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Skill Frequencies: April, 2007 through 2021-02-11

All Degrees

All Degree Programs

2021-02-11Jobs Found:5,431,482Click on column headings to sort
Skill IDSkill NamePrimary CategorySecondary CategoryNumber of SynonymsOccurrencesFrequencyLast 2 years OccurrencesLast 2 years FrequencyLast 2 years Growth/DeclineMovement
252Analytical ThinkingSoft SkillsProblem-solving skills1 19,2700.355% 5,8730.735% 0.380%107.230%
2Attention to DetailsSoft SkillsProblem-solving skills2 19,9760.368% 3,9290.492% 0.124%33.736%
8Conflict ResolutionSoft SkillsInterpersonal skills1 33,4300.615% 7,5150.941% 0.325%52.851%
231CooperationSoft SkillsInterpersonal skills1 46,4080.854% 9,2491.158% 0.303%35.512%
1428Creative ThinkingSoft SkillsProblem-solving skills1 25,9790.478% 6,4050.802% 0.324%67.637%
3CreativitySoft SkillsProblem-solving skills4 181,2033.336% 42,7775.355% 2.019%60.516%
4Critical thinkingSoft SkillsProblem-solving skills3 93,0111.712% 30,7493.849% 2.137%124.787%
1300FlexibilitySoft SkillsWork ethic1 249,1114.586% 50,3746.306% 1.720%37.495%
232IndependenceSoft SkillsInterpersonal skills1 32,1010.591% 8,4911.063% 0.472%79.852%
13Initiative/Motivation to workSoft SkillsWork ethic5 683,11212.577% 136,60517.101% 4.524%35.972%
256InnovationSoft SkillsProblem-solving skills1 482,4418.882% 135,59816.975% 8.093%91.110%
14Integrity/Honesty/EthicsSoft SkillsWork ethic4 565,09310.404% 128,24916.055% 5.651%54.315%
1422InternshipSoft SkillsWork ethic3 137,6102.534% 36,3854.555% 2.021%79.782%
9Interpersonal RelationshipsSoft SkillsInterpersonal skills1 4,2670.079% 1,6260.204% 0.125%159.103%
257Judgment and Decision MakingSoft SkillsProblem-solving skills2 399,6077.357% 98,96612.389% 5.032%68.394%
10LeadershipSoft SkillsInterpersonal skills1 1,175,73221.647% 230,23228.822% 7.175%33.147%
258LearningSoft SkillsProblem-solving skills1 536,2049.872% 149,13518.670% 8.797%89.114%
1Learning AbilitySoft SkillsProblem-solving skills3 102,8571.894% 23,8402.984% 1.091%57.597%
236ListeningSoft SkillsLanguage skills1 118,0882.174% 19,9972.503% 0.329%15.142%
260MathematicsSoft SkillsProblem-solving skills3 325,5055.993% 83,03510.395% 4.402%73.451%
261MemorizationSoft SkillsProblem-solving skills2 3550.007% 780.010% 0.003%49.397%
18Negotiation SkillsSoft SkillsLanguage skills1 46,8560.863% 6,1930.775% -0.087%-10.131%
262OptimizationSoft SkillsProblem-solving skills1 271,5655.000% 49,7336.226% 1.226%24.522%
19Oral CommunicationsSoft SkillsLanguage skills5 90,6231.668% 18,3812.301% 0.633%37.913%
273PersistenceSoft SkillsWork ethic1 19,9340.367% 3,5670.447% 0.080%21.670%
239PersuasionSoft SkillsLanguage skills1 9,3090.171% 2,3080.289% 0.118%68.580%
1301Physical SkillSoft SkillsWork ethic2 11,2470.207% 5,3190.666% 0.459%221.564%
240PresentationsSoft SkillsLanguage skills1 274,1045.047% 59,2977.423% 2.377%47.093%
265Problem Solving SkillsSoft SkillsProblem-solving skills3 970,65617.871% 184,64623.115% 5.244%29.345%
20Questioning skillsSoft SkillsLanguage skills1 1,7110.032% 4340.054% 0.023%72.470%
241Reading ComprehensionSoft SkillsLanguage skills1 1,8980.035% 5720.072% 0.037%104.915%
6Research skillsSoft SkillsProblem-solving skills1 9,9120.182% 2,1310.267% 0.084%46.183%
15ResponsibilitySoft SkillsWork ethic2 527,9179.720% 106,03213.274% 3.554%36.567%
234Self ControlSoft SkillsInterpersonal skills1 8120.015% 3200.040% 0.025%167.959%
11Self-esteemSoft SkillsInterpersonal skills1 1,2180.022% 6320.079% 0.057%252.813%
16Self-managementSoft SkillsWork ethic1 7,3350.135% 2,1060.264% 0.129%95.224%
250Stress ToleranceSoft SkillsPhysical skills1 1,7690.033% 9700.121% 0.089%272.836%
12TeamworkSoft SkillsInterpersonal skills1 237,6574.376% 53,3146.674% 2.299%52.533%
17Time ManagementSoft SkillsWork ethic2 195,9183.607% 41,7775.230% 1.623%44.990%
268VisualizationSoft SkillsProblem-solving skills1 84,2701.552% 31,7693.977% 2.426%156.333%
7Working under pressureSoft SkillsProblem-solving skills1 3,5380.065% 1,1520.144% 0.079%121.396%
21Written CommunicationsSoft SkillsLanguage skills5 806,14314.842% 141,71217.740% 2.898%19.528%
172Account managementBusiness SkillsManagement skills1 63,1771.163% 8,8221.104% -0.059%-5.053%
22AccountingBusiness SkillsBusiness processes4 584,85310.768% 62,0377.766% -3.002%-27.876%
1263Accounting softwareBusiness SkillsBusiness processes8 69,5251.280% 6,0130.753% -0.527%-41.194%
174AdministrationBusiness SkillsManagement skills3 1,264,66823.284% 184,16123.054% -0.230%-0.986%
1313AnalystBusiness SkillsProject management1 880,05716.203% 128,32116.064% -0.139%-0.857%
175Application managementBusiness SkillsManagement skills5 363,8896.700% 58,9797.383% 0.684%10.205%
150Asset managementBusiness SkillsBusiness processes1 77,8721.434% 14,6721.837% 0.403%28.110%
151AuditingBusiness SkillsBusiness processes5 325,2075.987% 59,1737.408% 1.420%23.719%
1264Auditing softwareBusiness SkillsBusiness processes1 2290.004% 80.001% -0.003%-76.246%
152BillingBusiness SkillsBusiness processes1 138,2532.545% 17,2282.157% -0.389%-15.271%
153Bills of LadingBusiness SkillsBusiness processes1 2640.005% 1450.018% 0.013%273.455%
1314Business AnalystBusiness SkillsProject management1 307,2715.657% 31,9824.004% -1.654%-29.229%
35Business IntelligenceBusiness SkillsStrategy skills1 219,7414.046% 29,3843.678% -0.367%-9.077%
155Business performance management (BPM)Business SkillsBusiness processes2 30,4930.561% 2,9290.367% -0.195%-34.688%
23Business Process Design/Re-engineeringBusiness SkillsBusiness processes3 109,6992.020% 3,1160.390% -1.630%-80.686%
36Business StrategyBusiness SkillsStrategy skills3 1,072,41419.744% 224,40028.092% 8.347%42.277%
182Calendar and schedulingBusiness SkillsProject management3 220,5764.061% 41,6505.214% 1.153%28.390%
156Capacity planningBusiness SkillsBusiness processes1 98,1851.808% 10,1961.276% -0.531%-29.391%
28Change ManagementBusiness SkillsManagement skills1 220,6714.063% 40,5455.076% 1.013%24.930%
183Content workflowBusiness SkillsProject management1 1870.003% 180.002% -0.001%-34.551%
24Contracting and legalBusiness SkillsBusiness processes2 377,8796.957% 72,2449.044% 2.087%29.994%
176CoordinationBusiness SkillsManagement skills1 274,8285.060% 62,4487.818% 2.758%54.501%
157Cost accountingBusiness SkillsBusiness processes1 8,3310.153% 1,4070.176% 0.023%14.834%
158Cost estimationBusiness SkillsBusiness processes1 4,2180.078% 8100.101% 0.024%30.573%
1312Customer SupportBusiness SkillsBusiness processes6 1,019,40018.768% 162,12120.295% 1.527%8.136%
1339EducationBusiness SkillsIndustry Segment1 60,7451.118% 18,1662.274% 1.156%103.340%
1333EnergyBusiness SkillsIndustry Segment1 272,2005.012% 49,3366.176% 1.165%23.240%
1340EntertainmentBusiness SkillsIndustry Segment1 250,0134.603% 14,2761.787% -2.816%-61.174%
1319EnvironmentalBusiness SkillsEnvironmental16 228,2344.202% 44,4545.565% 1.363%32.436%
1320Environmental StrategyBusiness SkillsEnvironmental12 63,6281.171% 28,8093.606% 2.435%207.861%
161FinancialBusiness SkillsBusiness processes2 1,445,40426.612% 332,68541.648% 15.036%56.501%
1275Financial Analysis softwareBusiness SkillsBusiness processes8 6,4550.119% 9280.116% -0.003%-2.248%
1332Health CareBusiness SkillsIndustry Segment2 852,57915.697% 119,69314.984% -0.713%-4.543%
1341HospitalityBusiness SkillsIndustry Segment4 475,5158.755% 127,59215.973% 7.218%82.446%
177Human resourcesBusiness SkillsManagement skills2 402,9487.419% 53,7966.735% -0.684%-9.223%
1336InsuranceBusiness SkillsIndustry Segment1 29,7370.547% 3,9150.490% -0.057%-10.482%
1316Managing/SupervisionBusiness SkillsManagement skills6 3,033,79755.856% 430,09653.842% -2.014%-3.605%
1334ManufacturingBusiness SkillsIndustry Segment2 445,2608.198% 55,2556.917% -1.281%-15.621%
26MarketingBusiness SkillsBusiness processes1 635,52411.701% 74,3399.306% -2.395%-20.465%
185MonitoringBusiness SkillsProject management1 625,64011.519% 130,07416.283% 4.765%41.364%
179NegotiationBusiness SkillsManagement skills1 185,7633.420% 32,0864.017% 0.597%17.444%
163Operation and ControlBusiness SkillsBusiness processes3 3,9600.073% 1,0280.129% 0.056%76.511%
29Outsourcing ManagementBusiness SkillsManagement skills3 162,9253.000% 7,8770.986% -2.014%-67.126%
167ProcurementBusiness SkillsBusiness processes1 156,2642.877% 25,2073.156% 0.279%9.682%
1290Project Management softwareBusiness SkillsProject management3 129,9782.393% 12,8701.611% -0.782%-32.674%
33Project Management/Planning/Budgeting/SchedulingBusiness SkillsProject management6 924,55417.022% 140,95117.645% 0.623%3.660%
168QualityBusiness SkillsBusiness processes1 1,606,57529.579% 302,91037.920% 8.341%28.200%
1337Real EstateBusiness SkillsIndustry Segment2 201,1053.703% 8,5541.071% -2.632%-71.079%
1335RetailBusiness SkillsIndustry Segment2 993,73518.296% 107,77313.492% -4.804%-26.258%
34Risk ManagementBusiness SkillsProject management1 186,6103.436% 48,6306.088% 2.652%77.192%
169Service OrientationBusiness SkillsBusiness processes1 37,8180.696% 6,5410.819% 0.123%17.603%
27Supply Chain ManagementBusiness SkillsBusiness processes3 202,9763.737% 28,1813.528% -0.209%-5.597%
1295Supply Chain Management softwareBusiness SkillsBusiness processes4 12,6720.233% 1,2900.161% -0.072%-30.782%
178TeachingBusiness SkillsManagement skills7 345,4096.359% 47,4855.944% -0.415%-6.525%
190TimekeepingBusiness SkillsProject management3 138,3332.547% 17,4382.183% -0.364%-14.287%
1296Timekeeping softwareBusiness SkillsProject management1 6,5640.121% 1,3660.171% 0.050%41.500%
171Total quality management (TQM)Business SkillsBusiness processes2 5,4500.100% 5850.073% -0.027%-27.015%
180TroubleshootingBusiness SkillsManagement skills1 677,94012.482% 118,78014.870% 2.388%19.131%
181VerificationBusiness SkillsManagement skills1 324,4555.974% 49,8696.243% 0.269%4.508%
1338Waste ManagementBusiness SkillsIndustry Segment1 5,0890.094% 5440.068% -0.026%-27.316%
191WorkflowBusiness SkillsProject management1 232,6224.283% 42,7155.347% 1.064%24.854%
31Working GloballyBusiness SkillsManagement skills3 25,0880.462% 9350.117% -0.345%-74.659%
32Working with Virtual TeamsBusiness SkillsManagement skills2 9,8640.182% 1,8100.227% 0.045%24.767%
514GLTechnical SkillsSoftware development3 6,6240.122% 5900.074% -0.048%-39.437%
1510Access ControlTechnical SkillsSecurity1 53,4560.984% 11,0071.378% 0.394%40.006%
