skills	Management skills	3	29,779	3.299%	5,333	4.091%	0.792%	24.011%
167	Procurement	Business Skills	Business processes	1	24,393	2.702%	3,104	2.381%	-0.321%	-11.884%
1290	Project Management software	Business Skills	Project management	2	36,723	4.069%	6,156	4.723%	0.654%	16.081%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	216,653	24.003%	33,807	25.936%	1.933%	8.054%
168	Quality	Business Skills	Business processes	1	273,961	30.352%	45,899	35.213%	4.861%	16.015%
1337	Real Estate	Business Skills	Industry Segment	2	9,439	1.046%	1,048	0.804%	-0.242%	-23.116%
1335	Retail	Business Skills	Industry Segment	2	166,537	18.451%	17,934	13.759%	-4.692%	-25.430%
34	Risk Management	Business Skills	Project management	1	40,917	4.533%	6,290	4.826%	0.292%	6.450%
169	Service Orientation	Business Skills	Business processes	1	8,309	0.921%	1,364	1.046%	0.126%	13.675%
27	Supply Chain Management	Business Skills	Business processes	3	31,378	3.476%	4,241	3.254%	-0.223%	-6.407%
1295	Supply Chain Management software	Business Skills	Business processes	4	2,480	0.275%	295	0.226%	-0.048%	-17.630%
178	Teaching	Business Skills	Management skills	7	30,567	3.387%	3,910	3.000%	-0.387%	-11.422%
190	Timekeeping	Business Skills	Project management	3	22,595	2.503%	2,284	1.752%	-0.751%	-30.002%
1296	Timekeeping software	Business Skills	Project management	1	1,616	0.179%	283	0.217%	0.038%	21.268%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,460	0.162%	121	0.093%	-0.069%	-42.611%
180	Troubleshooting	Business Skills	Management skills	1	126,329	13.996%	22,979	17.629%	3.633%	25.959%
181	Verification	Business Skills	Management skills	1	27,069	2.999%	4,660	3.575%	0.576%	19.210%
1338	Waste Management	Business Skills	Industry Segment	1	2,080	0.230%	188	0.144%	-0.086%	-37.412%
191	Workflow	Business Skills	Project management	1	50,957	5.646%	8,490	6.513%	0.868%	15.373%
31	Working Globally	Business Skills	Management skills	3	4,421	0.490%	179	0.137%	-0.352%	-71.963%
32	Working with Virtual Teams	Business Skills	Management skills	2	1,801	0.200%	437	0.335%	0.136%	68.022%
51	4GL	Technical Skills	Software development	3	2,254	0.250%	208	0.160%	-0.090%	-36.099%
987	Access servers & software	Technical Skills	Network	10	34,673	3.841%	6,519	5.001%	1.160%	30.193%
38	Agile Development Methods	Technical Skills	Software development	3	14,057	1.557%	4,263	3.271%	1.713%	110.001%
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	736	0.082%	82	0.063%	-0.019%	-22.850%
1352	Android	Technical Skills	Mobile Platforms	3	4,234	0.469%	2,334	1.791%	1.322%	281.724%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	3,667	0.406%	1,702	1.306%	0.899%	221.402%
120	Apple operating systems	Technical Skills	Business applications	6	15,392	1.705%	4,049	3.106%	1.401%	82.160%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	692	0.077%	25	0.019%	-0.057%	-74.983%
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	94,546	10.475%	14,730	11.301%	0.826%	7.885%
1353	Blackberry	Technical Skills	Mobile Platforms	2	7,229	0.801%	1,065	0.817%	0.016%	2.017%
336	Borland Delphi	Technical Skills	Business applications	1	1,507	0.167%	196	0.150%	-0.017%	-9.938%
337	Borland JBuilder	Technical Skills	Business applications	1	996	0.110%	34	0.026%	-0.084%	-76.362%
338	Borland Paradox	Technical Skills	Business applications	1	129	0.014%	14	0.011%	-0.004%	-24.848%
72	Business Continuity Planning	Technical Skills	Hardware	2	15,794	1.750%	3,163	2.427%	0.677%	38.678%
352	Cadence Opus	Technical Skills	Business applications	1	345	0.038%	65	0.050%	0.012%	30.465%
868	Calculators	Technical Skills	Hardware	1	1,535	0.170%	25	0.019%	-0.151%	-88.722%
39	CASE Tools	Technical Skills	Software development	1	45,504	5.041%	7,007	5.376%	0.334%	6.631%
367	Categorization or classification software	Technical Skills	Business applications	1	3,803	0.421%	601	0.461%	0.040%	9.433%
112	Certification	Technical Skills	Misc	3	218,454	24.202%	33,932	26.032%	1.830%	7.560%
78	Cisco	Technical Skills	Hardware	1	47,295	5.240%	8,135	6.241%	1.001%	19.108%
1009	Cisco Systems IOS	Technical Skills	Network	1	7,700	0.853%	2,967	2.276%	1.423%	166.825%
40	Client-Server	Technical Skills	Software development	1	25,666	2.844%	2,925	2.244%	-0.600%	-21.084%
1011	Cluster server software	Technical Skills	Network	8	12,108	1.341%	2,324	1.783%	0.441%	32.912%
1147	CMAKE	Technical Skills	Software development	1	24	0.003%	15	0.012%	0.009%	332.792%
1151	Compatibility testing	Technical Skills	Software development	1	155	0.017%	41	0.031%	0.014%	83.169%
1152	Compilers	Technical Skills	Software development	5	7,865	0.871%	1,062	0.815%	-0.057%	-6.497%
1255	Compliance software	Technical Skills	Technical applications	3	10,414	1.154%	1,858	1.425%	0.272%	23.546%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	5,854	0.649%	644	0.494%	-0.154%	-23.821%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	1,215	0.135%	164	0.126%	-0.009%	-6.531%
875	Computer diagnostics	Technical Skills	Hardware	5	40,444	4.481%	6,721	5.156%	0.675%	15.075%
1107	Computer forensics	Technical Skills	Security	1	3,698	0.410%	290	0.222%	-0.187%	-45.696%
1266	Computer Hardware	Technical Skills	Hardware	15	27,035	2.995%	3,414	2.619%	-0.376%	-12.555%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	614	0.068%	112	0.086%	0.018%	26.313%
1015	Computer servers	Technical Skills	Network	6	93,626	10.373%	14,875	11.412%	1.039%	10.017%
1267	Computer Utilities	Technical Skills	Misc	1	81	0.009%	19	0.015%	0.006%	62.431%
59	Content Manager	Technical Skills	Business applications	1	1,541	0.171%	164	0.126%	-0.045%	-26.305%
878	Controllers	Technical Skills	Hardware	2	5,153	0.571%	650	0.499%	-0.072%	-12.652%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	663	0.073%	113	0.087%	0.013%	18.022%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	4,950	0.548%	738	0.566%	0.018%	3.241%
53	Customer Relationship Management	Technical Skills	Business applications	9	64,320	7.126%	9,873	7.574%	0.448%	6.293%
953	Data acquisition systems	Technical Skills	Information mgmt	1	4,638	0.514%	749	0.575%	0.061%	11.828%
955	Data compression software	Technical Skills	Information mgmt	1	1,432	0.159%	283	0.217%	0.058%	36.849%
956	Data conversion software	Technical Skills	Information mgmt	1	6,212	0.688%	916	0.703%	0.015%	2.109%
958	Data dictionary	Technical Skills	Information mgmt	1	3,856	0.427%	605	0.464%	0.037%	8.647%
959	Data entry	Technical Skills	Information mgmt	1	5,895	0.653%	652	0.500%	-0.153%	-23.412%
962	Data mapping	Technical Skills	Information mgmt	1	5,553	0.615%	1,119	0.858%	0.243%	39.541%
67	Data Mining	Technical Skills	Information mgmt	5	14,300	1.584%	2,205	1.692%	0.107%	6.776%
963	Data modeling	Technical Skills	Information mgmt	1	33,534	3.715%	6,400	4.910%	1.195%	32.158%
68	Data Warehousing	Technical Skills	Information mgmt	2	51,874	5.747%	9,833	7.544%	1.797%	31.261%
69	Database Administration	Technical Skills	Information mgmt	12	71,956	7.972%	10,074	7.729%	-0.243%	-3.053%
969	Database design software	Technical Skills	Information mgmt	15	53,958	5.978%	8,500	6.521%	0.543%	9.084%
1268	Database Reporting	Technical Skills	Information mgmt	3	22,814	2.528%	2,947	2.261%	-0.267%	-10.550%
1269	Database Security	Technical Skills	Information mgmt	2	54	0.006%	7	0.005%	-0.001%	-10.236%
1270	Database Servers	Technical Skills	Information mgmt	3	14,447	1.601%	1,678	1.287%	-0.313%	-19.571%
1271	Database Testing	Technical Skills	Information mgmt	1	685	0.076%	120	0.092%	0.016%	21.308%
1160	Debugging	Technical Skills	Software development	7	46,974	5.204%	9,791	7.511%	2.307%	44.334%
418	Desktop publishing software	Technical Skills	Business applications	13	11,816	1.309%	937	0.719%	-0.590%	-45.088%
1272	Development Environment	Technical Skills	Software development	13	28,265	3.131%	5,480	4.204%	1.073%	34.255%
1273	Digital Imaging	Technical Skills	Hardware	1	1,179	0.131%	8	0.006%	-0.124%	-95.301%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	702	0.078%	42	0.032%	-0.046%	-58.570%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	3,237	0.359%	270	0.207%	-0.151%	-42.241%
1307	Doctor of Philosophy	Technical Skills	Misc	3	18,914	2.095%	1,089	0.835%	-1.260%	-60.130%
973	Document management software	Technical Skills	Information mgmt	4	12,065	1.337%	1,513	1.161%	-0.176%	-13.162%
1020	Domain name system (DNS)	Technical Skills	Network	3	30,405	3.369%	5,077	3.895%	0.526%	15.628%
61	Dreamweaver	Technical Skills	Software development	1	4,626	0.513%	340	0.261%	-0.252%	-49.105%
54	DSS/GDSS	Technical Skills	Business applications	5	16,190	1.794%	2,173	1.667%	-0.127%	-7.058%
425	Dynamic modeling software	Technical Skills	Business applications	1	31	0.003%	13	0.010%	0.007%	190.390%
62	Eclipse	Technical Skills	Software development	1	13,905	1.541%	2,893	2.219%	0.679%	44.071%
1308	Electronic Commerce	Technical Skills	Business applications	2	26,989	2.990%	4,061	3.116%	0.125%	4.195%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	10,552	1.169%	1,683	1.291%	0.122%	10.446%
1023	Electronic mail software	Technical Skills	Network	8	17,911	1.984%	2,806	2.153%	0.168%	8.484%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	66,063	7.319%	9,624	7.383%	0.064%	0.878%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	14	70,624	7.824%	8,985	6.893%	-0.931%	-11.902%
1321	Environmental Certification	Technical Skills	Environmental	1	66	0.007%	20	0.015%	0.008%	109.839%
1328	Environmental Cleanup	Technical Skills	Environmental	1	27	0.003%	2	0.002%	-0.001%	-48.706%
1329	Environmental Energy	Technical Skills	Environmental	21	4,807	0.533%	604	0.463%	-0.069%	-12.991%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	2,511	0.278%	577	0.443%	0.164%	59.121%
1327	Environmental Pollution	Technical Skills	Environmental	15	2,693	0.298%	535	0.410%	0.112%	37.568%
1324	Environmental Pollution Control	Technical Skills	Environmental	6	1,871	0.207%	202	0.155%	-0.052%	-25.239%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	6	454	0.050%	112	0.086%	0.036%	70.829%
1326	Environmental Product Stewardship	Technical Skills	Environmental	10	3,304	0.366%	289	0.222%	-0.144%	-39.430%
1331	Environmental Science	Technical Skills	Environmental	2	1,126	0.125%	49	0.038%	-0.087%	-69.866%
1322	Environmental Technology	Technical Skills	Environmental	2	229	0.025%	15	0.012%	-0.014%	-54.642%
461	Expert system software	Technical Skills	Business applications	1	346	0.038%	50	0.038%	0.000%	0.068%
1359	Facebook	Technical Skills	Social Networking	1	83,217	9.220%	56,004	42.965%	33.746%	366.022%
463	Facilities management software	Technical Skills	Business applications	4	6,591	0.730%	487	0.374%	-0.357%	-48.834%
468	Flight control software	Technical Skills	Business applications	1	115	0.013%	18	0.014%	0.001%	8.386%
469	Flowchart software	Technical Skills	Business applications	4	3,357	0.372%	607	0.466%	0.094%	25.209%
1112	Fraud Detection	Technical Skills	Security	1	5,953	0.660%	835	0.641%	-0.019%	-2.871%
63	FrontPage	Technical Skills	Software development	1	1,319	0.146%	44	0.034%	-0.112%	-76.900%
475	Fund accounting software	Technical Skills	Business applications	1	1,052	0.117%	77	0.059%	-0.057%	-49.316%
1260	Gaming	Technical Skills	Misc	2	13,501	1.496%	1,572	1.206%	-0.290%	-19.372%
113	Generic databases	Technical Skills	Information mgmt	2	144,407	15.999%	22,742	17.447%	1.448%	9.054%
1365	Google Apps	Technical Skills	Business applications	4	2,728	0.302%	295	0.226%	-0.076%	-25.118%
1364	Google Plus	Technical Skills	Social Networking	1	37	0.004%	10	0.008%	0.004%	87.153%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	30	57,093	6.325%	8,345	6.402%	0.077%	1.215%
484	Graphic software	Technical Skills	Business applications	16	68,105	7.545%	11,335	8.696%	1.151%	15.250%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	11,529	1.277%	1,849	1.419%	0.141%	11.057%
1323	Green IT	Technical Skills	Environmental	8	2,346	0.260%	148	0.114%	-0.146%	-56.315%
893	Guidance systems	Technical Skills	Hardware	1	46	0.005%	1	0.001%	-0.004%	-84.946%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	53	0.006%	5	0.004%	-0.002%	-34.673%
1277	Hardware Design	Technical Skills	Hardware	19	3,283	0.364%	490	0.376%	0.012%	3.353%
1278	Hardware Testing	Technical Skills	Hardware	4	923	0.102%	90	0.069%	-0.033%	-32.479%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	479	0.053%	47	0.036%	-0.017%	-32.054%
492	Helpdesk or call center	Technical Skills	Business applications	2	47,741	5.289%	6,449	4.948%	-0.342%	-6.459%
114	IBM databases	Technical Skills	Information mgmt	2	29,594	3.279%	4,599	3.528%	0.250%	7.612%
121	IBM operating systems	Technical Skills	Business applications	4	22,179	2.457%	2,854	2.190%	-0.268%	-10.893%
898	Image capture devices	Technical Skills	Hardware	8	4,558	0.505%	790	0.606%	0.101%	20.020%
524	Industrial control software	Technical Skills	Business applications	3	3,063	0.339%	389	0.298%	-0.041%	-12.057%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	12,533	1.389%	2,519	1.933%	0.544%	39.179%
899	Infrared	Technical Skills	Hardware	1	712	0.079%	46	0.035%	-0.044%	-55.262%