987Access servers & softwareTechnical SkillsNetwork10 156,1562.875% 21,1922.653% -0.222%-7.724%
38Agile Development MethodsTechnical SkillsSoftware development13 358,8776.607% 88,15711.036% 4.429%67.027%
304Algorithmic softwareTechnical SkillsBusiness applications1 1310.002% 170.002% -0.000%-11.763%
1546AlienvaultTechnical SkillsSecurity1 3710.007% 1880.024% 0.017%244.555%
1253Analytical or scientific softwareTechnical SkillsTechnical applications2 5,8870.108% 1,1480.144% 0.035%32.593%
1352AndroidTechnical SkillsMobile Platforms3 95,3421.755% 17,7682.224% 0.469%26.715%
1351Apple iOSTechnical SkillsMobile Platforms6 63,4571.168% 7,1390.894% -0.275%-23.505%
120Apple operating systemsTechnical SkillsBusiness applications6 141,1802.599% 24,1473.023% 0.424%16.296%
865Application-specific integrated circuit (ASIC) logic synthesis softwareTechnical SkillsHardware1 45,0870.830% 1,4010.175% -0.655%-78.872%
1543ArcSightTechnical SkillsSecurity1 8,3480.154% 1,2580.157% 0.004%2.464%
1423Artificial IntelligenceTechnical SkillsInformation mgmt5 145,5852.680% 61,0867.647% 4.967%185.298%
1432Attribute-Based Access ControlTechnical SkillsSecurity2 6320.012% 2000.025% 0.013%115.173%
1145Automatic test program generation (ATPG)Technical SkillsSoftware development1 2330.004% 490.006% 0.002%42.993%
1265Backup & RecoveryTechnical SkillsTechnical applications16 385,7397.102% 51,5756.456% -0.645%-9.088%
1386BiometricTechnical SkillsInformation mgmt2 13,9490.257% 2,6050.326% 0.069%26.981%
1353BlackberryTechnical SkillsMobile Platforms2 36,6920.676% 1,0780.135% -0.541%-80.023%
336Borland DelphiTechnical SkillsBusiness applications1 6,8350.126% 4960.062% -0.064%-50.658%
337Borland JBuilderTechnical SkillsBusiness applications1 4,1890.077% 190.002% -0.075%-96.916%
338Borland ParadoxTechnical SkillsBusiness applications1 4360.008% 570.007% -0.001%-11.108%
1436Bring Your Own DevicesTechnical SkillsSecurity1 1,5710.029% 5760.072% 0.043%149.299%
72Business Continuity PlanningTechnical SkillsHardware2 83,7621.542% 11,1341.394% -0.148%-9.619%
352Cadence OpusTechnical SkillsBusiness applications1 2,2180.041% 1020.013% -0.028%-68.731%
868CalculatorsTechnical SkillsHardware1 4,8640.090% 9180.115% 0.025%28.329%
39CASE ToolsTechnical SkillsSoftware development1 301,5055.551% 46,7855.857% 0.306%5.508%
367Categorization or classification softwareTechnical SkillsBusiness applications1 20,4550.377% 2,7590.345% -0.031%-8.288%
1469CCPATechnical SkillsSecurity1 1,6170.030% 1,5650.196% 0.166%558.080%
1478Center for Internet SecurityTechnical SkillsSecurity1 99,7201.836% 22,7362.846% 1.010%55.027%
1441Certificate managementTechnical SkillsSecurity1 2,8880.053% 8320.104% 0.051%95.885%
112CertificationTechnical SkillsMisc3 1,045,27319.245% 213,79526.764% 7.519%39.073%
78CiscoTechnical SkillsHardware1 372,6356.861% 32,2414.036% -2.825%-41.170%
1009Cisco Systems IOSTechnical SkillsNetwork1 100,3511.848% 19,2132.405% 0.558%30.181%
40Client-ServerTechnical SkillsSoftware development1 97,6021.797% 5,0860.637% -1.160%-64.568%
1437Cloud Access Security BrokerTechnical SkillsSecurity1 9700.018% 6600.083% 0.065%362.644%
1438Cloud Configuration ManagementTechnical SkillsSecurity1 4,7400.087% 7440.093% 0.006%6.726%
1445Cloud MigrationTechnical SkillsSecurity1 3,4860.064% 2,4100.302% 0.238%370.072%
1455cloud securityTechnical SkillsSecurity1 9,4860.175% 5,4460.682% 0.507%290.363%
1456Cloud Security Posture ManagementTechnical SkillsSecurity1 2540.005% 1160.015% 0.010%210.526%
1486Cloud ServicesTechnical SkillsSecurity1 50,7590.935% 22,7712.851% 1.916%205.031%
1011Cluster server softwareTechnical SkillsNetwork9 76,7671.413% 9,6481.208% -0.206%-14.545%
1147CMAKETechnical SkillsSoftware development1 1,7790.033% 8570.107% 0.075%227.551%
1151Compatibility testingTechnical SkillsSoftware development1 2,2840.042% 2780.035% -0.007%-17.240%
1152CompilersTechnical SkillsSoftware development5 55,1671.016% 11,7371.469% 0.454%44.661%
1255Compliance softwareTechnical SkillsTechnical applications4 30,9870.571% 6,2010.776% 0.206%36.068%
385Computer aided design (CAD)Technical SkillsBusiness applications12 90,1081.659% 9,6921.213% -0.446%-26.865%
386Computer aided manufacturing (CAM)Technical SkillsBusiness applications3 8,4910.156% 1,1900.149% -0.007%-4.707%
875Computer diagnosticsTechnical SkillsHardware5 228,4174.205% 45,6185.711% 1.505%35.794%
1107Computer forensicsTechnical SkillsSecurity1 11,3240.208% 1,5220.191% -0.018%-8.612%
1266Computer HardwareTechnical SkillsHardware15 130,0972.395% 27,2573.412% 1.017%42.457%
390Computer Numerical Control (CNC)Technical SkillsBusiness applications2 38,0780.701% 3920.049% -0.652%-93.000%
1015Computer serversTechnical SkillsNetwork6 447,9548.247% 56,9217.126% -1.122%-13.600%
1267Computer UtilitiesTechnical SkillsMisc2 3,5180.065% 6210.078% 0.013%20.025%
1447Configuration Management DatabaseTechnical SkillsSecurity1 10,8000.199% 2,2340.280% 0.081%40.648%
1448Container securityTechnical SkillsSecurity1 3210.006% 2550.032% 0.026%440.144%
1449ContainersTechnical SkillsSecurity1 49,4090.910% 20,0382.508% 1.599%175.755%
59Content ManagerTechnical SkillsBusiness applications1 5,5130.102% 3950.049% -0.052%-51.283%
1439Continuous Diagnostics and MitigationTechnical SkillsSecurity1 3,6910.068% 1,2860.161% 0.093%136.903%
1396Continuous ImprovementTechnical SkillsSoftware development1 131,3972.419% 46,0655.767% 3.348%138.375%
1443Continuous Integration Continuous DeploymentTechnical SkillsSecurity3 128,1392.359% 48,6156.086% 3.727%157.966%
1453Control PlaneTechnical SkillsSecurity1 1,5290.028% 4950.062% 0.034%120.126%
878ControllersTechnical SkillsHardware3 37,7620.695% 6,7740.848% 0.153%21.973%
1454Crown JewelsTechnical SkillsSecurity1 2440.004% 530.007% 0.002%47.693%
406Customer Acquisition Management (CAM)Technical SkillsBusiness applications1 6,3790.117% 1,1760.147% 0.030%25.351%
407Customer information control system (CICS)Technical SkillsBusiness applications2 17,5480.323% 1,3750.172% -0.151%-46.722%
53Customer Relationship ManagementTechnical SkillsBusiness applications9 307,5875.663% 32,9854.129% -1.534%-27.084%
1368Cyber SecurityTechnical SkillsInformation mgmt3 144,8312.667% 63,5857.960% 5.293%198.516%
1479Cybersecurity FrameworkTechnical SkillsSecurity2 5,3310.098% 3,1990.400% 0.302%308.019%
1492Data Access GovernanceTechnical SkillsSecurity1 1,0060.019% 3130.039% 0.021%111.554%
953Data acquisition systemsTechnical SkillsInformation mgmt1 27,6830.510% 5,3860.674% 0.165%32.290%
1434Data classificationTechnical SkillsSecurity1 3,2280.059% 8660.108% 0.049%82.414%
955Data compression softwareTechnical SkillsInformation mgmt1 15,1620.279% 1,4520.182% -0.097%-34.884%
956Data conversion softwareTechnical SkillsInformation mgmt1 21,8780.403% 2,3310.292% -0.111%-27.555%
958Data dictionaryTechnical SkillsInformation mgmt1 12,5140.230% 1,3820.173% -0.057%-24.909%
1495Data discoveryTechnical SkillsSecurity1 4,6790.086% 1,5700.197% 0.110%128.150%
959Data entryTechnical SkillsInformation mgmt1 202,2013.723% 7,9680.997% -2.725%-73.206%
1502Data Loss PreventionTechnical SkillsSecurity1 14,7510.272% 4,3390.543% 0.272%100.006%
962Data mappingTechnical SkillsInformation mgmt1 25,6560.472% 3,2990.413% -0.059%-12.569%
67Data MiningTechnical SkillsInformation mgmt5 132,1132.432% 18,5692.325% -0.108%-4.431%
963Data modelingTechnical SkillsInformation mgmt1 153,2092.821% 18,4012.304% -0.517%-18.336%
1496Data retentionTechnical SkillsSecurity1 3,6650.067% 6270.078% 0.011%16.324%
1494Data taggingTechnical SkillsSecurity1 4040.007% 1660.021% 0.013%179.384%
68Data WarehousingTechnical SkillsInformation mgmt2 230,0264.235% 25,1233.145% -1.090%-25.738%
69Database AdministrationTechnical SkillsInformation mgmt12 295,5185.441% 31,3213.921% -1.520%-27.935%
969Database design softwareTechnical SkillsInformation mgmt16 234,3324.314% 23,3552.924% -1.391%-32.232%
1268Database ReportingTechnical SkillsInformation mgmt3 66,3841.222% 4,1080.514% -0.708%-57.923%
1373Database SecurityTechnical SkillsInformation mgmt1 1,2170.022% 2170.027% 0.005%21.239%
1269Database SecurityTechnical SkillsInformation mgmt2 8810.016% 1610.020% 0.004%24.258%
1270Database ServersTechnical SkillsInformation mgmt3 53,8290.991% 1,9080.239% -0.752%-75.899%
1271Database TestingTechnical SkillsInformation mgmt1 4,1250.076% 5150.064% -0.011%-15.110%
1160DebuggingTechnical SkillsSoftware development7 344,0626.335% 55,1956.910% 0.575%9.078%
1385DecryptionTechnical SkillsInformation mgmt2 1,7720.033% 3180.040% 0.007%22.022%
1256Desktop partitioning softwareTechnical SkillsTechnical applications1 18,2910.337% 1,1960.150% -0.187%-55.540%
418Desktop publishing softwareTechnical SkillsBusiness applications13 88,7501.634% 25,4813.190% 1.556%95.219%
1272Development EnvironmentTechnical SkillsSoftware development13 235,0224.327% 41,7835.231% 0.904%20.883%
1498Device ManagementTechnical SkillsSecurity1 11,1050.204% 3,1660.396% 0.192%93.850%
1273Digital ImagingTechnical SkillsHardware1 2,2860.042% 1520.019% -0.023%-54.789%
883Digital Signal Processor (DSP)Technical SkillsHardware2 14,7330.271% 2,2700.284% 0.013%4.763%
1446Digital TransformationTechnical SkillsSecurity1 24,4450.450% 19,7842.477% 2.027%450.299%
1472DISATechnical SkillsSecurity1 18,9040.348% 6,6000.826% 0.478%137.391%
423Disk operating system (DOS)Technical SkillsBusiness applications1 13,4760.248% 1,5810.198% -0.050%-20.229%
1497Distributed Denial of ServiceTechnical SkillsSecurity1 3,8650.071% 1,0150.127% 0.056%78.563%
1504DMZTechnical SkillsNetwork1 8,2580.152% 7720.097% -0.055%-36.435%
1451DockerTechnical SkillsSecurity1 46,4860.856% 28,5343.572% 2.716%317.364%
1307Doctor of PhilosophyTechnical SkillsMisc3 243,8164.489% 45,5715.705% 1.216%27.087%
973Document management softwareTechnical SkillsInformation mgmt4 47,4630.874% 7,9180.991% 0.117%13.432%
1020Domain name system (DNS)Technical SkillsNetwork3 152,9152.815% 21,4042.679% -0.136%-4.826%
61DreamweaverTechnical SkillsSoftware development1 21,1890.390% 7440.093% -0.297%-76.125%
54DSS/GDSSTechnical SkillsBusiness applications5 57,9661.067% 6,4500.807% -0.260%-24.341%
425Dynamic modeling softwareTechnical SkillsBusiness applications1 1960.004% 290.004% 0.000%0.604%
62EclipseTechnical SkillsSoftware development1 89,0211.639% 6,8270.855% -0.784%-47.855%
1308Electronic CommerceTechnical SkillsBusiness applications2 202,0893.721% 17,4552.185% -1.536%-41.271%
70Electronic Data InterchangeTechnical SkillsInformation mgmt2 40,8890.753% 4,2290.529% -0.223%-29.676%
1023Electronic mail softwareTechnical SkillsNetwork8 76,6791.412% 9,9791.249% -0.163%-11.512%
1384EncryptionTechnical SkillsInformation mgmt1 4710.009% 2070.026% 0.017%198.830%
1507EndpointTechnical SkillsSecurity1 21,3260.393% 8,2761.036% 0.643%163.867%
55Enterprise Resource PlanningTechnical SkillsBusiness applications5 238,5394.392% 29,1213.646% -0.746%-16.992%
1274Enterprise Resource Planning softwareTechnical SkillsBusiness applications15 285,8095.262% 29,9233.746% -1.516%-28.813%
1321Environmental CertificationTechnical SkillsEnvironmental1 8610.016% 3950.049% 0.034%211.938%
1328Environmental CleanupTechnical SkillsEnvironmental3 1,7160.032% 1580.020% -0.012%-37.394%
1329Environmental EnergyTechnical SkillsEnvironmental25 23,1010.425% 5,3380.668% 0.243%57.117%
1330Environmental Energy ConservationTechnical SkillsEnvironmental12 20,1180.370% 4,8030.601% 0.231%62.331%
1327Environmental PollutionTechnical SkillsEnvironmental24 51,3890.946% 6,7980.851% -0.095%-10.053%
1324Environmental Pollution ControlTechnical SkillsEnvironmental10 10,6290.196% 3,0490.382% 0.186%95.047%
1325Environmental Pollution PreventionTechnical SkillsEnvironmental8 3,8370.071% 1,2410.155% 0.085%119.915%
1326Environmental Product StewardshipTechnical SkillsEnvironmental13 57,5321.059% 4,0660.509% -0.550%-51.946%
1331Environmental ScienceTechnical SkillsEnvironmental2 1,7230.032% 1540.019% -0.012%-39.227%
1322Environmental TechnologyTechnical SkillsEnvironmental2 1,4800.027% 5700.071% 0.044%161.871%
1470EPRITechnical SkillsSecurity1 1900.003% 390.005% 0.001%39.568%
1551ExabeamTechnical SkillsSecurity1 2730.005% 1420.018% 0.013%253.671%
461Expert system softwareTechnical SkillsBusiness applications1 2,0140.037% 4740.059% 0.022%60.027%
1359FacebookTechnical SkillsSocial Networking1 541,2109.964% 13,7971.727% -8.237%-82.666%
463Facilities management softwareTechnical SkillsBusiness applications4 18,3980.339% 4,3730.547% 0.209%61.616%
1476FedRAMPTechnical SkillsSecurity1 4,5610.084% 2,7910.349% 0.265%316.077%
1467FINRATechnical SkillsSecurity1 3,1910.059% 7000.088% 0.029%49.158%
1556FireEyeTechnical SkillsSecurity1 3,5770.066% 1,1000.138% 0.072%109.097%
1464FISMATechnical SkillsSecurity1 19,0820.351% 4,6760.585% 0.234%66.619%
468Flight control softwareTechnical SkillsBusiness applications1 1,6930.031% 3990.050% 0.019%60.247%
1508Flow analysisTechnical SkillsSecurity1 7,2600.134% 1,2560.157% 0.024%17.632%
469Flowchart softwareTechnical SkillsBusiness applications5 14,3070.263% 1,6780.210% -0.053%-20.252%
1367ForensicTechnical SkillsInformation mgmt2 82,9391.527% 11,0241.380% -0.147%-9.624%
1552FortinetTechnical SkillsSecurity1 4,9510.091% 1,4540.182% 0.091%99.685%
1112Fraud DetectionTechnical SkillsSecurity1 32,6850.602% 8,8671.110% 0.508%84.460%
63FrontPageTechnical SkillsSoftware development1 3,4750.064% 450.006% -0.058%-91.195%
475Fund accounting softwareTechnical SkillsBusiness applications1 2,3870.044% 3590.045% 0.001%2.262%
1260GamingTechnical SkillsMisc2 112,8222.077% 18,8922.365% 0.288%13.857%
1468GDPRTechnical SkillsSecurity1 4,5090.083% 3,4210.428% 0.345%415.878%
113Generic databasesTechnical SkillsInformation mgmt2 731,57013.469% 106,47913.330% -0.139%-1.035%
1365Google AppsTechnical SkillsBusiness applications4 16,6410.306% 2,2580.283% -0.024%-7.739%
1364Google PlusTechnical SkillsSocial Networking1 1,5890.029% 1280.016% -0.013%-45.228%
1512GovernanceTechnical SkillsSecurity1 164,7353.033% 46,6275.837% 2.804%92.454%
1276GPS/GIS/Survey softwareTechnical SkillsBusiness applications33 309,4275.697% 45,1385.651% -0.046%-0.812%
484Graphic softwareTechnical SkillsBusiness applications16 402,6497.413% 49,9686.255% -1.158%-15.620%
1176Graphical user interface (GUI)Technical SkillsSoftware development2 78,3091.442% 4,8530.608% -0.834%-57.862%
1323Green ITTechnical SkillsEnvironmental9 14,9880.276% 2,8020.351% 0.075%27.116%
893Guidance systemsTechnical SkillsHardware1 2610.005% 760.010% 0.005%97.992%
1371HackingTechnical SkillsInformation mgmt5 27,1000.499% 6,3170.791% 0.292%58.495%
895Hardware description language (HDL)Technical SkillsHardware2 1,7630.032% 5130.064% 0.032%97.852%
1277Hardware DesignTechnical SkillsHardware21 42,1800.777% 8,6521.083% 0.307%39.471%
1278Hardware TestingTechnical SkillsHardware4 13,3970.247% 2,3480.294% 0.047%19.169%
896Hazardous materials (HAZMAT)Technical SkillsHardware2 3,5600.066% 1,4250.178% 0.113%172.169%
492Helpdesk or call centerTechnical SkillsBusiness applications2 283,2155.214% 33,7044.219% -0.995%-19.083%
1465HIPAATechnical SkillsSecurity1 63,2661.165% 15,0071.879% 0.714%61.286%
1473HITRUSTTechnical SkillsSecurity1 3,5830.066% 1,7320.217% 0.151%228.682%
1377Homeland SecurityTechnical SkillsInformation mgmt1 134,8052.482% 23,3022.917% 0.435%17.533%
1487IaaSTechnical SkillsSecurity1 18,4670.340% 8,2241.030% 0.690%202.804%
114IBM databasesTechnical SkillsInformation mgmt2 112,9072.079% 6,9050.864% -1.214%-58.417%
121IBM operating systemsTechnical SkillsBusiness applications4 86,7371.597% 3,3810.423% -1.174%-73.496%
1513Identity Access ManagementTechnical SkillsSecurity2 39,3020.724% 13,5941.702% 0.978%135.184%
1511Identity Governance and AdministrationTechnical SkillsSecurity1 4050.007% 2300.029% 0.021%286.142%
898Image capture devicesTechnical SkillsHardware9 27,8070.512% 7,0100.878% 0.366%71.411%
524Industrial control softwareTechnical SkillsBusiness applications3 23,3290.430% 5,4840.687% 0.257%59.836%
1485Industrial Control SystemsTechnical SkillsSecurity1 10,5560.194% 2,4360.305% 0.111%56.911%
975Information retrieval or search softwareTechnical SkillsInformation mgmt5 70,8841.305% 11,1991.402% 0.097%7.425%
1375Information SecurityTechnical SkillsInformation mgmt3 225,9364.160% 53,4686.693% 2.534%60.910%
899InfraredTechnical SkillsHardware1 6,5590.121% 9110.114% -0.007%-5.560%
1491Infrastructure as CodeTechnical SkillsSecurity1 9,2920.171% 5,8710.735% 0.564%329.613%
1180InstallationTechnical SkillsSoftware development1 422,6017.781% 62,9367.879% 0.098%1.261%
901Interface definition language (IDL)Technical SkillsHardware1 1,6830.031% 2850.036% 0.005%15.142%
536Internet browser softwareTechnical SkillsBusiness applications4 28,0530.516% 2,7950.350% -0.167%-32.255%
1483Internet of ThingsTechnical SkillsSecurity1 27,2040.501% 14,3171.792% 1.291%257.844%
1578Internet proxyTechnical SkillsSecurity1 7070.013% 650.008% -0.005%-37.487%
1393Intrusion DetectionTechnical SkillsInformation mgmt1 53,2760.981% 8,2411.032% 0.051%5.177%
541Inventory management softwareTechnical SkillsBusiness applications3 33,1570.610% 7,8690.985% 0.375%61.368%
1463ISO 22301Technical SkillsSecurity1 1120.002% 660.008% 0.006%300.682%
1459ISO 27000Technical SkillsSecurity1 3,3770.062% 8170.102% 0.040%64.500%
1460ISO 27001Technical SkillsSecurity1 15,6470.288% 4,9040.614% 0.326%113.105%
1461ISO 27002Technical SkillsSecurity1 1,9670.036% 4550.057% 0.021%57.283%
1414ISO 9000Technical SkillsSoftware development1 7,3000.134% 4500.056% -0.078%-58.086%
73IT Architecture/StandardsTechnical SkillsHardware2 41,3300.761% 6,3410.794% 0.033%4.320%
1515IT Service ManagementTechnical SkillsSecurity1 38,0120.700% 10,7131.341% 0.641%91.631%
1481ITILTechnical SkillsSecurity1 150,1062.764% 29,7673.726% 0.963%34.838%
1357Java METechnical SkillsMobile Platforms2 2,3370.043% 70.001% -0.042%-97.963%
1035KernelTechnical SkillsNetwork1 43,2640.797% 4,0590.508% -0.288%-36.208%
1442Key managementTechnical SkillsSecurity1 11,0010.203% 2,1910.274% 0.072%35.421%
1450KubernetesTechnical SkillsSecurity1 27,6490.509% 21,1402.646% 2.137%419.876%
907LasersTechnical SkillsHardware1 1,6820.031% 3650.046% 0.015%47.551%
1516Least PrivilegeTechnical SkillsSecurity1 1,2400.023% 4990.062% 0.040%173.623%
1038License management softwareTechnical SkillsNetwork1 3,8060.070% 8640.108% 0.038%54.354%
1361LinkedInTechnical SkillsSocial Networking1 51,9290.956% 12,5161.567% 0.611%63.881%
1544LogRhythmTechnical SkillsSecurity1 1,3130.024% 4210.053% 0.029%118.018%
908Mainframe computersTechnical SkillsHardware2 135,6832.498% 8,0641.010% -1.489%-59.589%
124Mainframe operating systemsTechnical SkillsBusiness applications8 65,9411.214% 7,9060.990% -0.224%-18.478%
1280Mass Storage hardware & softwareTechnical SkillsTechnical applications9 103,1871.900% 10,1861.275% -0.625%-32.880%
580Materials requirements planning logistics and supply chain softwareTechnical SkillsBusiness applications7 28,6690.528% 3,1340.392% -0.135%-25.671%
1549McAfee Enterprise SecurityTechnical SkillsSecurity1 1570.003% 780.010% 0.007%237.807%
1281Medical softwareTechnical SkillsBusiness applications9 42,4180.781% 10,2911.288% 0.507%64.961%
1452MesosTechnical SkillsSecurity1 3,0260.056% 1,0250.128% 0.073%130.319%
1517Metadata analysisTechnical SkillsSecurity1 4220.008% 790.010% 0.002%27.288%
1555Micro FocusTechnical SkillsSecurity1 3,1050.057% 8100.101% 0.044%77.377%
1433Micro-segmentationTechnical SkillsSecurity1 3870.007% 2710.034% 0.027%376.138%
115Microsoft databasesTechnical SkillsInformation mgmt5 641,67411.814% 56,9507.129% -4.685%-39.653%
119Microsoft operating systemsTechnical SkillsBusiness applications4 945,26717.403% 108,26413.553% -3.850%-22.124%
1518MITRETechnical SkillsSecurity1 8,1930.151% 1,8630.233% 0.082%54.612%
1350Mobile PlatformsTechnical SkillsMobile Platforms1 24,7450.456% 2,7960.350% -0.106%-23.171%
1581Mobile securityTechnical SkillsSecurity2 3,7210.069% 7640.096% 0.027%39.607%
1431Multi-Factor AuthenticationTechnical SkillsSecurity3 6,3550.117% 2,8590.358% 0.241%205.895%
625MultimediaTechnical SkillsBusiness applications1 154,4372.843% 4,2450.531% -2.312%-81.310%
1362MySpaceTechnical SkillsSocial Networking1 5,4340.100% 410.005% -0.095%-94.870%
1471NERCTechnical SkillsSecurity1 5,6970.105% 1,3260.166% 0.061%58.260%
1548NetWitnessTechnical SkillsSecurity1 8870.016% 2630.033% 0.017%101.607%
1499Network Access ControlTechnical SkillsSecurity2 11,6520.215% 1,8230.228% 0.014%6.380%
74Network administrationTechnical SkillsHardware17 695,95412.813% 237,06929.678% 16.864%131.616%