1180	Installation	Technical Skills	Software development	1	99,256	10.997%	13,836	10.615%	-0.382%	-3.472%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	249	0.028%	13	0.010%	-0.018%	-63.847%
536	Internet browser software	Technical Skills	Business applications	4	7,018	0.778%	653	0.501%	-0.277%	-35.568%
541	Inventory management software	Technical Skills	Business applications	3	6,031	0.668%	885	0.679%	0.011%	1.614%
73	IT Architecture/Standards	Technical Skills	Hardware	2	8,318	0.922%	1,700	1.304%	0.383%	41.524%
1357	Java ME	Technical Skills	Mobile Platforms	2	112	0.012%	11	0.008%	-0.004%	-31.990%
1035	Kernel	Technical Skills	Network	1	2,402	0.266%	259	0.199%	-0.067%	-25.333%
907	Lasers	Technical Skills	Hardware	1	107	0.012%	9	0.007%	-0.005%	-41.755%
1038	License management software	Technical Skills	Network	1	852	0.094%	196	0.150%	0.056%	59.300%
1361	LinkedIn	Technical Skills	Social Networking	1	4,246	0.470%	1,196	0.918%	0.447%	95.052%
908	Mainframe computers	Technical Skills	Hardware	2	31,746	3.517%	4,230	3.245%	-0.272%	-7.732%
124	Mainframe operating systems	Technical Skills	Business applications	7	13,862	1.536%	1,478	1.134%	-0.402%	-26.167%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	20,120	2.229%	3,201	2.456%	0.227%	10.168%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	6,902	0.765%	492	0.377%	-0.387%	-50.638%
1281	Medical software	Technical Skills	Business applications	9	9,945	1.102%	1,134	0.870%	-0.232%	-21.040%
115	Microsoft databases	Technical Skills	Information mgmt	5	143,991	15.953%	25,079	19.240%	3.287%	20.608%
119	Microsoft operating systems	Technical Skills	Business applications	4	199,096	22.058%	27,404	21.024%	-1.034%	-4.687%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	1,133	0.126%	486	0.373%	0.247%	197.034%
625	Multimedia	Technical Skills	Business applications	1	4,536	0.503%	496	0.381%	-0.122%	-24.280%
1362	MySpace	Technical Skills	Social Networking	1	1,855	0.206%	3	0.002%	-0.203%	-98.880%
74	Network administration	Technical Skills	Hardware	12	75,645	8.381%	9,972	7.650%	-0.730%	-8.715%
1282	Network Administration software	Technical Skills	Network	17	58,168	6.444%	9,880	7.580%	1.135%	17.618%
1283	Network Hardware	Technical Skills	Network	11	37,966	4.206%	5,951	4.566%	0.359%	8.541%
1284	Network Monitoring software	Technical Skills	Network	14	25,749	2.853%	4,569	3.505%	0.653%	22.874%
1059	Network operation system software (NOS)	Technical Skills	Network	2	1,201	0.133%	101	0.077%	-0.056%	-41.766%
1122	Network security	Technical Skills	Security	1	38,259	4.239%	6,188	4.747%	0.509%	12.000%
1285	Network Security software	Technical Skills	Security	34	82,269	9.115%	13,475	10.338%	1.223%	13.421%
1286	Network software	Technical Skills	Network	6	17,648	1.955%	2,799	2.147%	0.192%	9.826%
1287	Network Testing	Technical Skills	Network	11	13,063	1.447%	2,306	1.769%	0.322%	22.241%
1065	Novell network software	Technical Skills	Network	2	2,273	0.252%	140	0.107%	-0.144%	-57.349%
643	Oberon	Technical Skills	Business applications	1	120	0.013%	51	0.039%	0.026%	194.299%
41	Object Oriented Programming	Technical Skills	Software development	5	66,579	7.376%	11,093	8.510%	1.134%	15.375%
1288	Office Applications	Technical Skills	Business applications	13	180,927	20.045%	26,843	20.593%	0.549%	2.737%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	12,273	1.360%	1,751	1.343%	-0.016%	-1.205%
116	Open-source databases	Technical Skills	Information mgmt	4	24,323	2.695%	5,192	3.983%	1.288%	47.815%
118	Open-source operating systems	Technical Skills	Business applications	8	94,739	10.496%	17,031	13.066%	2.570%	24.483%
56	Operating Systems	Technical Skills	Business applications	3	100,789	11.166%	14,249	10.932%	-0.235%	-2.103%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	698	0.077%	78	0.060%	-0.017%	-22.618%
117	Oracle databases	Technical Skills	Information mgmt	1	178,285	19.752%	28,862	22.142%	2.390%	12.101%
1354	Palm OS	Technical Skills	Mobile Platforms	3	151	0.017%	7	0.005%	-0.011%	-67.899%
1289	Physical Tools	Technical Skills	Hardware	1	30	0.003%	2	0.002%	-0.002%	-53.835%
683	Point of sale (POS)	Technical Skills	Business applications	3	5,595	0.620%	961	0.737%	0.117%	18.939%
931	Printers	Technical Skills	Hardware	3	11,263	1.248%	1,681	1.290%	0.042%	3.351%
43	Programming	Technical Skills	Software development	1	206,708	22.901%	30,911	23.714%	0.813%	3.551%
700	Provisioning	Technical Skills	Business applications	1	13,530	1.499%	2,925	2.244%	0.745%	49.702%
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	12,146	1.346%	1,200	0.921%	-0.425%	-31.586%
1077	Remote control software	Technical Skills	Network	2	1,290	0.143%	254	0.195%	0.052%	36.346%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	637	0.071%	90	0.069%	-0.002%	-2.163%
1262	Robotics	Technical Skills	Hardware	3	2,625	0.291%	360	0.276%	-0.015%	-5.033%
1318	RSA	Technical Skills	Security	1	6,515	0.722%	822	0.631%	-0.091%	-12.631%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	6,568	0.728%	2,289	1.756%	1.028%	141.331%
44	SDLC	Technical Skills	Software development	7	119,557	13.246%	24,779	19.010%	5.764%	43.519%
1132	Secure shell (SSH)	Technical Skills	Security	1	45	0.005%	4	0.003%	-0.002%	-38.447%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	10,072	1.116%	2,127	1.632%	0.516%	46.235%
76	Security	Technical Skills	Hardware	4	603,419	66.853%	129,997	99.731%	32.879%	49.181%
1315	Security Clearance	Technical Skills	Misc	2	122,629	13.586%	6,458	4.954%	-8.632%	-63.533%
1135	Security testing software	Technical Skills	Security	1	3,093	0.343%	515	0.395%	0.052%	15.299%
60	Sharepoint Server	Technical Skills	Business applications	1	4,667	0.517%	573	0.440%	-0.077%	-14.981%
1084	Signal generators	Technical Skills	Network	1	154	0.017%	8	0.006%	-0.011%	-64.028%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	7,353	0.815%	1,257	0.964%	0.150%	18.378%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	21,156	2.344%	5,099	3.912%	1.568%	66.898%
1220	Simulation software	Technical Skills	Software development	5	14,528	1.610%	1,199	0.920%	-0.690%	-42.850%
1366	Social Network	Technical Skills	Social Networking	1	773	0.086%	107	0.082%	-0.004%	-4.147%
1358	Social Networking	Technical Skills	Social Networking	1	7,812	0.865%	196	0.150%	-0.715%	-82.626%
42	Software Development	Technical Skills	Software development	2	182,424	20.211%	27,159	20.836%	0.625%	3.094%
1291	Software Development software	Technical Skills	Software development	2	2,263	0.251%	283	0.217%	-0.034%	-13.403%
1309	Software Engineering	Technical Skills	Software development	1	77,086	8.540%	10,647	8.168%	-0.372%	-4.357%
1292	Software Installation	Technical Skills	Software development	4	109,589	12.141%	18,684	14.334%	2.193%	18.060%
1223	Software libraries	Technical Skills	Software development	1	184	0.020%	38	0.029%	0.009%	43.010%
1293	Software Maintenance	Technical Skills	Software development	1	5,386	0.597%	1,061	0.814%	0.217%	36.411%
1294	Software Testing	Technical Skills	Software development	14	95,201	10.547%	17,031	13.066%	2.519%	23.879%
1225	Source code management (SCM)	Technical Skills	Software development	5	24,487	2.713%	4,921	3.775%	1.062%	39.161%
1229	Static analysis software	Technical Skills	Software development	1	165	0.018%	48	0.037%	0.019%	101.445%
772	Statistical analysis software	Technical Skills	Business applications	23	72,016	7.979%	11,454	8.787%	0.809%	10.136%
774	Statistical software	Technical Skills	Business applications	1	37,673	4.174%	4,150	3.184%	-0.990%	-23.719%
1230	Stress testing software	Technical Skills	Software development	1	2,079	0.230%	379	0.291%	0.060%	26.236%
122	Sun operating systems	Technical Skills	Business applications	3	48,226	5.343%	4,828	3.704%	-1.639%	-30.676%
939	Surveillance systems	Technical Skills	Hardware	5	8,779	0.973%	587	0.450%	-0.522%	-53.699%
791	Symantec software	Technical Skills	Business applications	1	7,971	0.883%	1,688	1.295%	0.412%	46.642%
1355	Symbian	Technical Skills	Mobile Platforms	1	32	0.004%	0	0.000%	-0.004%	-100.000%
1310	System Administration	Technical Skills	Network	4	81,649	9.046%	9,814	7.529%	-1.517%	-16.767%
45	System Testing	Technical Skills	Software development	5	22,414	2.483%	3,849	2.953%	0.470%	18.913%
46	Systems Analysis	Technical Skills	Software development	8	116,540	12.911%	16,554	12.700%	-0.211%	-1.638%
47	Systems Design	Technical Skills	Software development	1	18,117	2.007%	2,829	2.170%	0.163%	8.130%
1233	Systems Evaluation	Technical Skills	Software development	1	146	0.016%	24	0.018%	0.002%	13.830%
1234	Systems integration	Technical Skills	Software development	8	76,659	8.493%	7,362	5.648%	-2.845%	-33.498%
75	TCP/IP	Technical Skills	Hardware	3	45,467	5.037%	7,039	5.400%	0.363%	7.205%
1235	Technology Design	Technical Skills	Software development	1	939	0.104%	145	0.111%	0.007%	6.931%
1236	Templates	Technical Skills	Software development	1	16,537	1.832%	3,040	2.332%	0.500%	27.296%
1239	Test implementation	Technical Skills	Software development	1	255	0.028%	47	0.036%	0.008%	27.631%
1302	Testing	Technical Skills	Software development	1	301,154	33.365%	52,496	40.274%	6.909%	20.708%
1297	Training software	Technical Skills	Business applications	3	1,412	0.156%	108	0.083%	-0.074%	-47.035%
57	Transaction Processing Systems	Technical Skills	Business applications	4	1,099	0.122%	146	0.112%	-0.010%	-8.007%
1360	Twitter	Technical Skills	Social Networking	1	12,476	1.382%	1,505	1.155%	-0.228%	-16.466%
123	UNIX operating systems	Technical Skills	Business applications	5	130,277	14.433%	17,780	13.641%	-0.793%	-5.493%
1298	UNIX Shells	Technical Skills	Business applications	4	27,999	3.102%	5,410	4.150%	1.048%	33.799%
48	User-Interface Design	Technical Skills	Software development	2	27,856	3.086%	6,354	4.875%	1.789%	57.953%
836	Video creation and editing software	Technical Skills	Business applications	3	2,074	0.230%	123	0.094%	-0.135%	-58.933%
64	Visual Studio	Technical Skills	Software development	1	28,911	3.203%	6,099	4.679%	1.476%	46.081%
843	Voice dictation & recognition	Technical Skills	Business applications	2	1,161	0.129%	198	0.152%	0.023%	18.095%
77	Voice/Data Telecom	Technical Skills	Hardware	10	93,824	10.395%	12,570	9.643%	-0.751%	-7.227%
1299	Web Application Server	Technical Skills	Business applications	8	46,706	5.175%	7,231	5.548%	0.373%	7.208%
1248	Web platform development software	Technical Skills	Software development	5	2,249	0.249%	269	0.206%	-0.043%	-17.175%
65	web programmer	Technical Skills	Software development	4	9,954	1.103%	886	0.680%	-0.423%	-38.364%
58	Web servers	Technical Skills	Business applications	6	65,402	7.246%	9,508	7.294%	0.049%	0.669%
49	Web-based Application Development	Technical Skills	Software development	2	41,318	4.578%	7,083	5.434%	0.856%	18.707%
1356	Windows CE	Technical Skills	Mobile Platforms	4	1,789	0.198%	361	0.277%	0.079%	39.732%
1102	Wireless	Technical Skills	Network	5	36,741	4.071%	5,694	4.368%	0.298%	7.316%
1363	YouTube	Technical Skills	Social Networking	2	585	0.065%	194	0.149%	0.084%	129.639%
79	.NET	Programming Skills	Current	1	94,784	10.501%	16,504	12.662%	2.160%	20.574%
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	1,216	0.135%	83	0.064%	-0.071%	-52.735%
99	Ada	Programming Skills	Legacy	1	4,042	0.448%	699	0.536%	0.088%	19.751%
80	AJAX	Programming Skills	Current	1	36,435	4.037%	5,887	4.516%	0.480%	11.886%
192	Apple AppleScript	Programming Skills	Current	1	54	0.006%	28	0.021%	0.015%	259.057%
81	ASP	Programming Skills	Current	2	68,973	7.641%	10,233	7.851%	0.209%	2.736%
108	Assembly	Programming Skills	Legacy	2	875	0.097%	91	0.070%	-0.027%	-27.983%
211	AWK	Programming Skills	Legacy	1	1,576	0.175%	189	0.145%	-0.030%	-16.957%
212	B	Programming Skills	Legacy	1	11,840	1.312%	1,766	1.355%	0.043%	3.285%
83	C#	Programming Skills	Current	2	72,027	7.980%	14,168	10.869%	2.890%	36.211%
82	C/C++	Programming Skills	Current	3	89,225	9.885%	11,708	8.982%	-0.903%	-9.135%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	41,369	4.583%	9,924	7.614%	3.030%	66.116%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	366	0.041%	58	0.044%	0.004%	9.735%
84	CGI	Programming Skills	Current	2	6,031	0.668%	1,802	1.382%	0.714%	106.902%
217	Clipper	Programming Skills	Legacy	1	178	0.020%	43	0.033%	0.013%	67.282%
218	CLU	Programming Skills	Legacy	1	141	0.016%	14	0.011%	-0.005%	-31.244%
100	Cobol	Programming Skills	Legacy	1	11,819	1.309%	1,669	1.280%	-0.029%	-2.214%
85	ColdFusion	Programming Skills	Current	2	7,823	0.867%	707	0.542%	-0.324%	-37.419%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	299	0.033%	20	0.015%	-0.018%	-53.681%
195	Component object model (COM)	Programming Skills	Current	1	83	0.009%	5	0.004%	-0.005%	-58.285%
125	Database programming	Programming Skills	Current	3	18,735	2.076%	2,733	2.097%	0.021%	1.015%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,518	0.168%	98	0.075%	-0.093%	-55.295%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	2,810	0.311%	469	0.360%	0.048%	15.576%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	1,390	0.154%	241	0.185%	0.031%	20.061%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	8,533	0.945%	1,100	0.844%	-0.101%	-10.733%