1282Network Administration softwareTechnical SkillsNetwork18 260,3944.794% 42,6645.341% 0.547%11.405%
1519Network discoveryTechnical SkillsSecurity1 6630.012% 1790.022% 0.010%83.575%
1283Network HardwareTechnical SkillsNetwork11 185,0303.407% 24,0253.008% -0.399%-11.713%
1284Network Monitoring softwareTechnical SkillsNetwork15 129,7102.388% 19,5102.442% 0.054%2.272%
1059Network operation system software (NOS)Technical SkillsNetwork2 6,7870.125% 6930.087% -0.038%-30.573%
1122Network securityTechnical SkillsSecurity1 155,0442.855% 20,2932.540% -0.314%-11.005%
1369Network SecurityTechnical SkillsInformation mgmt1 28,5440.526% 3,2610.408% -0.117%-22.320%
1285Network Security softwareTechnical SkillsSecurity37 379,6706.990% 69,2398.668% 1.678%23.999%
1503Network SegmentationTechnical SkillsNetwork1 1,9310.036% 6100.076% 0.041%114.794%
1286Network softwareTechnical SkillsNetwork6 257,6524.744% 187,65223.491% 18.748%395.215%
1287Network TestingTechnical SkillsNetwork11 81,8811.508% 9,8821.237% -0.270%-17.939%
1521Next Generation FirewallTechnical SkillsSecurity2 1,7440.032% 7780.097% 0.065%203.324%
1458NISTTechnical SkillsSecurity1 53,0250.976% 19,2372.408% 1.432%146.678%
1065Novell network softwareTechnical SkillsNetwork2 5,9170.109% 1330.017% -0.092%-84.716%
643OberonTechnical SkillsBusiness applications1 5630.010% 60.001% -0.010%-92.754%
1413Object Oriented DesignTechnical SkillsSoftware development2 114,1572.102% 7,0030.877% -1.225%-58.288%
41Object Oriented ProgrammingTechnical SkillsSoftware development5 545,88910.050% 51,2746.419% -3.632%-36.134%
1288Office ApplicationsTechnical SkillsBusiness applications13 810,81714.928% 150,02618.781% 3.853%25.811%
71Online Analytical ProcessingTechnical SkillsInformation mgmt2 48,4900.893% 2,7620.346% -0.547%-61.270%
116Open-source databasesTechnical SkillsInformation mgmt4 261,7824.820% 33,0634.139% -0.681%-14.123%
118Open-source operating systemsTechnical SkillsBusiness applications8 759,48013.983% 97,86512.251% -1.732%-12.384%
56Operating SystemsTechnical SkillsBusiness applications3 449,5678.277% 70,9888.887% 0.610%7.366%
1482Operational TechnologyTechnical SkillsSecurity1 10,6130.195% 2,8210.353% 0.158%80.734%
651Optical character recognition (OCR)Technical SkillsBusiness applications3 3,6940.068% 8850.111% 0.043%62.900%
117Oracle databasesTechnical SkillsInformation mgmt1 792,90114.598% 61,1087.650% -6.948%-47.597%
1529Orchestration & AutomationTechnical SkillsSecurity1 6860.013% 3640.046% 0.033%260.788%
1488PaaSTechnical SkillsSecurity1 21,6080.398% 9,2161.154% 0.756%190.003%
1354Palm OSTechnical SkillsMobile Platforms3 3,3950.063% 290.004% -0.059%-94.192%
1522PanoramaTechnical SkillsSecurity1 1,0590.019% 3390.042% 0.023%117.660%
1466Payment Card IndustryTechnical SkillsSecurity1 56,1401.034% 11,7721.474% 0.440%42.578%
1376Penetration TestingTechnical SkillsInformation mgmt5 158,7852.923% 41,7835.231% 2.307%78.922%
1527Personal Healthcare InformationTechnical SkillsSecurity1 5,7620.106% 2,2220.278% 0.172%162.207%
1528Personally Identifiable InformationTechnical SkillsSecurity1 6,2390.115% 2,3300.292% 0.177%153.931%
1289Physical ToolsTechnical SkillsHardware1 4610.008% 1470.018% 0.010%116.816%
683Point of sale (POS)Technical SkillsBusiness applications3 31,9570.588% 6,2810.786% 0.198%33.640%
1525Policy Decision PointTechnical SkillsSecurity1 1,5090.028% 2940.037% 0.009%32.475%
1526Policy Enforcement PointTechnical SkillsSecurity1 1,4040.026% 3300.041% 0.015%59.816%
686PolkaTechnical SkillsBusiness applications1 1,2760.023% 9960.125% 0.101%430.741%
931PrintersTechnical SkillsHardware4 60,6721.117% 17,0472.134% 1.017%91.044%
1430Privileged Account ManagementTechnical SkillsSecurity2 47,4810.874% 1,5440.193% -0.681%-77.889%
43ProgrammingTechnical SkillsSoftware development1 1,239,82122.827% 168,21321.058% -1.769%-7.748%
700ProvisioningTechnical SkillsBusiness applications1 75,3391.387% 14,3991.803% 0.415%29.953%
1545QRadarTechnical SkillsSecurity1 2,5250.046% 8050.101% 0.054%116.775%
1531Quality of ServiceTechnical SkillsSecurity1 44,2030.814% 5,8230.729% -0.085%-10.429%
1405Rapid Application DevelopmentTechnical SkillsSoftware development2 23,2940.429% 1,2540.157% -0.272%-63.396%
1553Rapid7Technical SkillsSecurity1 1,2910.024% 4890.061% 0.037%157.547%
1258Rate ControlTechnical SkillsTechnical applications1 2150.004% 200.003% -0.001%-36.749%
1209Rational Rose XDE DeveloperTechnical SkillsSoftware development4 50,0170.921% 9990.125% -0.796%-86.419%
1077Remote control softwareTechnical SkillsNetwork2 5,9470.109% 1,0480.131% 0.022%19.822%
1214Restructured extended executor (REXX)Technical SkillsSoftware development1 2,8270.052% 2860.036% -0.016%-31.212%
1379Risk AnalysisTechnical SkillsInformation mgmt1 34,7600.640% 6,6450.832% 0.192%29.984%
1262RoboticsTechnical SkillsHardware3 34,3190.632% 13,4351.682% 1.050%166.181%
1532Role-Based Access ControlTechnical SkillsSecurity3 6,1410.113% 1,4960.187% 0.074%65.641%
1318RSATechnical SkillsSecurity1 20,2360.373% 1,7340.217% -0.155%-41.736%
1489SaaSTechnical SkillsSecurity1 105,2451.938% 27,3283.421% 1.483%76.555%
1429SASETechnical SkillsSecurity2 6160.011% 2810.035% 0.024%210.170%
1533SCCMTechnical SkillsSecurity1 24,8330.457% 7,1630.897% 0.440%96.128%
44SDLCTechnical SkillsSoftware development7 604,48911.129% 80,51410.079% -1.050%-9.436%
1500SecOpsTechnical SkillsSecurity2 6,9380.128% 6,0180.753% 0.626%489.783%
1537Secure SDLCTechnical SkillsSecurity1 28,9980.534% 5160.065% -0.469%-87.901%
1132Secure shell (SSH)Technical SkillsSecurity1 4440.008% 490.006% -0.002%-24.961%
1317Secure Sockets Layer (SSL)Technical SkillsSecurity3 62,7421.155% 7,2530.908% -0.247%-21.398%
1569Secure Web GatewayTechnical SkillsSecurity1 9,2150.170% 490.006% -0.164%-96.384%
76SecurityTechnical SkillsHardware4 3,398,22662.565% 327,48940.997% -21.568%-34.473%
1382Security AuditTechnical SkillsInformation mgmt1 5,3010.098% 8620.108% 0.010%10.567%
1315Security ClearanceTechnical SkillsMisc2 461,5478.498% 104,66613.103% 4.605%54.193%
1477Security FrameworksTechnical SkillsSecurity1 10,6420.196% 3,5610.446% 0.250%127.522%
1540Security Information and Event ManagementTechnical SkillsSecurity1 22,2990.411% 7,9490.995% 0.585%142.383%
1584Security Information ManagementTechnical SkillsSecurity1 8,2730.152% 7960.100% -0.053%-34.578%
1567Security Operations CenterTechnical SkillsSecurity1 30,6420.564% 11,4681.436% 0.871%154.475%
1381Security PlanTechnical SkillsInformation mgmt1 5,6360.104% 1,7440.218% 0.115%110.402%
1380Security PolicyTechnical SkillsInformation mgmt2 91,8241.691% 21,1352.646% 0.955%56.502%
1457Security StandardsTechnical SkillsSecurity1 46,9080.864% 11,4691.436% 0.572%66.247%
1135Security testing softwareTechnical SkillsSecurity1 15,5600.286% 3,7620.471% 0.184%64.393%
1550SecuronixTechnical SkillsSecurity1 1710.003% 900.011% 0.008%257.866%
1538SegmentationTechnical SkillsSecurity1 21,1110.389% 6,0290.755% 0.366%94.183%
60Sharepoint ServerTechnical SkillsBusiness applications1 15,3860.283% 5520.069% -0.214%-75.606%
1084Signal generatorsTechnical SkillsNetwork1 1,6780.031% 6930.087% 0.056%180.812%
1085Simple network management protocol (SNMP)Technical SkillsNetwork1 39,4380.726% 3,2030.401% -0.325%-44.777%
1303Simple Object Access Protocol (SOAP)Technical SkillsSoftware development1 170,0963.132% 18,0752.263% -0.869%-27.747%
1220Simulation softwareTechnical SkillsSoftware development5 88,5521.630% 20,7962.603% 0.973%59.682%
1568Single Sign-OnTechnical SkillsSecurity3 32,6290.601% 6,1250.767% 0.166%27.637%
1558SOARTechnical SkillsSecurity1 2,2180.041% 7110.089% 0.048%117.963%
1475SOC 2Technical SkillsSecurity1 4,3350.080% 2,4600.308% 0.228%285.852%
1366Social NetworkTechnical SkillsSocial Networking1 14,4780.267% 1,5040.188% -0.078%-29.366%
1358Social NetworkingTechnical SkillsSocial Networking1 25,2000.464% 1,1770.147% -0.317%-68.242%
1534Software Defined NetworkTechnical SkillsSecurity2 7,0650.130% 2,7310.342% 0.212%162.835%
1535Software Defined Wide Area NetworkTechnical SkillsSecurity1 2,4510.045% 1,9380.243% 0.197%437.632%
42Software DevelopmentTechnical SkillsSoftware development2 1,270,19423.386% 155,56819.475% -3.911%-16.723%
1291Software Development softwareTechnical SkillsSoftware development3 7,6930.142% 3760.047% -0.095%-66.767%
1309Software EngineeringTechnical SkillsSoftware development1 776,63114.299% 100,47212.578% -1.721%-12.036%
1292Software InstallationTechnical SkillsSoftware development4 602,17211.087% 108,04213.525% 2.439%21.996%
1223Software librariesTechnical SkillsSoftware development1 1,8290.034% 3670.046% 0.012%36.435%
1293Software MaintenanceTechnical SkillsSoftware development1 33,2280.612% 3,1280.392% -0.220%-35.992%
1294Software TestingTechnical SkillsSoftware development14 572,19010.535% 97,50312.206% 1.671%15.865%
1225Source code management (SCM)Technical SkillsSoftware development5 182,1573.354% 28,5963.580% 0.226%6.742%
1541SplunkTechnical SkillsSecurity1 29,8890.550% 13,3931.677% 1.126%204.678%
1229Static analysis softwareTechnical SkillsSoftware development1 4,5090.083% 9460.118% 0.035%42.654%
772Statistical analysis softwareTechnical SkillsBusiness applications26 460,0028.469% 97,84512.249% 3.780%44.628%
774Statistical softwareTechnical SkillsBusiness applications1 211,3953.892% 53,9326.752% 2.860%73.471%
1230Stress testing softwareTechnical SkillsSoftware development1 12,0910.223% 1,5780.198% -0.025%-11.260%
1547sumo logicTechnical SkillsSecurity1 1,1210.021% 5580.070% 0.049%238.457%
122Sun operating systemsTechnical SkillsBusiness applications3 174,3993.211% 7,0920.888% -2.323%-72.350%
939Surveillance systemsTechnical SkillsHardware5 58,3111.074% 14,3761.800% 0.726%67.634%
1564SwimlaneTechnical SkillsSecurity1 1400.003% 700.009% 0.006%239.973%
791Symantec softwareTechnical SkillsBusiness applications1 34,4410.634% 2,2990.288% -0.346%-54.612%
1355SymbianTechnical SkillsMobile Platforms1 1270.002% 70.001% -0.001%-62.523%
1310System AdministrationTechnical SkillsNetwork4 324,6175.977% 44,9335.625% -0.352%-5.883%
45System TestingTechnical SkillsSoftware development5 106,3811.959% 16,7022.091% 0.132%6.753%
46Systems AnalysisTechnical SkillsSoftware development8 419,0907.716% 60,6317.590% -0.126%-1.630%
47Systems DesignTechnical SkillsSoftware development1 69,0261.271% 10,1731.274% 0.003%0.210%
1233Systems EvaluationTechnical SkillsSoftware development1 1,0180.019% 2510.031% 0.013%67.649%
1234Systems integrationTechnical SkillsSoftware development8 299,1495.508% 16,7842.101% -3.407%-61.851%
75TCP/IPTechnical SkillsHardware3 257,2654.737% 26,9193.370% -1.367%-28.854%
1235Technology DesignTechnical SkillsSoftware development1 8,6350.159% 1,0690.134% -0.025%-15.824%
1236TemplatesTechnical SkillsSoftware development1 84,6741.559% 14,3341.794% 0.235%15.104%
1239Test implementationTechnical SkillsSoftware development1 2,7620.051% 8700.109% 0.058%114.176%
1302TestingTechnical SkillsSoftware development1 1,596,62329.396% 264,46833.108% 3.712%12.628%
1435Threat IntelligenceTechnical SkillsSecurity1 8,7010.160% 4,1820.524% 0.363%226.805%
1561ThreatConnectTechnical SkillsSecurity1 2950.005% 1000.013% 0.007%130.490%
1571Traffic AnalysisTechnical SkillsSecurity1 5,8360.107% 1,1050.138% 0.031%28.742%
1570Traffic CaptureTechnical SkillsSecurity1 2090.004% 220.003% -0.001%-28.427%
1297Training softwareTechnical SkillsBusiness applications3 6,0150.111% 1,2070.151% 0.040%36.441%
57Transaction Processing SystemsTechnical SkillsBusiness applications4 7,2540.134% 7160.090% -0.044%-32.887%
1360TwitterTechnical SkillsSocial Networking1 75,6651.393% 12,3691.548% 0.155%11.151%
1411Unified ProcessTechnical SkillsSoftware development1 11,1520.205% 1420.018% -0.188%-91.342%
123UNIX operating systemsTechnical SkillsBusiness applications5 695,24212.800% 46,6515.840% -6.960%-54.375%
1298UNIX ShellsTechnical SkillsBusiness applications4 152,2532.803% 14,0931.764% -1.039%-37.062%
1410Use CaseTechnical SkillsSoftware development1 36,4870.672% 4,4720.560% -0.112%-16.663%
1573User and Entity Behavior AnalyticsTechnical SkillsSecurity1 2390.004% 1760.022% 0.018%400.713%
1572User Behavior AnalyticsTechnical SkillsSecurity1 3810.007% 2260.028% 0.021%303.327%
48User-Interface DesignTechnical SkillsSoftware development2 332,3236.118% 38,7524.851% -1.267%-20.712%
836Video creation and editing softwareTechnical SkillsBusiness applications3 18,6570.343% 2,5560.320% -0.024%-6.848%
1574Virtual MachineTechnical SkillsSecurity1 28,8180.531% 4,9740.623% 0.092%17.359%
840Visual Color DiscriminationTechnical SkillsBusiness applications2 3950.007% 2900.036% 0.029%399.201%
64Visual StudioTechnical SkillsSoftware development1 154,5562.846% 13,8031.728% -1.118%-39.276%
843Voice dictation & recognitionTechnical SkillsBusiness applications2 8,0310.148% 1,4210.178% 0.030%20.309%
77Voice/Data TelecomTechnical SkillsHardware10 427,7707.876% 43,4825.443% -2.432%-30.885%
1575Vulnerability ManagementTechnical SkillsSecurity1 21,7160.400% 7,2350.906% 0.506%126.534%
1583Vulnerability TestingTechnical SkillsSecurity1 5,2520.097% 1,1640.146% 0.049%50.696%
1577Web Application FirewallTechnical SkillsSecurity1 4,0600.075% 1,5540.195% 0.120%160.255%
1299Web Application ServerTechnical SkillsBusiness applications8 198,5623.656% 7,9240.992% -2.664%-72.865%
1248Web platform development softwareTechnical SkillsSoftware development5 11,2950.208% 1440.018% -0.190%-91.331%
65web programmerTechnical SkillsSoftware development4 97,8631.802% 4,5210.566% -1.236%-68.588%
1579Web proxyTechnical SkillsSecurity1 2,1690.040% 4820.060% 0.020%51.099%
58Web serversTechnical SkillsBusiness applications6 329,8856.074% 26,5783.327% -2.746%-45.218%
49Web-based Application DevelopmentTechnical SkillsSoftware development2 235,7774.341% 19,3052.417% -1.924%-44.327%
1356Windows CETechnical SkillsMobile Platforms4 23,5570.434% 5020.063% -0.371%-85.510%
1102WirelessTechnical SkillsNetwork5 205,8403.790% 28,5893.579% -0.211%-5.563%
1363YouTubeTechnical SkillsSocial Networking2 14,8770.274% 5,1560.645% 0.372%135.652%
1524Zero TrustTechnical SkillsSecurity1 6570.012% 4820.060% 0.048%398.834%
79.NETProgramming SkillsCurrent1 522,8149.626% 38,2874.793% -4.833%-50.206%
208A mathematical programming language (AMPL)Programming SkillsLegacy1 1800.003% 410.005% 0.002%54.877%
209A programming language (APL)Programming SkillsLegacy2 7,9610.147% 1,5290.191% 0.045%30.591%
99AdaProgramming SkillsLegacy1 31,5680.581% 12,5031.565% 0.984%169.303%
80AJAXProgramming SkillsCurrent1 245,6764.523% 8,9291.118% -3.405%-75.288%
210Algorithmic language (ALGOL)Programming SkillsLegacy1 1400.003% 200.003% -0.000%-2.865%
192Apple AppleScriptProgramming SkillsCurrent1 7250.013% 530.007% -0.007%-50.294%
81ASPProgramming SkillsCurrent2 329,4806.066% 20,5612.574% -3.492%-57.568%
108AssemblyProgramming SkillsLegacy2 11,3270.209% 7220.090% -0.118%-56.659%
211AWKProgramming SkillsLegacy1 8,8400.163% 4750.059% -0.103%-63.464%
212BProgramming SkillsLegacy1 189,9613.497% 129,06816.158% 12.660%361.986%
83C#Programming SkillsCurrent2 530,9639.776% 56,9617.131% -2.645%-27.056%
82C/C++Programming SkillsCurrent3 945,00717.399% 241,08330.180% 12.782%73.463%
193Cascading Style Sheets (CSS)Programming SkillsCurrent2 388,8807.160% 45,5905.707% -1.453%-20.287%
215Categorical abstract machine language (CAML)Programming SkillsLegacy1 1,2480.023% 810.010% -0.013%-55.869%
84CGIProgramming SkillsCurrent2 37,5480.691% 3,4770.435% -0.256%-37.036%
217ClipperProgramming SkillsLegacy1 7720.014% 340.004% -0.010%-70.054%
218CLUProgramming SkillsLegacy1 4510.008% 440.006% -0.003%-33.664%
100CobolProgramming SkillsLegacy1 34,8890.642% 2,6370.330% -0.312%-48.608%
85ColdFusionProgramming SkillsCurrent2 26,9760.497% 1,1200.140% -0.356%-71.770%
219Combined programming language (CPL)Programming SkillsLegacy1 6650.012% 960.012% -0.000%-1.842%
195Component object model (COM)Programming SkillsCurrent1 5830.011% 160.002% -0.009%-81.339%
125Database programmingProgramming SkillsCurrent3 102,7191.891% 5,9680.747% -1.144%-60.495%
1501DevOpsProgramming SkillsMisc1 77,1301.420% 43,7905.482% 4.062%286.034%
196Distributed component object model (DCOM)Programming SkillsCurrent1 6,0480.111% 1190.015% -0.096%-86.621%
197Document Object Model (DOM) ScriptingProgramming SkillsCurrent2 25,2910.466% 1,4180.178% -0.288%-61.877%
221Extended self-containing Prolog (ESP)Programming SkillsLegacy1 8,5400.157% 9380.117% -0.040%-25.317%
199Extensible stylesheet language (XSL)Programming SkillsCurrent4 42,7320.787% 1,3720.172% -0.615%-78.169%
109ForthProgramming SkillsLegacy1 24,2800.447% 8,6111.078% 0.631%141.146%
102FortranProgramming SkillsLegacy1 7,6760.141% 1,2040.151% 0.009%6.651%
86HTML/XHTML/DHTMLProgramming SkillsCurrent3 845,60615.569% 70,0658.771% -6.797%-43.661%
222JProgramming SkillsLegacy1 21,3830.394% 3,7390.468% 0.074%18.894%
87Java/J2EE/J2PProgramming SkillsCurrent4 1,113,47520.500% 125,74615.742% -4.759%-23.213%
97JavaScriptProgramming SkillsCurrent3 632,33211.642% 82,18410.288% -1.354%-11.628%
89JavaServer FacesProgramming SkillsCurrent3 36,8230.678% 1,6370.205% -0.473%-69.772%
88JavaServer PagesProgramming SkillsCurrent3 157,4672.899% 5,9580.746% -2.153%-74.273%
223Job control language (JCL)Programming SkillsLegacy2 22,8130.420% 1,7990.225% -0.195%-46.380%
126LAMPProgramming SkillsCurrent1 44,8350.825% 1,5970.200% -0.626%-75.781%
104LispProgramming SkillsLegacy1 2,8200.052% 2180.027% -0.025%-47.437%
224Lisp object-oriented programming system (LOOPS)Programming SkillsLegacy1 4,1900.077% 1,3590.170% 0.093%120.536%
201Microsoft ActiveXProgramming SkillsCurrent1 5,6550.104% 710.009% -0.095%-91.463%
107PascalProgramming SkillsLegacy1 2,0760.038% 940.012% -0.026%-69.212%
90PerlProgramming SkillsCurrent1 316,7775.832% 23,9532.999% -2.834%-48.586%
91PHPProgramming SkillsCurrent1 191,4573.525% 17,3532.172% -1.353%-38.372%
103PL/1Programming SkillsLegacy3 9030.017% 2000.025% 0.008%50.597%
105PrologProgramming SkillsLegacy1 1,8620.034% 1180.015% -0.020%-56.910%
95PythonProgramming SkillsCurrent1 388,2557.148% 119,10214.910% 7.762%108.582%
228Register transfer language (RTL)Programming SkillsLegacy1 54,6621.006% 1,1510.144% -0.862%-85.683%
1216Ruby/Ruby on RailsProgramming SkillsCurrent1 130,4422.402% 19,3602.424% 0.022%0.917%
205Scalable vector graphics (SVG)Programming SkillsCurrent1 2,1150.039% 2330.029% -0.010%-25.093%
206Scripting languagesProgramming SkillsCurrent1 108,2231.993% 18,7332.345% 0.353%17.696%
101SmalltalkProgramming SkillsLegacy1 1,1160.021% 300.004% -0.017%-81.722%
92SQLProgramming SkillsCurrent3 1,465,14926.975% 161,76220.250% -6.725%-24.930%
110TCLProgramming SkillsLegacy1 19,8040.365% 1,6310.204% -0.160%-44.002%
98Unified Modeling LanguageProgramming SkillsCurrent2 120,3682.216% 5,5940.700% -1.516%-68.400%
93Visual BasicProgramming SkillsCurrent6 293,5425.404% 19,6502.460% -2.945%-54.484%
207Web service definition language (WSDL)Programming SkillsCurrent2 33,3060.613% 1,7770.222% -0.391%-63.722%
94XMLProgramming SkillsCurrent2 528,8089.736% 30,6863.841% -5.895%-60.544%
1342Computer ScienceMajorsComputer Science2 3,664,77067.473% 541,15467.745% 0.272%0.403%
1344Information TechnologyMajorsInformation Technology3 2,220,89940.889% 315,56239.504% -1.385%-3.388%
1343Management Information SystemsMajorsManagement Information Systems9 1,415,58426.063% 248,30531.084% 5.022%19.268%

mis Degrees

Management Information Systems

2021-02-11Jobs Found:1,589,588Click on column headings to sort
Skill IDSkill NamePrimary CategorySecondary CategoryNumber of SynonymsOccurrencesFrequencyLast 2 years OccurrencesLast 2 years FrequencyLast 2 years Growth/DeclineMovement
252Analytical ThinkingSoft SkillsProblem-solving skills1 7,1430.449% 2,3290.919% 0.470%104.583%
2Attention to DetailsSoft SkillsProblem-solving skills2 6,1020.384% 1,2200.482% 0.098%25.449%
8Conflict ResolutionSoft SkillsInterpersonal skills1 11,2150.706% 2,7931.102% 0.397%56.262%
231CooperationSoft SkillsInterpersonal skills1 16,9791.068% 3,3221.311% 0.243%22.763%
1428Creative ThinkingSoft SkillsProblem-solving skills1 7,4360.468% 1,8780.741% 0.274%58.466%
3CreativitySoft SkillsProblem-solving skills4 49,3243.103% 12,6915.009% 1.907%61.443%
4Critical thinkingSoft SkillsProblem-solving skills3 34,1072.146% 12,0924.773% 2.627%122.452%
1300FlexibilitySoft SkillsWork ethic1 75,4484.746% 17,4666.894% 2.148%45.253%
232IndependenceSoft SkillsInterpersonal skills1 10,6690.671% 3,1991.263% 0.592%88.136%
13Initiative/Motivation to workSoft SkillsWork ethic5 220,67913.883% 45,15017.822% 3.939%28.374%
256InnovationSoft SkillsProblem-solving skills1 162,99610.254% 40,37315.936% 5.682%55.416%