109	Forth	Programming Skills	Legacy	1	3,667	0.406%	985	0.756%	0.349%	86.005%
102	Fortran	Programming Skills	Legacy	1	1,340	0.148%	130	0.100%	-0.049%	-32.820%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	145,938	16.168%	16,023	12.293%	-3.876%	-23.972%
222	J	Programming Skills	Legacy	1	3,382	0.375%	453	0.348%	-0.027%	-7.248%
87	Java/J2EE/J2P	Programming Skills	Current	4	149,258	16.536%	24,435	18.746%	2.210%	13.364%
97	JavaScript	Programming Skills	Current	3	75,267	8.339%	15,193	11.656%	3.317%	39.778%
89	JavaServer Faces	Programming Skills	Current	3	7,489	0.830%	1,244	0.954%	0.125%	15.026%
88	JavaServer Pages	Programming Skills	Current	3	27,781	3.078%	4,011	3.077%	-0.001%	-0.022%
223	Job control language (JCL)	Programming Skills	Legacy	2	6,339	0.702%	892	0.684%	-0.018%	-2.559%
126	LAMP	Programming Skills	Current	1	3,030	0.336%	680	0.522%	0.186%	55.405%
104	Lisp	Programming Skills	Legacy	1	120	0.013%	31	0.024%	0.010%	78.888%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	333	0.037%	37	0.028%	-0.009%	-23.059%
201	Microsoft ActiveX	Programming Skills	Current	1	1,329	0.147%	99	0.076%	-0.071%	-48.417%
107	Pascal	Programming Skills	Legacy	1	635	0.070%	126	0.097%	0.026%	37.403%
90	Perl	Programming Skills	Current	1	42,644	4.725%	6,655	5.106%	0.381%	8.066%
91	PHP	Programming Skills	Current	1	18,746	2.077%	3,583	2.749%	0.672%	32.354%
103	PL/1	Programming Skills	Legacy	3	182	0.020%	34	0.026%	0.006%	29.362%
105	Prolog	Programming Skills	Legacy	1	170	0.019%	5	0.004%	-0.015%	-79.633%
95	Python	Programming Skills	Current	1	15,616	1.730%	4,852	3.722%	1.992%	115.155%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	11,201	1.241%	3,563	2.733%	1.493%	120.272%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	202	0.022%	21	0.016%	-0.006%	-28.011%
206	Scripting languages	Programming Skills	Current	1	10,867	1.204%	2,437	1.870%	0.666%	55.291%
101	Smalltalk	Programming Skills	Legacy	1	257	0.028%	12	0.009%	-0.019%	-67.667%
92	SQL	Programming Skills	Current	3	278,696	30.877%	49,796	38.203%	7.326%	23.727%
110	TCL	Programming Skills	Legacy	1	2,014	0.223%	202	0.155%	-0.068%	-30.547%
98	Unified Modeling Language	Programming Skills	Current	2	24,616	2.727%	3,224	2.473%	-0.254%	-9.306%
93	Visual Basic	Programming Skills	Current	6	77,419	8.577%	10,073	7.728%	-0.849%	-9.903%
207	Web service definition language (WSDL)	Programming Skills	Current	2	6,213	0.688%	1,089	0.835%	0.147%	21.374%
94	XML	Programming Skills	Current	2	95,934	10.628%	15,384	11.802%	1.174%	11.044%
1342	Computer Science	Majors	Computer Science	2	623,295	69.055%	99,275	76.162%	7.107%	10.292%
1344	Information Technology	Majors	Information Technology	3	362,342	40.144%	53,410	40.975%	0.831%	2.071%
1343	Management Information Systems	Majors	Management Information Systems	9	902,611	100.000%	130,347	100.000%	0.000%	0.000%

cs Degrees

Computer Science	2014-11-12	Jobs Found:	2,355,013	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	6,415	0.272%	1,608	0.433%	0.161%	59.124%
2	Attention to Details	Soft Skills	Problem-solving skills	1	8,945	0.380%	1,675	0.452%	0.072%	18.872%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	11,765	0.500%	2,342	0.631%	0.132%	26.369%
231	Cooperation	Soft Skills	Interpersonal skills	1	17,362	0.737%	2,473	0.667%	-0.071%	-9.579%
3	Creativity	Soft Skills	Problem-solving skills	3	71,940	3.055%	12,872	3.470%	0.415%	13.585%
4	Critical thinking	Soft Skills	Problem-solving skills	3	25,631	1.088%	5,999	1.617%	0.529%	48.579%
1300	Flexibility	Soft Skills	Work ethic	1	70,145	2.979%	12,873	3.470%	0.491%	16.501%
232	Independence	Soft Skills	Interpersonal skills	1	11,057	0.470%	2,235	0.602%	0.133%	28.317%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	281,983	11.974%	50,339	13.569%	1.596%	13.325%
256	Innovation	Soft Skills	Problem-solving skills	1	155,286	6.594%	31,607	8.520%	1.926%	29.210%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	191,059	8.113%	33,395	9.002%	0.889%	10.958%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,195	0.051%	162	0.044%	-0.007%	-13.942%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	144,910	6.153%	27,152	7.319%	1.166%	18.946%
10	Leadership	Soft Skills	Interpersonal skills	1	447,418	18.999%	72,621	19.576%	0.577%	3.037%
258	Learning	Soft Skills	Problem-solving skills	1	143,659	6.100%	28,214	7.605%	1.505%	24.674%
1	Learning Ability	Soft Skills	Problem-solving skills	3	42,166	1.790%	8,693	2.343%	0.553%	30.874%
236	Listening	Soft Skills	Language skills	1	32,062	1.361%	6,551	1.766%	0.404%	29.707%
260	Mathematics	Soft Skills	Problem-solving skills	3	153,254	6.508%	21,706	5.851%	-0.657%	-10.089%
261	Memorization	Soft Skills	Problem-solving skills	1	70	0.003%	12	0.003%	0.000%	8.825%
18	Negotiation Skills	Soft Skills	Language skills	1	18,512	0.786%	2,946	0.794%	0.008%	1.024%
262	Optimization	Soft Skills	Problem-solving skills	1	121,832	5.173%	23,713	6.392%	1.219%	23.558%
19	Oral Communications	Soft Skills	Language skills	3	35,864	1.523%	4,838	1.304%	-0.219%	-14.365%
273	Persistence	Soft Skills	Work ethic	1	9,888	0.420%	1,955	0.527%	0.107%	25.511%
239	Persuasion	Soft Skills	Language skills	1	3,132	0.133%	511	0.138%	0.005%	3.572%
1301	Physical Skill	Soft Skills	Work ethic	2	1,932	0.082%	337	0.091%	0.009%	10.731%
240	Presentations	Soft Skills	Language skills	1	102,189	4.339%	14,298	3.854%	-0.485%	-11.179%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	453,028	19.237%	83,087	22.397%	3.160%	16.427%
20	Questioning skills	Soft Skills	Language skills	1	669	0.028%	194	0.052%	0.024%	84.086%
241	Reading Comprehension	Soft Skills	Language skills	1	424	0.018%	84	0.023%	0.005%	25.765%
6	Research skills	Soft Skills	Problem-solving skills	1	3,694	0.157%	515	0.139%	-0.018%	-11.498%
15	Responsibility	Soft Skills	Work ethic	2	218,850	9.293%	33,619	9.062%	-0.231%	-2.482%
234	Self Control	Soft Skills	Interpersonal skills	1	212	0.009%	54	0.015%	0.006%	61.697%
11	Self-esteem	Soft Skills	Interpersonal skills	1	139	0.006%	50	0.013%	0.008%	128.350%
16	Self-management	Soft Skills	Work ethic	1	2,592	0.110%	588	0.158%	0.048%	44.008%
250	Stress Tolerance	Soft Skills	Physical skills	1	345	0.015%	77	0.021%	0.006%	41.683%
12	Teamwork	Soft Skills	Interpersonal skills	1	97,700	4.149%	17,773	4.791%	0.642%	15.481%
17	Time Management	Soft Skills	Work ethic	2	79,361	3.370%	14,826	3.996%	0.627%	18.594%
268	Visualization	Soft Skills	Problem-solving skills	1	22,685	0.963%	4,985	1.344%	0.380%	39.499%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,049	0.045%	240	0.065%	0.020%	45.238%
21	Written Communications	Soft Skills	Language skills	4	355,905	15.113%	59,169	15.949%	0.837%	5.537%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	62,726	2.664%	17,544	4.729%	2.066%	77.552%
172	Account management	Business Skills	Management skills	1	20,574	0.874%	2,604	0.702%	-0.172%	-19.653%
22	Accounting	Business Skills	Business processes	4	141,657	6.015%	15,356	4.139%	-1.876%	-31.185%
1263	Accounting software	Business Skills	Business processes	7	14,822	0.629%	1,621	0.437%	-0.192%	-30.574%
174	Administration	Business Skills	Management skills	3	495,718	21.049%	76,878	20.723%	-0.326%	-1.551%
1313	Analyst	Business Skills	Project management	1	356,780	15.150%	56,380	15.198%	0.048%	0.316%
175	Application management	Business Skills	Management skills	5	172,475	7.324%	29,888	8.057%	0.733%	10.006%
150	Asset management	Business Skills	Business processes	1	28,288	1.201%	4,920	1.326%	0.125%	10.410%
151	Auditing	Business Skills	Business processes	4	95,172	4.041%	14,846	4.002%	-0.039%	-0.975%
1264	Auditing software	Business Skills	Business processes	1	89	0.004%	0	0.000%	-0.004%	-100.000%
152	Billing	Business Skills	Business processes	1	37,223	1.581%	5,650	1.523%	-0.058%	-3.643%
1314	Business Analyst	Business Skills	Project management	1	125,841	5.344%	19,524	5.263%	-0.081%	-1.510%
35	Business Intelligence	Business Skills	Strategy skills	1	103,101	4.378%	20,169	5.437%	1.059%	24.184%
155	Business performance management (BPM)	Business Skills	Business processes	2	14,430	0.613%	2,916	0.786%	0.173%	28.282%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	29,205	1.240%	1,830	0.493%	-0.747%	-60.222%
36	Business Strategy	Business Skills	Strategy skills	3	386,716	16.421%	66,305	17.873%	1.452%	8.843%
182	Calendar and scheduling	Business Skills	Project management	3	91,368	3.880%	12,982	3.499%	-0.380%	-9.803%
156	Capacity planning	Business Skills	Business processes	1	54,703	2.323%	9,197	2.479%	0.156%	6.728%
28	Change Management	Business Skills	Management skills	1	86,168	3.659%	17,596	4.743%	1.084%	29.632%
183	Content workflow	Business Skills	Project management	1	97	0.004%	44	0.012%	0.008%	187.956%
24	Contracting and legal	Business Skills	Business processes	2	85,200	3.618%	10,710	2.887%	-0.731%	-20.201%
176	Coordination	Business Skills	Management skills	1	98,979	4.203%	15,601	4.205%	0.002%	0.059%
157	Cost accounting	Business Skills	Business processes	1	1,574	0.067%	145	0.039%	-0.028%	-41.520%
158	Cost estimation	Business Skills	Business processes	1	1,905	0.081%	184	0.050%	-0.031%	-38.685%
1312	Customer Support	Business Skills	Business processes	6	448,008	19.024%	69,836	18.825%	-0.199%	-1.045%
1339	Education	Business Skills	Industry Segment	1	18,093	0.768%	2,500	0.674%	-0.094%	-12.285%
1333	Energy	Business Skills	Industry Segment	1	111,351	4.728%	18,947	5.107%	0.379%	8.017%
1340	Entertainment	Business Skills	Industry Segment	1	48,930	2.078%	7,545	2.034%	-0.044%	-2.112%
1319	Environmental	Business Skills	Environmental	14	41,710	1.771%	6,468	1.743%	-0.028%	-1.559%
1320	Environmental Strategy	Business Skills	Environmental	6	10,810	0.459%	3,901	1.052%	0.593%	129.084%
161	Financial	Business Skills	Business processes	2	429,795	18.250%	66,756	17.995%	-0.256%	-1.401%
1275	Financial Analysis software	Business Skills	Business processes	6	1,710	0.073%	160	0.043%	-0.029%	-40.602%
1332	Health Care	Business Skills	Industry Segment	2	251,902	10.696%	42,251	11.389%	0.693%	6.476%
177	Human resources	Business Skills	Management skills	2	79,207	3.363%	8,630	2.326%	-1.037%	-30.834%
1336	Insurance	Business Skills	Industry Segment	1	13,344	0.567%	2,508	0.676%	0.109%	19.313%
1316	Managing/Supervision	Business Skills	Management skills	5	843,264	35.807%	113,381	30.563%	-5.244%	-14.646%
1334	Manufacturing	Business Skills	Industry Segment	2	134,988	5.732%	16,021	4.319%	-1.413%	-24.658%
26	Marketing	Business Skills	Business processes	1	196,510	8.344%	23,480	6.329%	-2.015%	-24.149%
185	Monitoring	Business Skills	Project management	1	261,764	11.115%	47,332	12.759%	1.644%	14.786%
179	Negotiation	Business Skills	Management skills	1	68,253	2.898%	11,479	3.094%	0.196%	6.765%
163	Operation and Control	Business Skills	Business processes	2	1,155	0.049%	139	0.037%	-0.012%	-23.603%
29	Outsourcing Management	Business Skills	Management skills	3	58,078	2.466%	11,939	3.218%	0.752%	30.497%
167	Procurement	Business Skills	Business processes	1	35,053	1.488%	5,112	1.378%	-0.110%	-7.421%
1290	Project Management software	Business Skills	Project management	2	59,508	2.527%	9,753	2.629%	0.102%	4.042%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	398,018	16.901%	62,248	16.779%	-0.121%	-0.719%
168	Quality	Business Skills	Business processes	1	663,346	28.167%	119,291	32.156%	3.988%	14.160%
1337	Real Estate	Business Skills	Industry Segment	2	12,998	0.552%	2,541	0.685%	0.133%	24.100%
1335	Retail	Business Skills	Industry Segment	2	350,210	14.871%	41,996	11.320%	-3.550%	-23.875%
34	Risk Management	Business Skills	Project management	1	56,915	2.417%	9,481	2.556%	0.139%	5.748%
169	Service Orientation	Business Skills	Business processes	1	15,813	0.671%	2,786	0.751%	0.080%	11.844%
27	Supply Chain Management	Business Skills	Business processes	3	62,078	2.636%	8,647	2.331%	-0.305%	-11.575%
1295	Supply Chain Management software	Business Skills	Business processes	4	4,595	0.195%	456	0.123%	-0.072%	-37.002%
178	Teaching	Business Skills	Management skills	7	54,778	2.326%	7,264	1.958%	-0.368%	-15.819%
190	Timekeeping	Business Skills	Project management	3	26,296	1.117%	3,298	0.889%	-0.228%	-20.383%
1296	Timekeeping software	Business Skills	Project management	1	2,474	0.105%	321	0.087%	-0.019%	-17.634%
171	Total quality management (TQM)	Business Skills	Business processes	2	2,983	0.127%	258	0.070%	-0.057%	-45.095%
180	Troubleshooting	Business Skills	Management skills	1	320,946	13.628%	58,760	15.839%	2.211%	16.224%
181	Verification	Business Skills	Management skills	1	80,352	3.412%	18,507	4.989%	1.577%	46.212%
1338	Waste Management	Business Skills	Industry Segment	1	1,878	0.080%	274	0.074%	-0.006%	-7.381%
191	Workflow	Business Skills	Project management	1	101,533	4.311%	17,290	4.661%	0.349%	8.102%
31	Working Globally	Business Skills	Management skills	3	17,000	0.722%	1,007	0.271%	-0.450%	-62.397%