14Integrity/Honesty/EthicsSoft SkillsWork ethic4 212,49713.368% 48,63919.199% 5.831%43.619%
1422InternshipSoft SkillsWork ethic3 30,4161.913% 9,5753.780% 1.866%97.523%
9Interpersonal RelationshipsSoft SkillsInterpersonal skills1 1,5840.100% 5510.217% 0.118%118.262%
257Judgment and Decision MakingSoft SkillsProblem-solving skills2 143,1979.008% 37,50314.803% 5.795%64.329%
10LeadershipSoft SkillsInterpersonal skills1 412,08725.924% 79,56331.406% 5.481%21.144%
258LearningSoft SkillsProblem-solving skills1 131,6768.284% 40,04715.808% 7.524%90.829%
1Learning AbilitySoft SkillsProblem-solving skills3 30,5651.923% 7,2932.879% 0.956%49.714%
236ListeningSoft SkillsLanguage skills1 32,0482.016% 8,0413.174% 1.158%57.431%
260MathematicsSoft SkillsProblem-solving skills3 96,0776.044% 22,8349.013% 2.969%49.123%
261MemorizationSoft SkillsProblem-solving skills2 1640.010% 400.016% 0.005%53.037%
18Negotiation SkillsSoft SkillsLanguage skills1 19,2891.213% 2,4170.954% -0.259%-21.377%
262OptimizationSoft SkillsProblem-solving skills1 70,3774.427% 14,5035.725% 1.297%29.303%
19Oral CommunicationsSoft SkillsLanguage skills5 28,8801.817% 7,1072.805% 0.988%54.408%
273PersistenceSoft SkillsWork ethic1 5,5410.349% 1,2100.478% 0.129%37.018%
239PersuasionSoft SkillsLanguage skills1 3,7640.237% 9060.358% 0.121%51.029%
1301Physical SkillSoft SkillsWork ethic2 5,1320.323% 2,4010.948% 0.625%193.553%
240PresentationsSoft SkillsLanguage skills1 97,0816.107% 22,2788.794% 2.686%43.987%
265Problem Solving SkillsSoft SkillsProblem-solving skills3 322,55420.292% 65,62625.904% 5.613%27.660%
20Questioning skillsSoft SkillsLanguage skills1 4310.027% 1200.047% 0.020%74.697%
241Reading ComprehensionSoft SkillsLanguage skills1 6700.042% 2240.088% 0.046%109.775%
6Research skillsSoft SkillsProblem-solving skills1 3,1350.197% 7320.289% 0.092%46.506%
15ResponsibilitySoft SkillsWork ethic2 192,52812.112% 39,94915.769% 3.657%30.195%
234Self ControlSoft SkillsInterpersonal skills1 4170.026% 1700.067% 0.041%155.796%
11Self-esteemSoft SkillsInterpersonal skills1 1570.010% 910.036% 0.026%263.683%
16Self-managementSoft SkillsWork ethic1 2,2980.145% 6900.272% 0.128%88.400%
250Stress ToleranceSoft SkillsPhysical skills1 7030.044% 3630.143% 0.099%223.990%
12TeamworkSoft SkillsInterpersonal skills1 83,0405.224% 16,1576.378% 1.154%22.083%
17Time ManagementSoft SkillsWork ethic2 69,5474.375% 15,7226.206% 1.831%41.844%
268VisualizationSoft SkillsProblem-solving skills1 21,9671.382% 9,2313.644% 2.262%163.669%
7Working under pressureSoft SkillsProblem-solving skills1 1,2340.078% 4760.188% 0.110%142.032%
21Written CommunicationsSoft SkillsLanguage skills5 244,85015.403% 46,29218.273% 2.869%18.628%
172Account managementBusiness SkillsManagement skills1 27,1651.709% 3,2821.295% -0.413%-24.193%
22AccountingBusiness SkillsBusiness processes4 205,00012.896% 29,09211.483% -1.413%-10.957%
1263Accounting softwareBusiness SkillsBusiness processes8 10,2170.643% 1,3920.549% -0.093%-14.514%
174AdministrationBusiness SkillsManagement skills3 455,83028.676% 78,69131.061% 2.385%8.319%
1313AnalystBusiness SkillsProject management1 356,96022.456% 55,73422.000% -0.456%-2.033%
175Application managementBusiness SkillsManagement skills5 124,1937.813% 21,2848.401% 0.588%7.532%
150Asset managementBusiness SkillsBusiness processes1 33,7532.123% 5,6752.240% 0.117%5.496%
151AuditingBusiness SkillsBusiness processes5 146,7239.230% 30,94112.213% 2.983%32.317%
1264Auditing softwareBusiness SkillsBusiness processes1 1960.012% 30.001% -0.011%-90.396%
152BillingBusiness SkillsBusiness processes1 45,2252.845% 8,0933.195% 0.349%12.282%
153Bills of LadingBusiness SkillsBusiness processes1 910.006% 240.009% 0.004%65.482%
1314Business AnalystBusiness SkillsProject management1 110,5526.955% 15,6486.177% -0.778%-11.188%
35Business IntelligenceBusiness SkillsStrategy skills1 83,1695.232% 12,5514.954% -0.278%-5.311%
155Business performance management (BPM)Business SkillsBusiness processes2 9,5720.602% 1,1040.436% -0.166%-27.632%
23Business Process Design/Re-engineeringBusiness SkillsBusiness processes3 77,1924.856% 1,5830.625% -4.231%-87.133%
36Business StrategyBusiness SkillsStrategy skills3 377,42323.743% 77,31830.519% 6.776%28.538%
182Calendar and schedulingBusiness SkillsProject management3 81,7405.142% 16,4256.483% 1.341%26.082%
156Capacity planningBusiness SkillsBusiness processes1 33,0402.079% 3,5111.386% -0.693%-33.324%
28Change ManagementBusiness SkillsManagement skills1 95,5116.009% 17,9977.104% 1.095%18.230%
183Content workflowBusiness SkillsProject management1 800.005% 70.003% -0.002%-45.098%
24Contracting and legalBusiness SkillsBusiness processes2 117,1377.369% 24,0379.488% 2.119%28.756%
176CoordinationBusiness SkillsManagement skills1 106,9336.727% 23,9659.460% 2.733%40.620%
157Cost accountingBusiness SkillsBusiness processes1 4,0360.254% 5570.220% -0.034%-13.407%
158Cost estimationBusiness SkillsBusiness processes1 1,6010.101% 2390.094% -0.006%-6.333%
1312Customer SupportBusiness SkillsBusiness processes6 343,68521.621% 59,52723.497% 1.876%8.676%
1339EducationBusiness SkillsIndustry Segment1 21,9621.382% 6,9722.752% 1.370%99.189%
1333EnergyBusiness SkillsIndustry Segment1 93,2025.863% 15,1755.990% 0.127%2.161%
1340EntertainmentBusiness SkillsIndustry Segment1 36,6972.309% 2,8521.126% -1.183%-51.236%
1319EnvironmentalBusiness SkillsEnvironmental16 60,4183.801% 14,4525.705% 1.904%50.087%
1320Environmental StrategyBusiness SkillsEnvironmental12 13,7120.863% 7,2572.865% 2.002%232.076%
161FinancialBusiness SkillsBusiness processes2 497,09731.272% 120,45247.546% 16.274%52.039%
1275Financial Analysis softwareBusiness SkillsBusiness processes8 2,7220.171% 4710.186% 0.015%8.571%
1332Health CareBusiness SkillsIndustry Segment2 270,93117.044% 44,32317.495% 0.451%2.648%
1341HospitalityBusiness SkillsIndustry Segment4 124,1647.811% 42,03616.593% 8.782%112.425%
177Human resourcesBusiness SkillsManagement skills2 113,3887.133% 20,0387.910% 0.776%10.884%
1336InsuranceBusiness SkillsIndustry Segment1 11,9820.754% 1,5960.630% -0.124%-16.423%
1316Managing/SupervisionBusiness SkillsManagement skills6 978,70961.570% 149,24458.911% -2.659%-4.319%
1334ManufacturingBusiness SkillsIndustry Segment2 126,4847.957% 14,5775.754% -2.203%-27.688%
26MarketingBusiness SkillsBusiness processes1 150,7139.481% 20,2147.979% -1.502%-15.845%
185MonitoringBusiness SkillsProject management1 225,64614.195% 49,57019.567% 5.371%37.839%
179NegotiationBusiness SkillsManagement skills1 70,6914.447% 11,6554.601% 0.153%3.450%
163Operation and ControlBusiness SkillsBusiness processes3 1,8990.119% 5500.217% 0.098%81.727%
29Outsourcing ManagementBusiness SkillsManagement skills3 38,0472.394% 2,1030.830% -1.563%-65.318%
167ProcurementBusiness SkillsBusiness processes1 52,7383.318% 9,1463.610% 0.292%8.815%
1290Project Management softwareBusiness SkillsProject management3 51,5283.242% 5,2842.086% -1.156%-35.657%
33Project Management/Planning/Budgeting/SchedulingBusiness SkillsProject management6 359,57422.621% 56,46822.289% -0.331%-1.464%
168QualityBusiness SkillsBusiness processes1 483,72630.431% 97,98338.676% 8.246%27.096%
1337Real EstateBusiness SkillsIndustry Segment2 27,1331.707% 2,6981.065% -0.642%-37.609%
1335RetailBusiness SkillsIndustry Segment2 292,12918.378% 33,88113.374% -5.004%-27.228%
34Risk ManagementBusiness SkillsProject management1 87,2495.489% 24,3289.603% 4.114%74.955%
169Service OrientationBusiness SkillsBusiness processes1 14,0940.887% 2,5501.007% 0.120%13.524%
27Supply Chain ManagementBusiness SkillsBusiness processes3 69,5394.375% 9,5883.785% -0.590%-13.487%
1295Supply Chain Management softwareBusiness SkillsBusiness processes4 6,5870.414% 5050.199% -0.215%-51.896%
178TeachingBusiness SkillsManagement skills7 80,2955.051% 16,0976.354% 1.303%25.787%
190TimekeepingBusiness SkillsProject management3 36,8832.320% 6,6032.606% 0.286%12.330%
1296Timekeeping softwareBusiness SkillsProject management1 2,8760.181% 6180.244% 0.063%34.828%
171Total quality management (TQM)Business SkillsBusiness processes2 2,0210.127% 2480.098% -0.029%-23.004%
180TroubleshootingBusiness SkillsManagement skills1 215,69913.569% 40,49115.983% 2.413%17.785%
181VerificationBusiness SkillsManagement skills1 65,8954.145% 15,3706.067% 1.922%46.353%
1338Waste ManagementBusiness SkillsIndustry Segment1 2,6600.167% 1530.060% -0.107%-63.910%
191WorkflowBusiness SkillsProject management1 86,3685.433% 16,9236.680% 1.247%22.943%
31Working GloballyBusiness SkillsManagement skills3 4,9790.313% 2250.089% -0.224%-71.646%
32Working with Virtual TeamsBusiness SkillsManagement skills2 3,0170.190% 5430.214% 0.025%12.929%
514GLTechnical SkillsSoftware development3 2,8690.180% 2450.097% -0.084%-46.418%
1510Access ControlTechnical SkillsSecurity1 24,8931.566% 5,1282.024% 0.458%29.256%
987Access servers & softwareTechnical SkillsNetwork10 56,9973.586% 9,4203.718% 0.133%3.700%
38Agile Development MethodsTechnical SkillsSoftware development13 78,6054.945% 24,3339.605% 4.660%94.234%
304Algorithmic softwareTechnical SkillsBusiness applications1 390.002% 20.001% -0.002%-67.823%
1546AlienvaultTechnical SkillsSecurity1 1490.009% 740.029% 0.020%211.621%
1253Analytical or scientific softwareTechnical SkillsTechnical applications2 1,2010.076% 2470.097% 0.022%29.043%
1352AndroidTechnical SkillsMobile Platforms3 12,7680.803% 3,7261.471% 0.668%83.105%
1351Apple iOSTechnical SkillsMobile Platforms6 7,3230.461% 1,2400.489% 0.029%6.246%
120Apple operating systemsTechnical SkillsBusiness applications6 30,5511.922% 6,4952.564% 0.642%33.393%
865Application-specific integrated circuit (ASIC) logic synthesis softwareTechnical SkillsHardware1 1,5790.099% 1280.051% -0.049%-49.136%
1543ArcSightTechnical SkillsSecurity1 3,9460.248% 5740.227% -0.022%-8.728%
1423Artificial IntelligenceTechnical SkillsInformation mgmt5 18,9021.189% 10,0873.982% 2.792%234.838%
1432Attribute-Based Access ControlTechnical SkillsSecurity2 2750.017% 790.031% 0.014%80.250%
1145Automatic test program generation (ATPG)Technical SkillsSoftware development1 190.001% 100.004% 0.003%230.238%
1265Backup & RecoveryTechnical SkillsTechnical applications16 142,6848.976% 21,4198.455% -0.522%-5.810%
1386BiometricTechnical SkillsInformation mgmt2 5,2580.331% 7750.306% -0.025%-7.517%