32	Working with Virtual Teams	Business Skills	Management skills	2	4,125	0.175%	1,071	0.289%	0.114%	64.820%
51	4GL	Technical Skills	Software development	3	4,305	0.183%	352	0.095%	-0.088%	-48.094%
987	Access servers & software	Technical Skills	Network	10	73,277	3.112%	14,457	3.897%	0.785%	25.244%
38	Agile Development Methods	Technical Skills	Software development	3	72,417	3.075%	21,710	5.852%	2.777%	90.311%
304	Algorithmic software	Technical Skills	Business applications	1	102	0.004%	1	0.000%	-0.004%	-93.776%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	3,250	0.138%	356	0.096%	-0.042%	-30.464%
1352	Android	Technical Skills	Mobile Platforms	3	37,997	1.613%	17,238	4.647%	3.033%	187.994%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	33,248	1.412%	11,591	3.124%	1.713%	121.310%
120	Apple operating systems	Technical Skills	Business applications	6	63,536	2.698%	15,274	4.117%	1.419%	52.608%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	5,068	0.215%	310	0.084%	-0.132%	-61.170%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	115	0.005%	2	0.001%	-0.004%	-88.960%
1265	Backup & Recovery	Technical Skills	Technical applications	16	193,369	8.211%	31,255	8.425%	0.214%	2.607%
1353	Blackberry	Technical Skills	Mobile Platforms	2	22,163	0.941%	3,639	0.981%	0.040%	4.231%
336	Borland Delphi	Technical Skills	Business applications	1	4,454	0.189%	649	0.175%	-0.014%	-7.500%
337	Borland JBuilder	Technical Skills	Business applications	1	3,702	0.157%	103	0.028%	-0.129%	-82.338%
338	Borland Paradox	Technical Skills	Business applications	1	228	0.010%	16	0.004%	-0.005%	-55.452%
72	Business Continuity Planning	Technical Skills	Hardware	2	26,482	1.124%	4,837	1.304%	0.179%	15.950%
352	Cadence Opus	Technical Skills	Business applications	1	1,179	0.050%	203	0.055%	0.005%	9.302%
868	Calculators	Technical Skills	Hardware	1	1,518	0.064%	120	0.032%	-0.032%	-49.817%
39	CASE Tools	Technical Skills	Software development	1	96,399	4.093%	16,310	4.396%	0.303%	7.406%
367	Categorization or classification software	Technical Skills	Business applications	1	11,397	0.484%	1,736	0.468%	-0.016%	-3.305%
112	Certification	Technical Skills	Misc	3	384,359	16.321%	62,739	16.912%	0.591%	3.621%
78	Cisco	Technical Skills	Hardware	1	113,523	4.820%	19,964	5.381%	0.561%	11.637%
1009	Cisco Systems IOS	Technical Skills	Network	1	37,235	1.581%	17,100	4.609%	3.028%	191.534%
40	Client-Server	Technical Skills	Software development	1	54,916	2.332%	6,997	1.886%	-0.446%	-19.117%
1011	Cluster server software	Technical Skills	Network	8	41,847	1.777%	7,435	2.004%	0.227%	12.788%
1147	CMAKE	Technical Skills	Software development	1	177	0.008%	72	0.019%	0.012%	158.229%
1151	Compatibility testing	Technical Skills	Software development	1	994	0.042%	252	0.068%	0.026%	60.938%
1152	Compilers	Technical Skills	Software development	5	25,970	1.103%	2,738	0.738%	-0.365%	-33.072%
1255	Compliance software	Technical Skills	Technical applications	3	9,773	0.415%	1,952	0.526%	0.111%	26.794%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	19,987	0.849%	2,290	0.617%	-0.231%	-27.267%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	3,462	0.147%	338	0.091%	-0.056%	-38.022%
875	Computer diagnostics	Technical Skills	Hardware	5	103,640	4.401%	16,794	4.527%	0.126%	2.866%
1107	Computer forensics	Technical Skills	Security	1	6,155	0.261%	389	0.105%	-0.156%	-59.879%
1266	Computer Hardware	Technical Skills	Hardware	15	52,534	2.231%	7,292	1.966%	-0.265%	-11.885%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	1,898	0.081%	253	0.068%	-0.012%	-15.381%
1015	Computer servers	Technical Skills	Network	6	247,815	10.523%	38,678	10.426%	-0.097%	-0.921%
1267	Computer Utilities	Technical Skills	Misc	1	1,646	0.070%	321	0.087%	0.017%	23.800%
59	Content Manager	Technical Skills	Business applications	1	2,023	0.086%	329	0.089%	0.003%	3.239%
878	Controllers	Technical Skills	Hardware	2	14,467	0.614%	2,616	0.705%	0.091%	14.790%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	2,110	0.090%	405	0.109%	0.020%	21.848%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	10,342	0.439%	1,244	0.335%	-0.104%	-23.641%
53	Customer Relationship Management	Technical Skills	Business applications	9	117,334	4.982%	19,019	5.127%	0.144%	2.898%
953	Data acquisition systems	Technical Skills	Information mgmt	1	12,574	0.534%	1,776	0.479%	-0.055%	-10.337%
955	Data compression software	Technical Skills	Information mgmt	1	9,688	0.411%	1,178	0.318%	-0.094%	-22.811%
956	Data conversion software	Technical Skills	Information mgmt	1	10,505	0.446%	1,764	0.475%	0.029%	6.598%
958	Data dictionary	Technical Skills	Information mgmt	1	7,291	0.310%	1,190	0.321%	0.011%	3.611%
959	Data entry	Technical Skills	Information mgmt	1	9,895	0.420%	1,004	0.271%	-0.150%	-35.589%
962	Data mapping	Technical Skills	Information mgmt	1	11,984	0.509%	2,518	0.679%	0.170%	33.383%
67	Data Mining	Technical Skills	Information mgmt	5	42,263	1.795%	6,896	1.859%	0.064%	3.581%
963	Data modeling	Technical Skills	Information mgmt	1	84,756	3.599%	15,721	4.238%	0.639%	17.748%
68	Data Warehousing	Technical Skills	Information mgmt	2	125,366	5.323%	23,936	6.452%	1.129%	21.204%
69	Database Administration	Technical Skills	Information mgmt	12	162,462	6.899%	27,698	7.466%	0.568%	8.229%
969	Database design software	Technical Skills	Information mgmt	15	142,638	6.057%	22,392	6.036%	-0.021%	-0.344%
1268	Database Reporting	Technical Skills	Information mgmt	3	42,009	1.784%	5,136	1.384%	-0.399%	-22.388%
1269	Database Security	Technical Skills	Information mgmt	2	367	0.016%	54	0.015%	-0.001%	-6.594%
1270	Database Servers	Technical Skills	Information mgmt	3	36,382	1.545%	4,042	1.090%	-0.455%	-29.473%
1271	Database Testing	Technical Skills	Information mgmt	1	2,182	0.093%	519	0.140%	0.047%	50.993%
1160	Debugging	Technical Skills	Software development	7	184,388	7.830%	33,351	8.990%	1.160%	14.821%
418	Desktop publishing software	Technical Skills	Business applications	13	31,674	1.345%	3,206	0.864%	-0.481%	-35.745%
1272	Development Environment	Technical Skills	Software development	13	124,647	5.293%	23,132	6.235%	0.943%	17.808%
1273	Digital Imaging	Technical Skills	Hardware	1	784	0.033%	21	0.006%	-0.028%	-82.996%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	8,409	0.357%	683	0.184%	-0.173%	-48.439%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	7,631	0.324%	726	0.196%	-0.128%	-39.605%
1307	Doctor of Philosophy	Technical Skills	Misc	3	101,419	4.307%	7,821	2.108%	-2.198%	-51.046%
973	Document management software	Technical Skills	Information mgmt	4	19,851	0.843%	2,815	0.759%	-0.084%	-9.980%
1020	Domain name system (DNS)	Technical Skills	Network	3	81,030	3.441%	13,227	3.565%	0.125%	3.624%
61	Dreamweaver	Technical Skills	Software development	1	13,372	0.568%	1,141	0.308%	-0.260%	-45.833%
54	DSS/GDSS	Technical Skills	Business applications	5	28,525	1.211%	3,735	1.007%	-0.204%	-16.879%
425	Dynamic modeling software	Technical Skills	Business applications	1	91	0.004%	18	0.005%	0.001%	25.567%
62	Eclipse	Technical Skills	Software development	1	56,217	2.387%	10,956	2.953%	0.566%	23.717%
1308	Electronic Commerce	Technical Skills	Business applications	2	116,075	4.929%	23,385	6.304%	1.375%	27.892%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	21,132	0.897%	3,724	1.004%	0.107%	11.870%
1023	Electronic mail software	Technical Skills	Network	8	37,642	1.598%	5,514	1.486%	-0.112%	-7.009%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	112,743	4.787%	17,200	4.636%	-0.151%	-3.153%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	14	112,548	4.779%	16,099	4.340%	-0.439%	-9.196%
1321	Environmental Certification	Technical Skills	Environmental	1	128	0.005%	21	0.006%	0.000%	4.149%
1328	Environmental Cleanup	Technical Skills	Environmental	1	161	0.007%	106	0.029%	0.022%	317.951%
1329	Environmental Energy	Technical Skills	Environmental	21	5,987	0.254%	1,144	0.308%	0.054%	21.300%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	6,718	0.285%	1,779	0.480%	0.194%	68.105%
1327	Environmental Pollution	Technical Skills	Environmental	15	4,710	0.200%	741	0.200%	-0.000%	-0.128%
1324	Environmental Pollution Control	Technical Skills	Environmental	6	2,989	0.127%	312	0.084%	-0.043%	-33.737%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	6	1,240	0.053%	164	0.044%	-0.008%	-16.041%
1326	Environmental Product Stewardship	Technical Skills	Environmental	10	4,105	0.174%	630	0.170%	-0.004%	-2.575%
1331	Environmental Science	Technical Skills	Environmental	2	162	0.007%	109	0.029%	0.023%	327.127%
1322	Environmental Technology	Technical Skills	Environmental	2	340	0.014%	21	0.006%	-0.009%	-60.791%
461	Expert system software	Technical Skills	Business applications	1	884	0.038%	105	0.028%	-0.009%	-24.598%
1359	Facebook	Technical Skills	Social Networking	1	275,548	11.700%	183,708	49.520%	37.819%	323.230%
463	Facilities management software	Technical Skills	Business applications	4	4,332	0.184%	806	0.217%	0.033%	18.111%
468	Flight control software	Technical Skills	Business applications	1	861	0.037%	54	0.015%	-0.022%	-60.186%
469	Flowchart software	Technical Skills	Business applications	4	6,883	0.292%	1,529	0.412%	0.120%	41.018%
1112	Fraud Detection	Technical Skills	Security	1	10,485	0.445%	1,807	0.487%	0.042%	9.404%
63	FrontPage	Technical Skills	Software development	1	2,393	0.102%	89	0.024%	-0.078%	-76.390%
475	Fund accounting software	Technical Skills	Business applications	1	530	0.023%	81	0.022%	-0.001%	-2.982%
1260	Gaming	Technical Skills	Misc	2	49,144	2.087%	8,685	2.341%	0.254%	12.188%
113	Generic databases	Technical Skills	Information mgmt	2	385,546	16.371%	65,366	17.620%	1.249%	7.627%
1365	Google Apps	Technical Skills	Business applications	4	9,408	0.399%	1,258	0.339%	-0.060%	-15.115%
1364	Google Plus	Technical Skills	Social Networking	1	1,302	0.055%	504	0.136%	0.081%	145.734%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	30	118,379	5.027%	17,504	4.718%	-0.308%	-6.134%
484	Graphic software	Technical Skills	Business applications	16	178,040	7.560%	27,753	7.481%	-0.079%	-1.045%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	55,685	2.365%	6,385	1.721%	-0.643%	-27.211%
1323	Green IT	Technical Skills	Environmental	8	5,535	0.235%	838	0.226%	-0.009%	-3.889%
893	Guidance systems	Technical Skills	Hardware	1	133	0.006%	7	0.002%	-0.004%	-66.589%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	793	0.034%	57	0.015%	-0.018%	-54.370%
1277	Hardware Design	Technical Skills	Hardware	19	19,624	0.833%	2,209	0.595%	-0.238%	-28.542%
1278	Hardware Testing	Technical Skills	Hardware	4	7,263	0.308%	493	0.133%	-0.176%	-56.910%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	745	0.032%	104	0.028%	-0.004%	-11.382%
492	Helpdesk or call center	Technical Skills	Business applications	2	85,814	3.644%	11,679	3.148%	-0.496%	-13.604%
114	IBM databases	Technical Skills	Information mgmt	2	69,285	2.942%	10,579	2.852%	-0.090%	-3.072%
121	IBM operating systems	Technical Skills	Business applications	4	52,413	2.226%	6,150	1.658%	-0.568%	-25.513%
898	Image capture devices	Technical Skills	Hardware	8	10,794	0.458%	1,703	0.459%	0.001%	0.156%
524	Industrial control software	Technical Skills	Business applications	3	9,457	0.402%	1,089	0.294%	-0.108%	-26.900%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	36,980	1.570%	5,989	1.614%	0.044%	2.809%
899	Infrared	Technical Skills	Hardware	1	2,014	0.086%	64	0.017%	-0.068%	-79.827%
1180	Installation	Technical Skills	Software development	1	208,331	8.846%	29,536	7.962%	-0.885%	-10.000%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,032	0.044%	48	0.013%	-0.031%	-70.474%
536	Internet browser software	Technical Skills	Business applications	4	15,045	0.639%	2,294	0.618%	-0.020%	-3.206%
541	Inventory management software	Technical Skills	Business applications	3	10,635	0.452%	1,772	0.478%	0.026%	5.772%
73	IT Architecture/Standards	Technical Skills	Hardware	2	16,320	0.693%	2,716	0.732%	0.039%	5.646%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,017	0.043%	60	0.016%	-0.027%	-62.548%
1035	Kernel	Technical Skills	Network	1	30,046	1.276%	3,079	0.830%	-0.446%	-34.947%
907	Lasers	Technical Skills	Hardware	1	644	0.027%	56	0.015%	-0.012%	-44.799%
1038	License management software	Technical Skills	Network	1	1,449	0.062%	250	0.067%	0.006%	9.526%
1361	LinkedIn	Technical Skills	Social Networking	1	18,450	0.783%	4,742	1.278%	0.495%	63.159%
908	Mainframe computers	Technical Skills	Hardware	2	56,415	2.396%	7,141	1.925%	-0.471%	-19.646%
124	Mainframe operating systems	Technical Skills	Business applications	7	33,594	1.426%	3,260	0.879%	-0.548%	-38.397%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	57,605	2.446%	8,009	2.159%	-0.287%	-11.740%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	10,415	0.442%	921	0.248%	-0.194%	-43.863%
1281	Medical software	Technical Skills	Business applications	9	12,489	0.530%	2,169	0.585%	0.054%	10.250%
115	Microsoft databases	Technical Skills	Information mgmt	5	379,544	16.116%	67,154	18.102%	1.985%	12.319%
119	Microsoft operating systems	Technical Skills	Business applications	4	539,051	22.890%	73,743	19.878%	-3.012%	-13.157%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	13,790	0.586%	4,210	1.135%	0.549%	93.804%
625	Multimedia	Technical Skills	Business applications	1	23,960	1.017%	2,460	0.663%	-0.354%	-34.823%
1362	MySpace	Technical Skills	Social Networking	1	3,679	0.156%	126	0.034%	-0.122%	-78.259%
74	Network administration	Technical Skills	Hardware	12	171,853	7.297%	22,313	6.015%	-1.283%	-17.577%
1282	Network Administration software	Technical Skills	Network	17	121,329	5.152%	20,965	5.651%	0.499%	9.692%
1283	Network Hardware	Technical Skills	Network	11	96,455	4.096%	14,658	3.951%	-0.145%	-3.529%
1284	Network Monitoring software	Technical Skills	Network	14	64,058	2.720%	12,069	3.253%	0.533%	19.603%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,178	0.092%	341	0.092%	-0.001%	-0.610%
1122	Network security	Technical Skills	Security	1	76,155	3.234%	14,380	3.876%	0.643%	19.869%
1285	Network Security software	Technical Skills	Security	34	163,247	6.932%	28,565	7.700%	0.768%	11.080%
1286	Network software	Technical Skills	Network	6	44,761	1.901%	6,958	1.876%	-0.025%	-1.320%
1287	Network Testing	Technical Skills	Network	11	39,053	1.658%	6,905	1.861%	0.203%	12.242%
1065	Novell network software	Technical Skills	Network	2	4,091	0.174%	127	0.034%	-0.139%	-80.293%
643	Oberon	Technical Skills	Business applications	1	272	0.012%	176	0.047%	0.036%	310.761%
41	Object Oriented Programming	Technical Skills	Software development	5	346,282	14.704%	59,582	16.061%	1.357%	9.227%
1288	Office Applications	Technical Skills	Business applications	13	302,979	12.865%	46,440	12.518%	-0.347%	-2.697%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	32,322	1.372%	4,453	1.200%	-0.172%	-12.542%
116	Open-source databases	Technical Skills	Information mgmt	4	142,882	6.067%	29,150	7.858%	1.790%	29.511%
118	Open-source operating systems	Technical Skills	Business applications	8	427,740	18.163%	70,050	18.883%	0.720%	3.962%
56	Operating Systems	Technical Skills	Business applications	3	238,643	10.133%	33,765	9.102%	-1.032%	-10.182%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,283	0.054%	195	0.053%	-0.002%	-3.516%
117	Oracle databases	Technical Skills	Information mgmt	1	448,484	19.044%	73,403	19.786%	0.743%	3.899%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,064	0.130%	380	0.102%	-0.028%	-21.270%
1289	Physical Tools	Technical Skills	Hardware	1	142	0.006%	21	0.006%	-0.000%	-6.119%
683	Point of sale (POS)	Technical Skills	Business applications	3	13,595	0.577%	2,622	0.707%	0.130%	22.433%
931	Printers	Technical Skills	Hardware	3	20,116	0.854%	3,129	0.843%	-0.011%	-1.256%
43	Programming	Technical Skills	Software development	1	706,252	29.989%	110,293	29.730%	-0.259%	-0.864%
700	Provisioning	Technical Skills	Business applications	1	31,487	1.337%	7,109	1.916%	0.579%	43.325%
1258	Rate Control	Technical Skills	Technical applications	1	171	0.007%	3	0.001%	-0.006%	-88.863%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	36,434	1.547%	3,006	0.810%	-0.737%	-47.625%
1077	Remote control software	Technical Skills	Network	2	2,302	0.098%	397	0.107%	0.009%	9.479%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	1,600	0.068%	204	0.055%	-0.013%	-19.061%
1262	Robotics	Technical Skills	Hardware	3	9,360	0.397%	1,421	0.383%	-0.014%	-3.625%
1318	RSA	Technical Skills	Security	1	11,683	0.496%	1,406	0.379%	-0.117%	-23.603%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	61,272	2.602%	17,843	4.810%	2.208%	84.863%
44	SDLC	Technical Skills	Software development	7	317,620	13.487%	62,868	16.947%	3.460%	25.651%
1132	Secure shell (SSH)	Technical Skills	Security	1	261	0.011%	52	0.014%	0.003%	26.476%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	32,721	1.389%	5,633	1.518%	0.129%	9.284%
76	Security	Technical Skills	Hardware	4	1,527,476	64.861%	370,069	99.755%	34.894%	53.799%
1315	Security Clearance	Technical Skills	Misc	2	190,231	8.078%	10,893	2.936%	-5.141%	-63.649%
1135	Security testing software	Technical Skills	Security	1	6,049	0.257%	1,134	0.306%	0.049%	19.008%
60	Sharepoint Server	Technical Skills	Business applications	1	10,227	0.434%	1,508	0.406%	-0.028%	-6.395%
1084	Signal generators	Technical Skills	Network	1	466	0.020%	55	0.015%	-0.005%	-25.076%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	25,201	1.070%	3,516	0.948%	-0.122%	-11.432%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	98,230	4.171%	21,874	5.896%	1.725%	41.361%
1220	Simulation software	Technical Skills	Software development	5	41,617	1.767%	3,874	1.044%	-0.723%	-40.907%
1366	Social Network	Technical Skills	Social Networking	1	6,934	0.294%	1,056	0.285%	-0.010%	-3.323%
1358	Social Networking	Technical Skills	Social Networking	1	16,904	0.718%	1,054	0.284%	-0.434%	-60.418%
42	Software Development	Technical Skills	Software development	2	655,457	27.832%	99,482	26.816%	-1.016%	-3.651%
1291	Software Development software	Technical Skills	Software development	2	5,200	0.221%	515	0.139%	-0.082%	-37.129%
1309	Software Engineering	Technical Skills	Software development	1	380,371	16.152%	55,087	14.849%	-1.302%	-8.064%
1292	Software Installation	Technical Skills	Software development	4	275,454	11.696%	51,535	13.892%	2.195%	18.768%
1223	Software libraries	Technical Skills	Software development	1	857	0.036%	148	0.040%	0.004%	9.629%
1293	Software Maintenance	Technical Skills	Software development	1	20,403	0.866%	3,709	1.000%	0.133%	15.401%
1294	Software Testing	Technical Skills	Software development	14	284,680	12.088%	51,716	13.940%	1.852%	15.322%
1225	Source code management (SCM)	Technical Skills	Software development	5	98,652	4.189%	18,494	4.985%	0.796%	19.006%
1229	Static analysis software	Technical Skills	Software development	1	2,010	0.085%	530	0.143%	0.058%	67.388%
772	Statistical analysis software	Technical Skills	Business applications	23	169,657	7.204%	27,056	7.293%	0.089%	1.236%
774	Statistical software	Technical Skills	Business applications	1	80,175	3.404%	11,120	2.997%	-0.407%	-11.954%
1230	Stress testing software	Technical Skills	Software development	1	7,002	0.297%	1,240	0.334%	0.037%	12.420%
122	Sun operating systems	Technical Skills	Business applications	3	122,405	5.198%	11,075	2.985%	-2.212%	-42.563%
939	Surveillance systems	Technical Skills	Hardware	5	20,903	0.888%	1,771	0.477%	-0.410%	-46.216%
791	Symantec software	Technical Skills	Business applications	1	19,178	0.814%	3,820	1.030%	0.215%	26.446%
1355	Symbian	Technical Skills	Mobile Platforms	1	108	0.005%	2	0.001%	-0.004%	-88.244%
1310	System Administration	Technical Skills	Network	4	168,207	7.143%	22,638	6.102%	-1.040%	-14.564%
45	System Testing	Technical Skills	Software development	5	56,096	2.382%	9,696	2.614%	0.232%	9.725%
46	Systems Analysis	Technical Skills	Software development	8	215,043	9.131%	30,283	8.163%	-0.968%	-10.604%
47	Systems Design	Technical Skills	Software development	1	37,864	1.608%	5,128	1.382%	-0.226%	-14.026%
1233	Systems Evaluation	Technical Skills	Software development	1	183	0.008%	39	0.011%	0.003%	35.288%
1234	Systems integration	Technical Skills	Software development	8	131,401	5.580%	16,435	4.430%	-1.149%	-20.601%
75	TCP/IP	Technical Skills	Hardware	3	155,131	6.587%	21,413	5.772%	-0.815%	-12.376%
1235	Technology Design	Technical Skills	Software development	1	2,295	0.097%	283	0.076%	-0.021%	-21.720%
1236	Templates	Technical Skills	Software development	1	36,779	1.562%	7,194	1.939%	0.377%	24.170%
1239	Test implementation	Technical Skills	Software development	1	905	0.038%	173	0.047%	0.008%	21.351%
1302	Testing	Technical Skills	Software development	1	774,769	32.899%	139,046	37.481%	4.582%	13.928%
1297	Training software	Technical Skills	Business applications	3	2,252	0.096%	188	0.051%	-0.045%	-47.005%
57	Transaction Processing Systems	Technical Skills	Business applications	4	3,581	0.152%	484	0.130%	-0.022%	-14.200%
1360	Twitter	Technical Skills	Social Networking	1	29,755	1.263%	5,606	1.511%	0.248%	19.602%
123	UNIX operating systems	Technical Skills	Business applications	5	435,140	18.477%	54,088	14.580%	-3.897%	-21.093%
1298	UNIX Shells	Technical Skills	Business applications	4	94,000	3.991%	16,409	4.423%	0.432%	10.815%
48	User-Interface Design	Technical Skills	Software development	2	157,046	6.669%	33,835	9.120%	2.452%	36.768%
836	Video creation and editing software	Technical Skills	Business applications	3	10,941	0.465%	1,980	0.534%	0.069%	14.882%
64	Visual Studio	Technical Skills	Software development	1	94,363	4.007%	18,639	5.024%	1.017%	25.391%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,890	0.123%	467	0.126%	0.003%	2.580%
77	Voice/Data Telecom	Technical Skills	Hardware	10	186,963	7.939%	26,524	7.150%	-0.789%	-9.941%
1299	Web Application Server	Technical Skills	Business applications	8	131,296	5.575%	18,125	4.886%	-0.689%	-12.366%
1248	Web platform development software	Technical Skills	Software development	5	9,147	0.388%	795	0.214%	-0.174%	-44.826%
65	web programmer	Technical Skills	Software development	4	32,856	1.395%	2,989	0.806%	-0.589%	-42.249%
58	Web servers	Technical Skills	Business applications	6	200,819	8.527%	30,462	8.211%	-0.316%	-3.706%
49	Web-based Application Development	Technical Skills	Software development	2	141,015	5.988%	26,930	7.259%	1.271%	21.232%
1356	Windows CE	Technical Skills	Mobile Platforms	4	18,784	0.798%	2,592	0.699%	-0.099%	-12.402%
1102	Wireless	Technical Skills	Network	5	108,395	4.603%	15,094	4.069%	-0.534%	-11.602%
1363	YouTube	Technical Skills	Social Networking	2	4,990	0.212%	655	0.177%	-0.035%	-16.673%
79	.NET	Programming Skills	Current	1	303,983	12.908%	51,719	13.941%	1.033%	8.006%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	85	0.004%	20	0.005%	0.002%	49.368%
209	A programming language (APL)	Programming Skills	Legacy	2	4,001	0.170%	374	0.101%	-0.069%	-40.660%
99	Ada	Programming Skills	Legacy	1	8,849	0.376%	1,301	0.351%	-0.025%	-6.668%
80	AJAX	Programming Skills	Current	1	175,229	7.441%	28,088	7.571%	0.131%	1.756%
192	Apple AppleScript	Programming Skills	Current	1	379	0.016%	86	0.023%	0.007%	44.047%
81	ASP	Programming Skills	Current	2	213,239	9.055%	34,072	9.184%	0.130%	1.432%
108	Assembly	Programming Skills	Legacy	2	8,749	0.372%	468	0.126%	-0.245%	-66.043%
211	AWK	Programming Skills	Legacy	1	6,218	0.264%	1,111	0.299%	0.035%	13.425%
212	B	Programming Skills	Legacy	1	29,296	1.244%	4,953	1.335%	0.091%	7.326%
83	C#	Programming Skills	Current	2	289,886	12.309%	56,593	15.255%	2.946%	23.931%
82	C/C++	Programming Skills	Current	3	459,599	19.516%	60,577	16.329%	-3.187%	-16.329%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	201,782	8.568%	52,163	14.061%	5.493%	64.106%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	646	0.027%	135	0.036%	0.009%	32.662%
84	CGI	Programming Skills	Current	2	17,778	0.755%	3,948	1.064%	0.309%	40.974%
217	Clipper	Programming Skills	Legacy	1	450	0.019%	72	0.019%	0.000%	1.570%
218	CLU	Programming Skills	Legacy	1	169	0.007%	23	0.006%	-0.001%	-13.605%
100	Cobol	Programming Skills	Legacy	1	21,103	0.896%	2,669	0.719%	-0.177%	-19.712%
85	ColdFusion	Programming Skills	Current	2	18,901	0.803%	1,623	0.437%	-0.365%	-45.490%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	366	0.016%	19	0.005%	-0.010%	-67.045%
195	Component object model (COM)	Programming Skills	Current	1	513	0.022%	68	0.018%	-0.003%	-15.853%
125	Database programming	Programming Skills	Current	3	73,443	3.119%	9,794	2.640%	-0.479%	-15.345%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,050	0.214%	300	0.081%	-0.134%	-62.288%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	17,928	0.761%	2,602	0.701%	-0.060%	-7.866%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	4,229	0.180%	680	0.183%	0.004%	2.074%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	32,955	1.399%	3,960	1.067%	-0.332%	-23.719%
109	Forth	Programming Skills	Legacy	1	5,853	0.249%	1,410	0.380%	0.132%	52.928%
102	Fortran	Programming Skills	Legacy	1	4,692	0.199%	332	0.089%	-0.110%	-55.082%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	486,869	20.674%	72,038	19.418%	-1.255%	-6.072%
222	J	Programming Skills	Legacy	1	9,083	0.386%	1,178	0.318%	-0.068%	-17.669%
87	Java/J2EE/J2P	Programming Skills	Current	4	622,283	26.424%	108,099	29.139%	2.715%	10.275%
97	JavaScript	Programming Skills	Current	3	334,985	14.224%	75,286	20.294%	6.070%	42.670%
89	JavaServer Faces	Programming Skills	Current	3	26,735	1.135%	4,043	1.090%	-0.045%	-4.001%
88	JavaServer Pages	Programming Skills	Current	3	116,386	4.942%	14,471	3.901%	-1.041%	-21.070%
223	Job control language (JCL)	Programming Skills	Legacy	2	12,080	0.513%	1,609	0.434%	-0.079%	-15.446%
126	LAMP	Programming Skills	Current	1	29,934	1.271%	5,716	1.541%	0.270%	21.220%
104	Lisp	Programming Skills	Legacy	1	1,941	0.082%	286	0.077%	-0.005%	-6.463%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	1,337	0.057%	295	0.080%	0.023%	40.067%
201	Microsoft ActiveX	Programming Skills	Current	1	4,842	0.206%	320	0.086%	-0.119%	-58.046%