1353BlackberryTechnical SkillsMobile Platforms2 11,4410.720% 4100.162% -0.558%-77.515%
336Borland DelphiTechnical SkillsBusiness applications1 1,9050.120% 1410.056% -0.064%-53.559%
337Borland JBuilderTechnical SkillsBusiness applications1 1,0550.066% 00.000% -0.066%-100.000%
338Borland ParadoxTechnical SkillsBusiness applications1 1790.011% 220.009% -0.003%-22.883%
1436Bring Your Own DevicesTechnical SkillsSecurity1 6760.043% 3260.129% 0.086%202.588%
72Business Continuity PlanningTechnical SkillsHardware2 26,9521.696% 4,9761.964% 0.269%15.843%
352Cadence OpusTechnical SkillsBusiness applications1 4400.028% 280.011% -0.017%-60.071%
868CalculatorsTechnical SkillsHardware1 2,5520.161% 5950.235% 0.074%46.291%
39CASE ToolsTechnical SkillsSoftware development1 103,7116.524% 17,0866.744% 0.220%3.370%
367Categorization or classification softwareTechnical SkillsBusiness applications1 5,7130.359% 7770.307% -0.053%-14.663%
1469CCPATechnical SkillsSecurity1 7460.047% 7340.290% 0.243%517.359%
1478Center for Internet SecurityTechnical SkillsSecurity1 99,6556.269% 22,7108.964% 2.695%42.988%
1441Certificate managementTechnical SkillsSecurity1 1,0730.068% 3370.133% 0.066%97.066%
112CertificationTechnical SkillsMisc3 403,26025.369% 87,84334.674% 9.305%36.679%
78CiscoTechnical SkillsHardware1 98,5586.200% 12,1534.797% -1.403%-22.630%
1009Cisco Systems IOSTechnical SkillsNetwork1 18,3281.153% 4,3851.731% 0.578%50.119%
40Client-ServerTechnical SkillsSoftware development1 32,6252.052% 2,1980.868% -1.185%-57.727%
1437Cloud Access Security BrokerTechnical SkillsSecurity1 4370.027% 3100.122% 0.095%345.104%
1438Cloud Configuration ManagementTechnical SkillsSecurity1 1,7330.109% 2780.110% 0.001%0.653%
1445Cloud MigrationTechnical SkillsSecurity1 9800.062% 6930.274% 0.212%343.699%
1455cloud securityTechnical SkillsSecurity1 4,2620.268% 2,7151.072% 0.804%299.703%
1456Cloud Security Posture ManagementTechnical SkillsSecurity1 1350.008% 860.034% 0.025%299.710%
1486Cloud ServicesTechnical SkillsSecurity1 13,0280.820% 6,7722.673% 1.854%226.152%
1011Cluster server softwareTechnical SkillsNetwork9 18,9371.191% 2,7261.076% -0.115%-9.678%
1147CMAKETechnical SkillsSoftware development1 1190.007% 570.022% 0.015%200.544%
1151Compatibility testingTechnical SkillsSoftware development1 2760.017% 680.027% 0.009%54.590%
1152CompilersTechnical SkillsSoftware development5 14,7230.926% 3,6771.451% 0.525%56.703%
1255Compliance softwareTechnical SkillsTechnical applications4 18,9801.194% 4,1621.643% 0.449%37.590%
385Computer aided design (CAD)Technical SkillsBusiness applications12 12,9780.816% 2,2890.904% 0.087%10.667%
386Computer aided manufacturing (CAM)Technical SkillsBusiness applications3 2,1600.136% 3400.134% -0.002%-1.234%
875Computer diagnosticsTechnical SkillsHardware5 71,5184.499% 14,5785.754% 1.255%27.898%
1107Computer forensicsTechnical SkillsSecurity1 5,4280.341% 9030.356% 0.015%4.383%
1266Computer HardwareTechnical SkillsHardware15 46,8422.947% 10,4704.133% 1.186%40.247%
390Computer Numerical Control (CNC)Technical SkillsBusiness applications2 1,2720.080% 900.036% -0.044%-55.605%
1015Computer serversTechnical SkillsNetwork6 144,7599.107% 22,5038.883% -0.224%-2.462%
1267Computer UtilitiesTechnical SkillsMisc2 4210.026% 930.037% 0.010%38.606%
1447Configuration Management DatabaseTechnical SkillsSecurity1 4,9650.312% 1,1260.444% 0.132%42.298%
1448Container securityTechnical SkillsSecurity1 1350.008% 1210.048% 0.039%462.383%
1449ContainersTechnical SkillsSecurity1 14,2290.895% 5,0581.997% 1.101%123.041%
59Content ManagerTechnical SkillsBusiness applications1 2,8550.180% 1070.042% -0.137%-76.484%
1439Continuous Diagnostics and MitigationTechnical SkillsSecurity1 1,2240.077% 4780.189% 0.112%145.035%
1396Continuous ImprovementTechnical SkillsSoftware development1 43,1152.712% 14,2245.615% 2.902%107.002%
1443Continuous Integration Continuous DeploymentTechnical SkillsSecurity3 25,2031.586% 11,7304.630% 3.045%192.029%
1453Control PlaneTechnical SkillsSecurity1 1150.007% 570.022% 0.015%210.998%
878ControllersTechnical SkillsHardware3 11,5740.728% 1,6310.644% -0.084%-11.580%
1454Crown JewelsTechnical SkillsSecurity1 480.003% 150.006% 0.003%96.079%
406Customer Acquisition Management (CAM)Technical SkillsBusiness applications1 1,1910.075% 2940.116% 0.041%54.888%
407Customer information control system (CICS)Technical SkillsBusiness applications2 6,6970.421% 6590.260% -0.161%-38.257%
53Customer Relationship ManagementTechnical SkillsBusiness applications9 119,2577.502% 13,6615.392% -2.110%-28.125%
1368Cyber SecurityTechnical SkillsInformation mgmt3 63,6704.005% 27,52210.864% 6.858%171.223%
1479Cybersecurity FrameworkTechnical SkillsSecurity2 3,6220.228% 2,2590.892% 0.664%291.335%
1492Data Access GovernanceTechnical SkillsSecurity1 2910.018% 1210.048% 0.029%160.899%
953Data acquisition systemsTechnical SkillsInformation mgmt1 7,9820.502% 1,3850.547% 0.045%8.873%
1434Data classificationTechnical SkillsSecurity1 1,6110.101% 4520.178% 0.077%76.045%
955Data compression softwareTechnical SkillsInformation mgmt1 2,3030.145% 2860.113% -0.032%-22.079%
956Data conversion softwareTechnical SkillsInformation mgmt1 9,6070.604% 1,1390.450% -0.155%-25.610%
958Data dictionaryTechnical SkillsInformation mgmt1 5,3920.339% 6420.253% -0.086%-25.292%
1495Data discoveryTechnical SkillsSecurity1 1,3880.087% 5320.210% 0.123%140.493%
959Data entryTechnical SkillsInformation mgmt1 33,4342.103% 3,1761.254% -0.850%-40.396%
1502Data Loss PreventionTechnical SkillsSecurity1 7,3430.462% 2,3770.938% 0.476%103.112%
962Data mappingTechnical SkillsInformation mgmt1 10,3250.650% 1,5690.619% -0.030%-4.652%
67Data MiningTechnical SkillsInformation mgmt5 26,1081.642% 5,5122.176% 0.533%32.470%
963Data modelingTechnical SkillsInformation mgmt1 55,0933.466% 7,1652.828% -0.638%-18.398%
1496Data retentionTechnical SkillsSecurity1 1,6350.103% 2930.116% 0.013%12.443%
1494Data taggingTechnical SkillsSecurity1 1890.012% 840.033% 0.021%178.868%
68Data WarehousingTechnical SkillsInformation mgmt2 79,4414.998% 9,7733.858% -1.140%-22.809%
69Database AdministrationTechnical SkillsInformation mgmt12 104,1086.549% 12,3854.889% -1.661%-25.356%
969Database design softwareTechnical SkillsInformation mgmt16 77,2294.858% 8,8773.504% -1.354%-27.878%
1268Database ReportingTechnical SkillsInformation mgmt3 28,5971.799% 2,0340.803% -0.996%-55.372%
1373Database SecurityTechnical SkillsInformation mgmt1 4780.030% 1030.041% 0.011%35.204%
1269Database SecurityTechnical SkillsInformation mgmt2 1280.008% 320.013% 0.005%56.863%
1270Database ServersTechnical SkillsInformation mgmt3 17,0031.070% 6970.275% -0.795%-74.279%
1271Database TestingTechnical SkillsInformation mgmt1 1,3320.084% 1810.071% -0.012%-14.738%
1160DebuggingTechnical SkillsSoftware development7 81,9695.157% 15,3786.070% 0.913%17.715%
1385DecryptionTechnical SkillsInformation mgmt2 4080.026% 1150.045% 0.020%76.855%
1256Desktop partitioning softwareTechnical SkillsTechnical applications1 4,9070.309% 3880.153% -0.156%-50.387%
418Desktop publishing softwareTechnical SkillsBusiness applications13 24,9981.573% 8,0503.178% 1.605%102.056%
1272Development EnvironmentTechnical SkillsSoftware development13 50,5343.179% 11,4784.531% 1.352%42.516%
1498Device ManagementTechnical SkillsSecurity1 3,5820.225% 1,1160.441% 0.215%95.488%
1273Digital ImagingTechnical SkillsHardware1 1,2570.079% 460.018% -0.061%-77.038%
883Digital Signal Processor (DSP)Technical SkillsHardware2 1,7190.108% 3390.134% 0.026%23.738%
1446Digital TransformationTechnical SkillsSecurity1 6,7980.428% 5,3462.110% 1.683%393.433%
1472DISATechnical SkillsSecurity1 11,9380.751% 3,9891.575% 0.824%109.659%
423Disk operating system (DOS)Technical SkillsBusiness applications1 4,6060.290% 5570.220% -0.070%-24.123%
1497Distributed Denial of ServiceTechnical SkillsSecurity1 1,1610.073% 4180.165% 0.092%125.904%
1504DMZTechnical SkillsNetwork1 2,8290.178% 3580.141% -0.037%-20.598%
1451DockerTechnical SkillsSecurity1 9,3690.589% 6,4522.547% 1.957%332.098%
1307Doctor of PhilosophyTechnical SkillsMisc3 44,9382.827% 8,9133.518% 0.691%24.449%
973Document management softwareTechnical SkillsInformation mgmt4 19,1141.202% 3,2171.270% 0.067%5.604%
1020Domain name system (DNS)Technical SkillsNetwork3 48,6113.058% 8,1603.221% 0.163%5.326%
61DreamweaverTechnical SkillsSoftware development1 5,3370.336% 2130.084% -0.252%-74.958%
54DSS/GDSSTechnical SkillsBusiness applications5 24,6941.553% 3,5731.410% -0.143%-9.213%
425Dynamic modeling softwareTechnical SkillsBusiness applications1 400.003% 00.000% -0.003%-100.000%
62EclipseTechnical SkillsSoftware development1 21,3121.341% 1,9490.769% -0.571%-42.619%
1308Electronic CommerceTechnical SkillsBusiness applications2 40,5242.549% 4,6251.826% -0.724%-28.389%
70Electronic Data InterchangeTechnical SkillsInformation mgmt2 15,4510.972% 1,7820.703% -0.269%-27.634%
1023Electronic mail softwareTechnical SkillsNetwork8 27,2141.712% 4,1421.635% -0.077%-4.501%
1384EncryptionTechnical SkillsInformation mgmt1 1200.008% 600.024% 0.016%213.726%
1507EndpointTechnical SkillsSecurity1 8,2290.518% 3,6891.456% 0.938%181.282%
55Enterprise Resource PlanningTechnical SkillsBusiness applications5 101,7546.401% 13,6855.402% -0.999%-15.613%
1274Enterprise Resource Planning softwareTechnical SkillsBusiness applications15 115,7237.280% 13,9025.487% -1.793%-24.623%
1321Environmental CertificationTechnical SkillsEnvironmental1 2790.018% 1290.051% 0.033%190.112%
1328Environmental CleanupTechnical SkillsEnvironmental3 1530.010% 460.018% 0.009%88.646%
1329Environmental EnergyTechnical SkillsEnvironmental25 8,0620.507% 1,4790.584% 0.077%15.108%
1330Environmental Energy ConservationTechnical SkillsEnvironmental12 5,0600.318% 1,1540.456% 0.137%43.099%
1327Environmental PollutionTechnical SkillsEnvironmental24 6,7050.422% 1,9560.772% 0.350%83.042%
1324Environmental Pollution ControlTechnical SkillsEnvironmental10 3,6840.232% 9510.375% 0.144%61.973%
1325Environmental Pollution PreventionTechnical SkillsEnvironmental8 1,2140.076% 3780.149% 0.073%95.368%
1326Environmental Product StewardshipTechnical SkillsEnvironmental13 16,7381.053% 1,2480.493% -0.560%-53.217%
1331Environmental ScienceTechnical SkillsEnvironmental2 1,2110.076% 390.015% -0.061%-79.793%