107	Pascal	Programming Skills	Legacy	1	1,448	0.061%	260	0.070%	0.009%	13.986%
90	Perl	Programming Skills	Current	1	215,397	9.146%	29,467	7.943%	-1.203%	-13.156%
91	PHP	Programming Skills	Current	1	118,517	5.033%	21,098	5.687%	0.655%	13.007%
103	PL/1	Programming Skills	Legacy	3	486	0.021%	44	0.012%	-0.009%	-42.527%
105	Prolog	Programming Skills	Legacy	1	1,239	0.053%	99	0.027%	-0.026%	-49.277%
95	Python	Programming Skills	Current	1	131,243	5.573%	33,782	9.106%	3.533%	63.401%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	34,929	1.483%	9,250	2.493%	1.010%	68.113%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	1,250	0.053%	304	0.082%	0.029%	54.386%
206	Scripting languages	Programming Skills	Current	1	59,040	2.507%	10,282	2.772%	0.265%	10.554%
101	Smalltalk	Programming Skills	Legacy	1	936	0.040%	32	0.009%	-0.031%	-78.297%
92	SQL	Programming Skills	Current	3	815,448	34.626%	145,025	39.093%	4.467%	12.899%
110	TCL	Programming Skills	Legacy	1	14,971	0.636%	1,485	0.400%	-0.235%	-37.032%
98	Unified Modeling Language	Programming Skills	Current	2	89,157	3.786%	9,485	2.557%	-1.229%	-32.465%
93	Visual Basic	Programming Skills	Current	6	191,529	8.133%	23,553	6.349%	-1.784%	-21.935%
207	Web service definition language (WSDL)	Programming Skills	Current	2	22,623	0.961%	3,810	1.027%	0.066%	6.910%
94	XML	Programming Skills	Current	2	363,895	15.452%	54,158	14.599%	-0.853%	-5.522%
1342	Computer Science	Majors	Computer Science	2	2,355,013	100.000%	370,978	100.000%	0.000%	0.000%
1344	Information Technology	Majors	Information Technology	3	658,980	27.982%	86,394	23.288%	-4.694%	-16.774%
1343	Management Information Systems	Majors	Management Information Systems	9	623,406	26.471%	99,275	26.760%	0.289%	1.091%

IT Degrees

Information Technology	2014-11-12	Jobs Found:	1,219,485	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	2,870	0.235%	870	0.612%	0.376%	159.871%
2	Attention to Details	Soft Skills	Problem-solving skills	1	2,960	0.243%	536	0.377%	0.134%	55.237%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	7,117	0.584%	1,676	1.178%	0.595%	101.882%
231	Cooperation	Soft Skills	Interpersonal skills	1	9,814	0.805%	1,274	0.896%	0.091%	11.287%
3	Creativity	Soft Skills	Problem-solving skills	3	30,463	2.498%	5,725	4.025%	1.527%	61.111%
4	Critical thinking	Soft Skills	Problem-solving skills	3	12,174	0.998%	3,102	2.181%	1.182%	118.439%
1300	Flexibility	Soft Skills	Work ethic	1	88,136	7.227%	6,160	4.330%	-2.897%	-40.083%
232	Independence	Soft Skills	Interpersonal skills	1	6,561	0.538%	1,114	0.783%	0.245%	45.558%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	141,997	11.644%	25,878	18.192%	6.548%	56.233%
256	Innovation	Soft Skills	Problem-solving skills	1	73,601	6.035%	17,310	12.169%	6.133%	101.620%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	146,448	12.009%	18,712	13.154%	1.145%	9.536%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	708	0.058%	119	0.084%	0.026%	44.090%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	77,073	6.320%	15,175	10.668%	4.348%	68.790%
10	Leadership	Soft Skills	Interpersonal skills	1	258,677	21.212%	35,638	25.053%	3.841%	18.107%
258	Learning	Soft Skills	Problem-solving skills	1	135,837	11.139%	10,073	7.081%	-4.058%	-36.429%
1	Learning Ability	Soft Skills	Problem-solving skills	3	16,186	1.327%	3,065	2.155%	0.827%	62.335%
236	Listening	Soft Skills	Language skills	1	46,491	3.812%	3,164	2.224%	-1.588%	-41.657%
260	Mathematics	Soft Skills	Problem-solving skills	3	32,873	2.696%	5,257	3.696%	1.000%	37.094%
261	Memorization	Soft Skills	Problem-solving skills	1	69	0.006%	8	0.006%	-0.000%	-0.606%
18	Negotiation Skills	Soft Skills	Language skills	1	13,535	1.110%	1,997	1.404%	0.294%	26.486%
262	Optimization	Soft Skills	Problem-solving skills	1	48,405	3.969%	8,044	5.655%	1.685%	42.463%
19	Oral Communications	Soft Skills	Language skills	3	18,085	1.483%	3,392	2.385%	0.902%	60.790%
273	Persistence	Soft Skills	Work ethic	1	2,688	0.220%	600	0.422%	0.201%	91.356%
239	Persuasion	Soft Skills	Language skills	1	1,863	0.153%	418	0.294%	0.141%	92.347%
1301	Physical Skill	Soft Skills	Work ethic	2	1,127	0.092%	178	0.125%	0.033%	35.400%
240	Presentations	Soft Skills	Language skills	1	61,801	5.068%	8,782	6.174%	1.106%	21.820%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	162,825	13.352%	32,142	22.595%	9.243%	69.228%
20	Questioning skills	Soft Skills	Language skills	1	284	0.023%	67	0.047%	0.024%	102.245%
241	Reading Comprehension	Soft Skills	Language skills	1	400	0.033%	70	0.049%	0.016%	50.023%
6	Research skills	Soft Skills	Problem-solving skills	1	2,320	0.190%	252	0.177%	-0.013%	-6.882%
15	Responsibility	Soft Skills	Work ethic	2	118,717	9.735%	16,150	11.353%	1.618%	16.622%
234	Self Control	Soft Skills	Interpersonal skills	1	93	0.008%	15	0.011%	0.003%	38.270%
11	Self-esteem	Soft Skills	Interpersonal skills	1	25	0.002%	3	0.002%	0.000%	2.873%
16	Self-management	Soft Skills	Work ethic	1	968	0.079%	255	0.179%	0.100%	125.832%
250	Stress Tolerance	Soft Skills	Physical skills	1	151	0.012%	51	0.036%	0.023%	189.544%
12	Teamwork	Soft Skills	Interpersonal skills	1	51,627	4.234%	8,470	5.954%	1.721%	40.646%
17	Time Management	Soft Skills	Work ethic	2	37,315	3.060%	7,598	5.341%	2.281%	74.557%
268	Visualization	Soft Skills	Problem-solving skills	1	6,692	0.549%	1,187	0.834%	0.286%	52.060%
7	Working under pressure	Soft Skills	Problem-solving skills	1	544	0.045%	95	0.067%	0.022%	49.708%
21	Written Communications	Soft Skills	Language skills	4	174,401	14.301%	24,024	16.888%	2.587%	18.091%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	200,673	16.456%	8,287	5.826%	-10.630%	-64.598%
172	Account management	Business Skills	Management skills	1	12,056	0.989%	1,620	1.139%	0.150%	15.195%
22	Accounting	Business Skills	Business processes	4	284,800	23.354%	11,141	7.832%	-15.522%	-66.464%
1263	Accounting software	Business Skills	Business processes	7	39,760	3.260%	672	0.472%	-2.788%	-85.511%
174	Administration	Business Skills	Management skills	3	420,021	34.442%	37,018	26.023%	-8.419%	-24.445%
1313	Analyst	Business Skills	Project management	1	240,375	19.711%	35,038	24.631%	4.920%	24.960%
175	Application management	Business Skills	Management skills	5	78,625	6.447%	13,300	9.350%	2.902%	45.015%
150	Asset management	Business Skills	Business processes	1	18,526	1.519%	2,821	1.983%	0.464%	30.540%
151	Auditing	Business Skills	Business processes	4	107,467	8.812%	10,270	7.220%	-1.593%	-18.075%
1264	Auditing software	Business Skills	Business processes	1	132	0.011%	10	0.007%	-0.004%	-35.055%
152	Billing	Business Skills	Business processes	1	57,827	4.742%	2,860	2.011%	-2.731%	-57.601%
1314	Business Analyst	Business Skills	Project management	1	103,064	8.451%	14,650	10.299%	1.847%	21.857%
35	Business Intelligence	Business Skills	Strategy skills	1	50,711	4.158%	9,432	6.631%	2.472%	59.449%
155	Business performance management (BPM)	Business Skills	Business processes	2	7,088	0.581%	1,559	1.096%	0.515%	88.557%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	24,794	2.033%	1,389	0.976%	-1.057%	-51.974%
36	Business Strategy	Business Skills	Strategy skills	3	260,228	21.339%	37,821	26.588%	5.248%	24.595%
182	Calendar and scheduling	Business Skills	Project management	3	51,709	4.240%	7,383	5.190%	0.950%	22.402%
156	Capacity planning	Business Skills	Business processes	1	21,222	1.740%	3,797	2.669%	0.929%	53.382%
28	Change Management	Business Skills	Management skills	1	51,122	4.192%	10,403	7.313%	3.121%	74.450%
183	Content workflow	Business Skills	Project management	1	48	0.004%	9	0.006%	0.002%	60.739%
24	Contracting and legal	Business Skills	Business processes	2	149,850	12.288%	8,507	5.980%	-6.308%	-51.332%
176	Coordination	Business Skills	Management skills	1	64,257	5.269%	10,178	7.155%	1.886%	35.789%
157	Cost accounting	Business Skills	Business processes	1	2,692	0.221%	159	0.112%	-0.109%	-49.366%
158	Cost estimation	Business Skills	Business processes	1	1,093	0.090%	103	0.072%	-0.017%	-19.214%
1312	Customer Support	Business Skills	Business processes	6	265,778	21.794%	34,397	24.180%	2.386%	10.949%
1339	Education	Business Skills	Industry Segment	1	13,109	1.075%	1,577	1.109%	0.034%	3.130%
1333	Energy	Business Skills	Industry Segment	1	55,943	4.587%	10,228	7.190%	2.603%	56.735%
1340	Entertainment	Business Skills	Industry Segment	1	159,898	13.112%	3,010	2.116%	-10.996%	-83.862%
1319	Environmental	Business Skills	Environmental	14	107,396	8.807%	4,756	3.343%	-5.463%	-62.036%
1320	Environmental Strategy	Business Skills	Environmental	6	2,872	0.236%	880	0.619%	0.383%	162.675%
161	Financial	Business Skills	Business processes	2	436,177	35.767%	39,453	27.735%	-8.033%	-22.458%
1275	Financial Analysis software	Business Skills	Business processes	6	2,288	0.188%	224	0.157%	-0.030%	-16.071%
1332	Health Care	Business Skills	Industry Segment	2	345,862	28.361%	27,860	19.585%	-8.776%	-30.944%
177	Human resources	Business Skills	Management skills	2	224,631	18.420%	6,448	4.533%	-13.887%	-75.392%
1336	Insurance	Business Skills	Industry Segment	1	6,932	0.568%	1,412	0.993%	0.424%	74.621%
1316	Managing/Supervision	Business Skills	Management skills	5	617,749	50.657%	59,479	41.813%	-8.844%	-17.458%
1334	Manufacturing	Business Skills	Industry Segment	2	186,963	15.331%	8,119	5.708%	-9.624%	-62.772%
26	Marketing	Business Skills	Business processes	1	273,324	22.413%	10,773	7.573%	-14.840%	-66.211%
185	Monitoring	Business Skills	Project management	1	122,422	10.039%	22,371	15.726%	5.688%	56.656%
179	Negotiation	Business Skills	Management skills	1	50,798	4.166%	7,823	5.499%	1.334%	32.022%
163	Operation and Control	Business Skills	Business processes	2	540	0.044%	68	0.048%	0.004%	7.953%
29	Outsourcing Management	Business Skills	Management skills	3	87,182	7.149%	9,514	6.688%	-0.461%	-6.447%
167	Procurement	Business Skills	Business processes	1	68,613	5.626%	3,835	2.696%	-2.930%	-52.084%
1290	Project Management software	Business Skills	Project management	2	40,333	3.307%	7,557	5.312%	2.005%	60.624%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	236,349	19.381%	38,682	27.193%	7.812%	40.306%
168	Quality	Business Skills	Business processes	1	347,084	28.462%	51,124	35.939%	7.478%	26.273%
1337	Real Estate	Business Skills	Industry Segment	2	162,201	13.301%	1,979	1.391%	-11.910%	-89.540%
1335	Retail	Business Skills	Industry Segment	2	381,695	31.300%	19,388	13.629%	-17.670%	-56.455%
34	Risk Management	Business Skills	Project management	1	40,103	3.289%	6,677	4.694%	1.405%	42.733%
169	Service Orientation	Business Skills	Business processes	1	9,709	0.796%	1,394	0.980%	0.184%	23.086%
27	Supply Chain Management	Business Skills	Business processes	3	71,286	5.846%	4,257	2.993%	-2.853%	-48.806%
1295	Supply Chain Management software	Business Skills	Business processes	4	2,677	0.220%	280	0.197%	-0.023%	-10.333%
178	Teaching	Business Skills	Management skills	7	203,462	16.684%	4,870	3.424%	-13.261%	-79.480%
190	Timekeeping	Business Skills	Project management	3	70,106	5.749%	2,819	1.982%	-3.767%	-65.528%
1296	Timekeeping software	Business Skills	Project management	1	1,398	0.115%	305	0.214%	0.100%	87.031%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,267	0.104%	146	0.103%	-0.001%	-1.214%
180	Troubleshooting	Business Skills	Management skills	1	127,549	10.459%	24,166	16.988%	6.529%	62.423%
181	Verification	Business Skills	Management skills	1	25,297	2.074%	4,727	3.323%	1.249%	60.191%
1338	Waste Management	Business Skills	Industry Segment	1	955	0.078%	185	0.130%	0.052%	66.069%
191	Workflow	Business Skills	Project management	1	48,010	3.937%	8,972	6.307%	2.370%	60.206%
31	Working Globally	Business Skills	Management skills	3	9,085	0.745%	164	0.115%	-0.630%	-84.525%
32	Working with Virtual Teams	Business Skills	Management skills	2	2,151	0.176%	529	0.372%	0.195%	110.832%
51	4GL	Technical Skills	Software development	3	1,377	0.113%	107	0.075%	-0.038%	-33.385%
987	Access servers & software	Technical Skills	Network	10	38,468	3.154%	6,905	4.854%	1.700%	53.881%
38	Agile Development Methods	Technical Skills	Software development	3	15,663	1.284%	4,663	3.278%	1.994%	155.218%
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	1,060	0.087%	89	0.063%	-0.024%	-28.021%
1352	Android	Technical Skills	Mobile Platforms	3	5,385	0.442%	2,344	1.648%	1.206%	273.158%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	6,692	0.549%	1,911	1.343%	0.795%	144.808%
120	Apple operating systems	Technical Skills	Business applications	6	20,117	1.650%	5,116	3.596%	1.947%	118.016%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	36,536	2.996%	23	0.016%	-2.980%	-99.460%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	11	0.001%	3	0.002%	0.001%	133.803%
1265	Backup & Recovery	Technical Skills	Technical applications	16	98,379	8.067%	14,908	10.480%	2.413%	29.909%
1353	Blackberry	Technical Skills	Mobile Platforms	2	10,063	0.825%	1,575	1.107%	0.282%	34.176%
336	Borland Delphi	Technical Skills	Business applications	1	1,210	0.099%	168	0.118%	0.019%	19.027%
337	Borland JBuilder	Technical Skills	Business applications	1	833	0.068%	23	0.016%	-0.052%	-76.330%
338	Borland Paradox	Technical Skills	Business applications	1	93	0.008%	15	0.011%	0.003%	38.270%
72	Business Continuity Planning	Technical Skills	Hardware	2	38,914	3.191%	3,168	2.227%	-0.964%	-30.209%
352	Cadence Opus	Technical Skills	Business applications	1	1,054	0.086%	124	0.087%	0.001%	0.856%
868	Calculators	Technical Skills	Hardware	1	627	0.051%	49	0.034%	-0.017%	-33.004%
39	CASE Tools	Technical Skills	Software development	1	92,046	7.548%	7,531	5.294%	-2.254%	-29.859%
367	Categorization or classification software	Technical Skills	Business applications	1	3,337	0.274%	561	0.394%	0.121%	44.121%
112	Certification	Technical Skills	Misc	3	276,793	22.698%	36,661	25.772%	3.075%	13.546%
78	Cisco	Technical Skills	Hardware	1	189,437	15.534%	9,642	6.778%	-8.756%	-56.366%
1009	Cisco Systems IOS	Technical Skills	Network	1	8,508	0.698%	3,045	2.141%	1.443%	206.818%
40	Client-Server	Technical Skills	Software development	1	32,373	2.655%	2,514	1.767%	-0.887%	-33.426%
1011	Cluster server software	Technical Skills	Network	8	16,678	1.368%	2,660	1.870%	0.502%	36.728%
1147	CMAKE	Technical Skills	Software development	1	20	0.002%	10	0.007%	0.005%	328.638%
1151	Compatibility testing	Technical Skills	Software development	1	262	0.021%	65	0.046%	0.024%	112.683%
1152	Compilers	Technical Skills	Software development	5	8,943	0.733%	1,002	0.704%	-0.029%	-3.948%
1255	Compliance software	Technical Skills	Technical applications	3	7,895	0.647%	1,560	1.097%	0.449%	69.392%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	45,995	3.772%	1,770	1.244%	-2.527%	-67.010%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	2,183	0.179%	278	0.195%	0.016%	9.172%
875	Computer diagnostics	Technical Skills	Hardware	5	41,645	3.415%	6,854	4.818%	1.403%	41.092%
1107	Computer forensics	Technical Skills	Security	1	3,496	0.287%	239	0.168%	-0.119%	-41.393%
1266	Computer Hardware	Technical Skills	Hardware	15	28,600	2.345%	4,056	2.851%	0.506%	21.577%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	34,768	2.851%	166	0.117%	-2.734%	-95.907%
1015	Computer servers	Technical Skills	Network	6	96,903	7.946%	15,398	10.825%	2.878%	36.222%
1267	Computer Utilities	Technical Skills	Misc	1	221	0.018%	21	0.015%	-0.003%	-18.539%
59	Content Manager	Technical Skills	Business applications	1	1,294	0.106%	99	0.070%	-0.037%	-34.412%
878	Controllers	Technical Skills	Hardware	2	6,029	0.494%	843	0.593%	0.098%	19.868%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	966	0.079%	336	0.236%	0.157%	198.183%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	4,970	0.408%	786	0.553%	0.145%	35.577%
53	Customer Relationship Management	Technical Skills	Business applications	9	94,060	7.713%	9,739	6.846%	-0.867%	-11.237%
953	Data acquisition systems	Technical Skills	Information mgmt	1	4,079	0.334%	589	0.414%	0.080%	23.789%
955	Data compression software	Technical Skills	Information mgmt	1	1,754	0.144%	262	0.184%	0.040%	28.054%
956	Data conversion software	Technical Skills	Information mgmt	1	5,684	0.466%	970	0.682%	0.216%	46.298%
958	Data dictionary	Technical Skills	Information mgmt	1	2,868	0.235%	558	0.392%	0.157%	66.792%
959	Data entry	Technical Skills	Information mgmt	1	172,401	14.137%	1,619	1.138%	-12.999%	-91.949%
962	Data mapping	Technical Skills	Information mgmt	1	5,135	0.421%	1,209	0.850%	0.429%	101.840%
67	Data Mining	Technical Skills	Information mgmt	5	48,243	3.956%	2,023	1.422%	-2.534%	-64.051%
963	Data modeling	Technical Skills	Information mgmt	1	28,623	2.347%	5,522	3.882%	1.535%	65.387%
68	Data Warehousing	Technical Skills	Information mgmt	2	48,342	3.964%	9,392	6.602%	2.638%	66.554%
69	Database Administration	Technical Skills	Information mgmt	12	66,427	5.447%	10,510	7.388%	1.941%	35.637%
969	Database design software	Technical Skills	Information mgmt	15	44,075	3.614%	7,340	5.160%	1.546%	42.766%
1268	Database Reporting	Technical Skills	Information mgmt	3	15,996	1.312%	2,028	1.426%	0.114%	8.687%
1269	Database Security	Technical Skills	Information mgmt	2	81	0.007%	3	0.002%	-0.005%	-68.249%
1270	Database Servers	Technical Skills	Information mgmt	3	12,180	0.999%	1,544	1.085%	0.087%	8.673%
1271	Database Testing	Technical Skills	Information mgmt	1	560	0.046%	135	0.095%	0.049%	106.665%
1160	Debugging	Technical Skills	Software development	7	50,740	4.161%	9,848	6.923%	2.762%	66.387%
418	Desktop publishing software	Technical Skills	Business applications	13	17,935	1.471%	1,406	0.988%	-0.482%	-32.794%
1272	Development Environment	Technical Skills	Software development	13	36,795	3.017%	5,350	3.761%	0.744%	24.648%
1273	Digital Imaging	Technical Skills	Hardware	1	272	0.022%	9	0.006%	-0.016%	-71.634%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,236	0.101%	45	0.032%	-0.070%	-68.788%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	2,920	0.239%	314	0.221%	-0.019%	-7.813%
1307	Doctor of Philosophy	Technical Skills	Misc	3	61,698	5.059%	1,351	0.950%	-4.110%	-81.228%
973	Document management software	Technical Skills	Information mgmt	4	11,351	0.931%	1,731	1.217%	0.286%	30.733%
1020	Domain name system (DNS)	Technical Skills	Network	3	31,246	2.562%	5,441	3.825%	1.263%	49.281%
61	Dreamweaver	Technical Skills	Software development	1	6,770	0.555%	584	0.411%	-0.145%	-26.049%
54	DSS/GDSS	Technical Skills	Business applications	5	15,738	1.291%	2,250	1.582%	0.291%	22.562%
425	Dynamic modeling software	Technical Skills	Business applications	1	43	0.004%	5	0.004%	-0.000%	-0.317%
62	Eclipse	Technical Skills	Software development	1	14,121	1.158%	2,450	1.722%	0.564%	48.738%
1308	Electronic Commerce	Technical Skills	Business applications	2	44,465	3.646%	4,973	3.496%	-0.150%	-4.121%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	9,293	0.762%	2,037	1.432%	0.670%	87.913%
1023	Electronic mail software	Technical Skills	Network	8	19,865	1.629%	3,214	2.259%	0.630%	38.701%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	64,279	5.271%	10,447	7.344%	2.073%	39.330%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	14	92,907	7.619%	9,000	6.327%	-1.292%	-16.955%
1321	Environmental Certification	Technical Skills	Environmental	1	95	0.008%	11	0.008%	-0.000%	-0.736%
1328	Environmental Cleanup	Technical Skills	Environmental	1	936	0.077%	229	0.161%	0.084%	109.740%
1329	Environmental Energy	Technical Skills	Environmental	21	3,845	0.315%	740	0.520%	0.205%	64.990%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	3,883	0.318%	1,336	0.939%	0.621%	194.958%
1327	Environmental Pollution	Technical Skills	Environmental	15	34,913	2.863%	614	0.432%	-2.431%	-84.923%
1324	Environmental Pollution Control	Technical Skills	Environmental	6	2,093	0.172%	148	0.104%	-0.068%	-39.380%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	6	483	0.040%	95	0.067%	0.027%	68.616%
1326	Environmental Product Stewardship	Technical Skills	Environmental	10	44,692	3.665%	418	0.294%	-3.371%	-91.982%
1331	Environmental Science	Technical Skills	Environmental	2	149	0.012%	56	0.039%	0.027%	222.198%
1322	Environmental Technology	Technical Skills	Environmental	2	184	0.015%	11	0.008%	-0.007%	-48.750%
461	Expert system software	Technical Skills	Business applications	1	418	0.034%	34	0.024%	-0.010%	-30.269%
1359	Facebook	Technical Skills	Social Networking	1	95,629	7.842%	66,604	46.821%	38.980%	497.079%
463	Facilities management software	Technical Skills	Business applications	4	7,582	0.622%	780	0.548%	-0.073%	-11.807%
468	Flight control software	Technical Skills	Business applications	1	103	0.008%	11	0.008%	-0.001%	-8.446%
469	Flowchart software	Technical Skills	Business applications	4	3,263	0.268%	765	0.538%	0.270%	100.986%
1112	Fraud Detection	Technical Skills	Security	1	4,754	0.390%	867	0.609%	0.220%	56.344%
63	FrontPage	Technical Skills	Software development	1	828	0.068%	32	0.022%	-0.045%	-66.869%
475	Fund accounting software	Technical Skills	Business applications	1	473	0.039%	45	0.032%	-0.007%	-18.441%
1260	Gaming	Technical Skills	Misc	2	18,831	1.544%	4,177	2.936%	1.392%	90.157%
113	Generic databases	Technical Skills	Information mgmt	2	124,649	10.221%	20,801	14.623%	4.401%	43.059%
1365	Google Apps	Technical Skills	Business applications	4	2,048	0.168%	440	0.309%	0.141%	84.181%
1364	Google Plus	Technical Skills	Social Networking	1	7	0.001%	4	0.003%	0.002%	389.873%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	30	95,951	7.868%	8,657	6.086%	-1.782%	-22.654%
484	Graphic software	Technical Skills	Business applications	16	114,260	9.370%	14,039	9.869%	0.500%	5.333%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	12,918	1.059%	1,570	1.104%	0.044%	4.190%
1323	Green IT	Technical Skills	Environmental	8	3,059	0.251%	179	0.126%	-0.125%	-49.836%
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	88	0.007%	10	0.007%	-0.000%	-2.582%
1277	Hardware Design	Technical Skills	Hardware	19	5,046	0.414%	616	0.433%	0.019%	4.654%
1278	Hardware Testing	Technical Skills	Hardware	4	1,594	0.131%	70	0.049%	-0.082%	-62.353%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	587	0.048%	92	0.065%	0.017%	34.360%
492	Helpdesk or call center	Technical Skills	Business applications	2	128,761	10.559%	9,040	6.355%	-4.204%	-39.813%
114	IBM databases	Technical Skills	Information mgmt	2	25,161	2.063%	4,347	3.056%	0.993%	48.109%
121	IBM operating systems	Technical Skills	Business applications	4	27,000	2.214%	3,007	2.114%	-0.100%	-4.525%
898	Image capture devices	Technical Skills	Hardware	8	5,017	0.411%	891	0.626%	0.215%	52.249%
524	Industrial control software	Technical Skills	Business applications	3	3,770	0.309%	438	0.308%	-0.001%	-0.401%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	12,436	1.020%	2,119	1.490%	0.470%	46.073%
899	Infrared	Technical Skills	Hardware	1	2,860	0.235%	67	0.047%	-0.187%	-79.917%
1180	Installation	Technical Skills	Software development	1	101,560	8.328%	13,988	9.833%	1.505%	18.074%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	147	0.012%	13	0.009%	-0.003%	-24.186%
536	Internet browser software	Technical Skills	Business applications	4	5,903	0.484%	931	0.654%	0.170%	35.207%
541	Inventory management software	Technical Skills	Business applications	3	5,509	0.452%	831	0.584%	0.132%	29.315%
73	IT Architecture/Standards	Technical Skills	Hardware	2	14,364	1.178%	1,770	1.244%	0.066%	5.638%
1357	Java ME	Technical Skills	Mobile Platforms	2	390	0.032%	4	0.003%	-0.029%	-91.207%
1035	Kernel	Technical Skills	Network	1	4,206	0.345%	290	0.204%	-0.141%	-40.892%
907	Lasers	Technical Skills	Hardware	1	294	0.024%	12	0.008%	-0.016%	-65.009%
1038	License management software	Technical Skills	Network	1	684	0.056%	165	0.116%	0.060%	106.799%
1361	LinkedIn	Technical Skills	Social Networking	1	10,849	0.890%	1,672	1.175%	0.286%	32.120%
908	Mainframe computers	Technical Skills	Hardware	2	62,380	5.115%	4,021	2.827%	-2.289%	-44.740%
124	Mainframe operating systems	Technical Skills	Business applications	7	18,024	1.478%	1,989	1.398%	-0.080%	-5.397%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	25,060	2.055%	3,261	2.292%	0.237%	11.555%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	6,686	0.548%	524	0.368%	-0.180%	-32.813%
1281	Medical software	Technical Skills	Business applications	9	10,114	0.829%	1,111	0.781%	-0.048%	-5.830%
115	Microsoft databases	Technical Skills	Information mgmt	5	129,405	10.611%	20,738	14.578%	3.967%	37.384%
119	Microsoft operating systems	Technical Skills	Business applications	4	197,696	16.211%	27,666	19.449%	3.237%	19.969%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	2,483	0.204%	691	0.486%	0.282%	138.574%
625	Multimedia	Technical Skills	Business applications	1	122,898	10.078%	684	0.481%	-9.597%	-95.229%
1362	MySpace	Technical Skills	Social Networking	1	652	0.053%	2	0.001%	-0.052%	-97.370%
74	Network administration	Technical Skills	Hardware	12	114,611	9.398%	11,130	7.824%	-1.574%	-16.749%
1282	Network Administration software	Technical Skills	Network	17	61,291	5.026%	11,031	7.755%	2.729%	54.291%
1283	Network Hardware	Technical Skills	Network	11	44,376	3.639%	6,905	4.854%	1.215%	33.394%
1284	Network Monitoring software	Technical Skills	Network	14	25,295	2.074%	4,577	3.218%	1.143%	55.120%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,384	0.195%	352	0.247%	0.052%	26.578%
1122	Network security	Technical Skills	Security	1	33,681	2.762%	5,908	4.153%	1.391%	50.375%
1285	Network Security software	Technical Skills	Security	34	82,196	6.740%	14,210	9.989%	3.249%	48.206%
1286	Network software	Technical Skills	Network	6	16,560	1.358%	2,817	1.980%	0.622%	45.830%
1287	Network Testing	Technical Skills	Network	11	23,465	1.924%	2,119	1.490%	-0.435%	-22.584%
1065	Novell network software	Technical Skills	Network	2	1,656	0.136%	233	0.164%	0.028%	20.619%
643	Oberon	Technical Skills	Business applications	1	151	0.012%	47	0.033%	0.021%	166.835%
41	Object Oriented Programming	Technical Skills	Software development	5	72,880	5.976%	10,334	7.265%	1.288%	21.557%
1288	Office Applications	Technical Skills	Business applications	13	204,606	16.778%	30,642	21.541%	4.763%	28.387%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	9,523	0.781%	1,321	0.929%	0.148%	18.919%
116	Open-source databases	Technical Skills	Information mgmt	4	33,923	2.782%	4,670	3.283%	0.501%	18.017%
118	Open-source operating systems	Technical Skills	Business applications	8	110,870	9.092%	17,500	12.302%	3.211%	35.315%
56	Operating Systems	Technical Skills	Business applications	3	84,360	6.918%	13,755	9.670%	2.752%	39.780%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	650	0.053%	79	0.056%	0.002%	4.192%
117	Oracle databases	Technical Skills	Information mgmt	1	202,800	16.630%	27,027	19.000%	2.370%	14.249%
1354	Palm OS	Technical Skills	Mobile Platforms	3	279	0.023%	28	0.020%	-0.003%	-13.965%
1289	Physical Tools	Technical Skills	Hardware	1	49	0.004%	2	0.001%	-0.003%	-65.009%
683	Point of sale (POS)	Technical Skills	Business applications	3	6,130	0.503%	1,066	0.749%	0.247%	49.079%
931	Printers	Technical Skills	Hardware	3	12,691	1.041%	2,318	1.630%	0.589%	56.581%
43	Programming	Technical Skills	Software development	1	199,106	16.327%	27,450	19.297%	2.970%	18.190%
700	Provisioning	Technical Skills	Business applications	1	14,350	1.177%	3,230	2.271%	1.094%	92.962%
1258	Rate Control	Technical Skills	Technical applications	1	8	0.001%	0	0.000%	-0.001%	-100.000%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	11,889	0.975%	1,352	0.950%	-0.024%	-2.512%
1077	Remote control software	Technical Skills	Network	2	1,476	0.121%	321	0.226%	0.105%	86.440%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	690	0.057%	112	0.079%	0.022%	39.152%
1262	Robotics	Technical Skills	Hardware	3	2,543	0.209%	280	0.197%	-0.012%	-5.609%
1318	RSA	Technical Skills	Security	1	3,680	0.302%	861	0.605%	0.304%	100.575%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	11,473	0.941%	2,079	1.462%	0.521%	55.345%
44	SDLC	Technical Skills	Software development	7	113,862	9.337%	23,826	16.749%	7.412%	79.388%
1132	Secure shell (SSH)	Technical Skills	Security	1	89	0.007%	12	0.008%	0.001%	15.588%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	13,165	1.080%	2,192	1.541%	0.461%	42.738%
76	Security	Technical Skills	Hardware	4	871,596	71.472%	141,791	99.677%	28.204%	39.462%
1315	Security Clearance	Technical Skills	Misc	2	109,885	9.011%	5,723	4.023%	-4.988%	-55.352%
1135	Security testing software	Technical Skills	Security	1	2,551	0.209%	495	0.348%	0.139%	66.347%
60	Sharepoint Server	Technical Skills	Business applications	1	4,476	0.367%	476	0.335%	-0.032%	-8.833%
1084	Signal generators	Technical Skills	Network	1	232	0.019%	14	0.010%	-0.009%	-48.268%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	8,385	0.688%	1,216	0.855%	0.167%	24.323%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	22,603	1.853%	4,974	3.497%	1.643%	88.652%
1220	Simulation software	Technical Skills	Software development	5	12,725	1.043%	911	0.640%	-0.403%	-38.626%
1366	Social Network	Technical Skills	Social Networking	1	1,947	0.160%	124	0.087%	-0.072%	-45.402%
1358	Social Networking	Technical Skills	Social Networking	1	6,124	0.502%	311	0.219%	-0.284%	-56.464%
42	Software Development	Technical Skills	Software development	2	317,239	26.014%	26,893	18.905%	-7.109%	-27.327%
1291	Software Development software	Technical Skills	Software development	2	1,815	0.149%	306	0.215%	0.066%	44.533%
1309	Software Engineering	Technical Skills	Software development	1	196,280	16.095%	8,323	5.851%	-10.244%	-63.648%
1292	Software Installation	Technical Skills	Software development	4	111,887	9.175%	19,848	13.953%	4.778%	52.075%
1223	Software libraries	Technical Skills	Software development	1	146	0.012%	33	0.023%	0.011%	93.768%
1293	Software Maintenance	Technical Skills	Software development	1	5,104	0.419%	1,266	0.890%	0.471%	112.640%
1294	Software Testing	Technical Skills	Software development	14	93,197	7.642%	17,863	12.557%	4.915%	64.314%
1225	Source code management (SCM)	Technical Skills	Software development	5	25,060	2.055%	4,992	3.509%	1.454%	70.771%
1229	Static analysis software	Technical Skills	Software development	1	355	0.029%	107	0.075%	0.046%	158.391%
772	Statistical analysis software	Technical Skills	Business applications	23	102,669	8.419%	10,900	7.663%	-0.757%	-8.986%
774	Statistical software	Technical Skills	Business applications	1	33,105	2.715%	3,363	2.364%	-0.351%	-12.913%
1230	Stress testing software	Technical Skills	Software development	1	1,916	0.157%	410	0.288%	0.131%	83.447%
122	Sun operating systems	Technical Skills	Business applications	3	39,615	3.249%	4,492	3.158%	-0.091%	-2.792%
939	Surveillance systems	Technical Skills	Hardware	5	12,885	1.057%	743	0.522%	-0.534%	-50.566%
791	Symantec software	Technical Skills	Business applications	1	9,086	0.745%	1,654	1.163%	0.418%	56.057%
1355	Symbian	Technical Skills	Mobile Platforms	1	17	0.001%	0	0.000%	-0.001%	-100.000%
1310	System Administration	Technical Skills	Network	4	74,637	6.120%	9,576	6.732%	0.611%	9.989%
45	System Testing	Technical Skills	Software development	5	17,749	1.455%	3,605	2.534%	1.079%	74.122%
46	Systems Analysis	Technical Skills	Software development	8	91,414	7.496%	15,081	10.602%	3.106%	41.429%
47	Systems Design	Technical Skills	Software development	1	14,433	1.184%	2,040	1.434%	0.251%	21.170%
1233	Systems Evaluation	Technical Skills	Software development	1	378	0.031%	38	0.027%	-0.004%	-13.819%
1234	Systems integration	Technical Skills	Software development	8	81,654	6.696%	7,899	5.553%	-1.143%	-17.069%
75	TCP/IP	Technical Skills	Hardware	3	49,648	4.071%	7,603	5.345%	1.274%	31.282%
1235	Technology Design	Technical Skills	Software development	1	1,550	0.127%	246	0.173%	0.046%	36.058%
1236	Templates	Technical Skills	Software development	1	18,001	1.476%	3,546	2.493%	1.017%	68.874%
1239	Test implementation	Technical Skills	Software development	1	258	0.021%	35	0.025%	0.003%	16.297%
1302	Testing	Technical Skills	Software development	1	286,306	23.478%	54,074	38.013%	14.535%	61.912%
1297	Training software	Technical Skills	Business applications	3	2,011	0.165%	144	0.101%	-0.064%	-38.614%
57	Transaction Processing Systems	Technical Skills	Business applications	4	1,978	0.162%	209	0.147%	-0.015%	-9.418%
1360	Twitter	Technical Skills	Social Networking	1	19,751	1.620%	3,866	2.718%	1.098%	67.801%
123	UNIX operating systems	Technical Skills	Business applications	5	160,351	13.149%	17,425	12.249%	-0.900%	-6.842%
1298	UNIX Shells	Technical Skills	Business applications	4	24,368	1.998%	4,425	3.111%	1.112%	55.673%
48	User-Interface Design	Technical Skills	Software development	2	79,664	6.533%	6,993	4.916%	-1.617%	-24.747%
836	Video creation and editing software	Technical Skills	Business applications	3	1,690	0.139%	123	0.086%	-0.052%	-37.606%
64	Visual Studio	Technical Skills	Software development	1	26,361	2.162%	5,012	3.523%	1.362%	62.994%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,289	0.188%	69	0.049%	-0.139%	-74.158%
77	Voice/Data Telecom	Technical Skills	Hardware	10	144,348	11.837%	14,424	10.140%	-1.697%	-14.336%
1299	Web Application Server	Technical Skills	Business applications	8	46,749	3.834%	6,129	4.309%	0.475%	12.393%
1248	Web platform development software	Technical Skills	Software development	5	2,867	0.235%	185	0.130%	-0.105%	-44.682%
65	web programmer	Technical Skills	Software development	4	57,020	4.676%	999	0.702%	-3.973%	-84.980%
58	Web servers	Technical Skills	Business applications	6	60,845	4.989%	9,023	6.343%	1.354%	27.130%
49	Web-based Application Development	Technical Skills	Software development	2	43,033	3.529%	6,609	4.646%	1.117%	31.660%
1356	Windows CE	Technical Skills	Mobile Platforms	4	3,705	0.304%	426	0.299%	-0.004%	-1.431%
1102	Wireless	Technical Skills	Network	5	38,659	3.170%	6,180	4.344%	1.174%	37.044%
1363	YouTube	Technical Skills	Social Networking	2	566	0.046%	271	0.191%	0.144%	310.463%
79	.NET	Programming Skills	Current	1	123,508	10.128%	14,351	10.089%	-0.039%	-0.389%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	30	0.002%	1	0.001%	-0.002%	-71.424%
209	A programming language (APL)	Programming Skills	Legacy	2	1,404	0.115%	140	0.098%	-0.017%	-14.517%
99	Ada	Programming Skills	Legacy	1	3,580	0.294%	540	0.380%	0.086%	29.310%
80	AJAX	Programming Skills	Current	1	40,634	3.332%	5,501	3.867%	0.535%	16.057%
192	Apple AppleScript	Programming Skills	Current	1	112	0.009%	18	0.013%	0.003%	37.777%
81	ASP	Programming Skills	Current	2	65,090	5.337%	8,472	5.956%	0.618%	11.582%
108	Assembly	Programming Skills	Legacy	2	1,463	0.120%	53	0.037%	-0.083%	-68.943%
211	AWK	Programming Skills	Legacy	1	1,246	0.102%	259	0.182%	0.080%	78.198%
212	B	Programming Skills	Legacy	1	15,515	1.272%	1,889	1.328%	0.056%	4.376%
83	C#	Programming Skills	Current	2	106,151	8.705%	11,998	8.434%	-0.270%	-3.104%
82	C/C++	Programming Skills	Current	3	131,520	10.785%	11,034	7.757%	-3.028%	-28.078%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	51,962	4.261%	9,892	6.954%	2.693%	63.200%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	270	0.022%	41	0.029%	0.007%	30.179%
84	CGI	Programming Skills	Current	2	8,379	0.687%	3,338	2.347%	1.659%	241.519%
217	Clipper	Programming Skills	Legacy	1	114	0.009%	13	0.009%	-0.000%	-2.240%
218	CLU	Programming Skills	Legacy	1	135	0.011%	8	0.006%	-0.005%	-49.198%
100	Cobol	Programming Skills	Legacy	1	8,292	0.680%	1,398	0.983%	0.303%	44.534%
85	ColdFusion	Programming Skills	Current	2	6,619	0.543%	593	0.417%	-0.126%	-23.196%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	126	0.010%	18	0.013%	0.002%	22.468%
195	Component object model (COM)	Programming Skills	Current	1	48	0.004%	5	0.004%	-0.000%	-10.700%
125	Database programming	Programming Skills	Current	3	18,013	1.477%	2,412	1.696%	0.218%	14.792%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	880	0.072%	41	0.029%	-0.043%	-60.059%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	3,858	0.316%	463	0.325%	0.009%	2.882%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	1,630	0.134%	329	0.231%	0.098%	73.033%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	7,811	0.641%	829	0.583%	-0.058%	-9.015%
109	Forth	Programming Skills	Legacy	1	3,772	0.309%	704	0.495%	0.186%	60.001%
102	Fortran	Programming Skills	Legacy	1	821	0.067%	63	0.044%	-0.023%	-34.216%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	178,963	14.675%	15,100	10.615%	-4.060%	-27.667%
222	J	Programming Skills	Legacy	1	4,902	0.402%	456	0.321%	-0.081%	-20.253%
87	Java/J2EE/J2P	Programming Skills	Current	4	185,103	15.179%	23,783	16.719%	1.540%	10.147%
97	JavaScript	Programming Skills	Current	3	77,209	6.331%	13,915	9.782%	3.451%	54.503%
89	JavaServer Faces	Programming Skills	Current	3	7,587	0.622%	939	0.660%	0.038%	6.100%
88	JavaServer Pages	Programming Skills	Current	3	30,270	2.482%	3,293	2.315%	-0.167%	-6.739%
223	Job control language (JCL)	Programming Skills	Legacy	2	7,214	0.592%	857	0.602%	0.011%	1.842%
126	LAMP	Programming Skills	Current	1	8,757	0.718%	815	0.573%	-0.145%	-20.215%
104	Lisp	Programming Skills	Legacy	1	453	0.037%	36	0.025%	-0.012%	-31.872%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	374	0.031%	59	0.041%	0.011%	35.239%
201	Microsoft ActiveX	Programming Skills	Current	1	913	0.075%	92	0.065%	-0.010%	-13.615%
107	Pascal	Programming Skills	Legacy	1	375	0.031%	26	0.018%	-0.012%	-40.562%
90	Perl	Programming Skills	Current	1	44,586	3.656%	6,304	4.432%	0.775%	21.210%
91	PHP	Programming Skills	Current	1	29,915	2.453%	3,835	2.696%	0.243%	9.900%
103	PL/1	Programming Skills	Legacy	3	134	0.011%	27	0.019%	0.008%	72.735%
105	Prolog	Programming Skills	Legacy	1	578	0.047%	67	0.047%	-0.000%	-0.627%
95	Python	Programming Skills	Current	1	20,596	1.689%	4,396	3.090%	1.401%	82.977%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	10,970	0.900%	3,155	2.218%	1.318%	146.555%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	191	0.016%	49	0.034%	0.019%	119.930%
206	Scripting languages	Programming Skills	Current	1	11,294	0.926%	2,243	1.577%	0.651%	70.256%
101	Smalltalk	Programming Skills	Legacy	1	160	0.013%	8	0.006%	-0.007%	-57.136%
92	SQL	Programming Skills	Current	3	286,373	23.483%	43,992	30.926%	7.443%	31.693%
110	TCL	Programming Skills	Legacy	1	1,699	0.139%	199	0.140%	0.001%	0.411%
98	Unified Modeling Language	Programming Skills	Current	2	24,528	2.011%	2,806	1.973%	-0.039%	-1.928%
93	Visual Basic	Programming Skills	Current	6	60,334	4.947%	7,989	5.616%	0.669%	13.515%
207	Web service definition language (WSDL)	Programming Skills	Current	2	5,864	0.481%	1,070	0.752%	0.271%	56.427%
94	XML	Programming Skills	Current	2	94,894	7.781%	13,695	9.627%	1.846%	23.721%
1342	Computer Science	Majors	Computer Science	2	376,209	30.850%	64,522	45.358%	14.508%	47.028%
1344	Information Technology	Majors	Information Technology	3	1,219,485	100.000%	142,251	100.000%	0.000%	0.000%
1343	Management Information Systems	Majors	Management Information Systems	9	224,061	18.373%	37,394	26.287%	7.914%	43.073%

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