1322Environmental TechnologyTechnical SkillsEnvironmental2 5130.032% 1400.055% 0.023%71.235%
1470EPRITechnical SkillsSecurity1 540.003% 140.006% 0.002%62.673%
1551ExabeamTechnical SkillsSecurity1 400.003% 210.008% 0.006%229.413%
461Expert system softwareTechnical SkillsBusiness applications1 6900.043% 2450.097% 0.053%122.791%
1359FacebookTechnical SkillsSocial Networking1 140,0758.812% 3,6231.430% -7.382%-83.771%
463Facilities management softwareTechnical SkillsBusiness applications4 9,3210.586% 1,5600.616% 0.029%5.013%
1476FedRAMPTechnical SkillsSecurity1 2,6800.169% 1,6410.648% 0.479%284.198%
1467FINRATechnical SkillsSecurity1 1,1470.072% 3340.132% 0.060%82.711%
1556FireEyeTechnical SkillsSecurity1 1,1230.071% 3940.156% 0.085%120.139%
1464FISMATechnical SkillsSecurity1 11,6100.730% 2,9621.169% 0.439%60.079%
468Flight control softwareTechnical SkillsBusiness applications1 1850.012% 300.012% 0.000%1.749%
1508Flow analysisTechnical SkillsSecurity1 4,1730.263% 6780.268% 0.005%1.944%
469Flowchart softwareTechnical SkillsBusiness applications5 5,1070.321% 6560.259% -0.062%-19.403%
1367ForensicTechnical SkillsInformation mgmt2 23,9921.509% 5,2592.076% 0.567%37.536%
1552FortinetTechnical SkillsSecurity1 1,2880.081% 4790.189% 0.108%133.346%
1112Fraud DetectionTechnical SkillsSecurity1 12,3490.777% 3,6601.445% 0.668%85.965%
63FrontPageTechnical SkillsSoftware development1 1,4950.094% 190.007% -0.087%-92.026%
475Fund accounting softwareTechnical SkillsBusiness applications1 1,4100.089% 1770.070% -0.019%-21.235%
1260GamingTechnical SkillsMisc2 20,8881.314% 3,1361.238% -0.076%-5.798%
1468GDPRTechnical SkillsSecurity1 2,3200.146% 1,7430.688% 0.542%371.401%
113Generic databasesTechnical SkillsInformation mgmt2 229,16114.416% 36,24214.306% -0.111%-0.768%
1365Google AppsTechnical SkillsBusiness applications4 4,2830.269% 6860.271% 0.001%0.498%
1364Google PlusTechnical SkillsSocial Networking1 850.005% 150.006% 0.001%10.727%
1512GovernanceTechnical SkillsSecurity1 73,8944.649% 21,4648.472% 3.824%82.256%
1276GPS/GIS/Survey softwareTechnical SkillsBusiness applications33 104,6506.583% 19,7067.778% 1.195%18.152%
484Graphic softwareTechnical SkillsBusiness applications16 109,5966.895% 15,6766.188% -0.707%-10.253%
1176Graphical user interface (GUI)Technical SkillsSoftware development2 15,1270.952% 9590.379% -0.573%-60.222%
1323Green ITTechnical SkillsEnvironmental9 3,2100.202% 3090.122% -0.080%-39.600%
893Guidance systemsTechnical SkillsHardware1 800.005% 260.010% 0.005%103.922%
1371HackingTechnical SkillsInformation mgmt5 9,4050.592% 2,7321.078% 0.487%82.265%
895Hardware description language (HDL)Technical SkillsHardware2 1290.008% 540.021% 0.013%162.655%
1277Hardware DesignTechnical SkillsHardware21 7,8130.492% 1,6720.660% 0.168%34.276%
1278Hardware TestingTechnical SkillsHardware4 2,3800.150% 6890.272% 0.122%81.645%
896Hazardous materials (HAZMAT)Technical SkillsHardware2 1,5680.099% 7020.277% 0.178%180.913%
492Helpdesk or call centerTechnical SkillsBusiness applications2 83,8935.278% 13,1015.171% -0.106%-2.015%
1465HIPAATechnical SkillsSecurity1 31,5891.987% 7,6633.025% 1.038%52.210%
1473HITRUSTTechnical SkillsSecurity1 2,3990.151% 1,1210.442% 0.292%193.195%
1377Homeland SecurityTechnical SkillsInformation mgmt1 59,3013.731% 6,0112.373% -1.358%-36.399%
1487IaaSTechnical SkillsSecurity1 5,4360.342% 2,6111.031% 0.689%201.376%
114IBM databasesTechnical SkillsInformation mgmt2 39,7292.499% 2,7431.083% -1.417%-56.679%
121IBM operating systemsTechnical SkillsBusiness applications4 28,6591.803% 1,4740.582% -1.221%-67.729%
1513Identity Access ManagementTechnical SkillsSecurity2 19,5901.232% 6,7422.661% 1.429%115.941%
1511Identity Governance and AdministrationTechnical SkillsSecurity1 1820.011% 1140.045% 0.034%293.020%
898Image capture devicesTechnical SkillsHardware9 10,2430.644% 3,1451.241% 0.597%92.652%
524Industrial control softwareTechnical SkillsBusiness applications3 6,2000.390% 1,6410.648% 0.258%66.072%
1485Industrial Control SystemsTechnical SkillsSecurity1 3,5100.221% 9780.386% 0.165%74.829%
975Information retrieval or search softwareTechnical SkillsInformation mgmt5 21,8691.376% 3,8721.528% 0.153%11.093%
1375Information SecurityTechnical SkillsInformation mgmt3 110,2196.934% 27,71010.938% 4.004%57.747%
899InfraredTechnical SkillsHardware1 1,1030.069% 1000.039% -0.030%-43.114%
1491Infrastructure as CodeTechnical SkillsSecurity1 2,7070.170% 1,8960.748% 0.578%339.472%
1180InstallationTechnical SkillsSoftware development1 158,5239.973% 26,36710.408% 0.435%4.364%
901Interface definition language (IDL)Technical SkillsHardware1 3450.022% 350.014% -0.008%-36.345%
536Internet browser softwareTechnical SkillsBusiness applications4 9,6380.606% 9970.394% -0.213%-35.093%
1483Internet of ThingsTechnical SkillsSecurity1 5,0160.316% 3,3551.324% 1.009%319.678%
1578Internet proxyTechnical SkillsSecurity1 1940.012% 180.007% -0.005%-41.783%
1393Intrusion DetectionTechnical SkillsInformation mgmt1 25,4411.600% 4,3821.730% 0.129%8.073%
541Inventory management softwareTechnical SkillsBusiness applications3 14,7970.931% 3,2401.279% 0.348%37.389%
1463ISO 22301Technical SkillsSecurity1 560.004% 410.016% 0.013%359.385%
1459ISO 27000Technical SkillsSecurity1 1,7570.111% 5440.215% 0.104%94.271%
1460ISO 27001Technical SkillsSecurity1 8,8450.556% 3,0231.193% 0.637%114.448%
1461ISO 27002Technical SkillsSecurity1 1,2630.079% 3440.136% 0.056%70.898%
1414ISO 9000Technical SkillsSoftware development1 3,0000.189% 2310.091% -0.098%-51.686%
73IT Architecture/StandardsTechnical SkillsHardware2 15,5500.978% 3,2701.291% 0.313%31.947%
1515IT Service ManagementTechnical SkillsSecurity1 14,2630.897% 4,2671.684% 0.787%87.712%
1481ITILTechnical SkillsSecurity1 61,0933.843% 13,2315.223% 1.379%35.888%
1357Java METechnical SkillsMobile Platforms2 1,2010.076% 20.001% -0.075%-98.955%
1035KernelTechnical SkillsNetwork1 3,5650.224% 4830.191% -0.034%-14.990%
1442Key managementTechnical SkillsSecurity1 3,8460.242% 1,0430.412% 0.170%70.159%
1450KubernetesTechnical SkillsSecurity1 6,1290.386% 4,8811.927% 1.541%399.689%
907LasersTechnical SkillsHardware1 2280.014% 520.021% 0.006%43.103%
1516Least PrivilegeTechnical SkillsSecurity1 7280.046% 3330.131% 0.086%187.008%
1038License management softwareTechnical SkillsNetwork1 1,5040.095% 2870.113% 0.019%19.733%
1361LinkedInTechnical SkillsSocial Networking1 12,7300.801% 4,0121.584% 0.783%97.749%
1544LogRhythmTechnical SkillsSecurity1 6730.042% 1840.073% 0.030%71.547%
908Mainframe computersTechnical SkillsHardware2 41,9432.639% 3,6121.426% -1.213%-45.966%
124Mainframe operating systemsTechnical SkillsBusiness applications8 19,1911.207% 2,0800.821% -0.386%-31.994%
1280Mass Storage hardware & softwareTechnical SkillsTechnical applications9 29,7991.875% 4,0701.607% -0.268%-14.301%
580Materials requirements planning logistics and supply chain softwareTechnical SkillsBusiness applications7 14,3500.903% 1,3100.517% -0.386%-42.720%
1549McAfee Enterprise SecurityTechnical SkillsSecurity1 460.003% 150.006% 0.003%104.604%
1281Medical softwareTechnical SkillsBusiness applications9 16,5961.044% 3,5151.387% 0.343%32.893%
1452MesosTechnical SkillsSecurity1 3320.021% 1430.056% 0.036%170.258%
1517Metadata analysisTechnical SkillsSecurity1 1370.009% 320.013% 0.004%46.558%
1555Micro FocusTechnical SkillsSecurity1 1,3160.083% 3180.126% 0.043%51.618%
1433Micro-segmentationTechnical SkillsSecurity1 1760.011% 1370.054% 0.043%388.415%
115Microsoft databasesTechnical SkillsInformation mgmt5 210,39513.236% 22,7188.967% -4.268%-32.249%
119Microsoft operating systemsTechnical SkillsBusiness applications4 293,92818.491% 39,01415.400% -3.091%-16.716%
1518MITRETechnical SkillsSecurity1 2,6750.168% 6830.270% 0.101%60.206%
1350Mobile PlatformsTechnical SkillsMobile Platforms1 2,6240.165% 5860.231% 0.066%40.125%
1581Mobile securityTechnical SkillsSecurity2 1,0620.067% 3200.126% 0.060%89.063%
1431Multi-Factor AuthenticationTechnical SkillsSecurity3 2,8220.178% 1,3480.532% 0.355%199.719%
625MultimediaTechnical SkillsBusiness applications1 18,6961.176% 1,0990.434% -0.742%-63.117%
1362MySpaceTechnical SkillsSocial Networking1 1,9650.124% 10.000% -0.123%-99.681%
1471NERCTechnical SkillsSecurity1 2,9660.187% 6290.248% 0.062%33.064%
1548NetWitnessTechnical SkillsSecurity1 4440.028% 1410.056% 0.028%99.259%
1499Network Access ControlTechnical SkillsSecurity2 4,7830.301% 8930.352% 0.052%17.147%
74Network administrationTechnical SkillsHardware17 215,70513.570% 85,91933.915% 20.345%149.925%
1282Network Administration softwareTechnical SkillsNetwork18 95,7006.020% 17,0946.747% 0.727%12.076%
1519Network discoveryTechnical SkillsSecurity1 3560.022% 1210.048% 0.025%113.263%
1283Network HardwareTechnical SkillsNetwork11 58,3253.669% 8,9363.527% -0.142%-3.868%
1284Network Monitoring softwareTechnical SkillsNetwork15 41,7732.628% 6,9452.741% 0.113%4.318%
1059Network operation system software (NOS)Technical SkillsNetwork2 2,0190.127% 2720.107% -0.020%-15.470%
1122Network securityTechnical SkillsSecurity1 60,9713.836% 9,2653.657% -0.179%-4.654%
1369Network SecurityTechnical SkillsInformation mgmt1 8,5100.535% 1,1160.441% -0.095%-17.716%
1285Network Security softwareTechnical SkillsSecurity37 147,2099.261% 30,68712.113% 2.852%30.798%
1503Network SegmentationTechnical SkillsNetwork1 8370.053% 3120.123% 0.070%133.889%
1286Network softwareTechnical SkillsNetwork6 91,2875.743% 68,51927.046% 21.303%370.959%
1287Network TestingTechnical SkillsNetwork11 20,4341.285% 2,9701.172% -0.113%-8.802%
1521Next Generation FirewallTechnical SkillsSecurity2 6460.041% 3410.135% 0.094%231.209%
1458NISTTechnical SkillsSecurity1 33,7502.123% 12,8045.054% 2.931%138.042%
1065Novell network softwareTechnical SkillsNetwork2 2,4660.155% 550.022% -0.133%-86.006%
643OberonTechnical SkillsBusiness applications1 1730.011% 30.001% -0.010%-89.119%
1413Object Oriented DesignTechnical SkillsSoftware development2 17,7141.114% 1,1120.439% -0.675%-60.612%
41Object Oriented ProgrammingTechnical SkillsSoftware development5 101,0106.354% 10,4374.120% -2.235%-35.168%
1288Office ApplicationsTechnical SkillsBusiness applications13 303,89319.118% 57,27222.607% 3.489%18.250%
71Online Analytical ProcessingTechnical SkillsInformation mgmt2 16,7591.054% 1,2590.497% -0.557%-52.863%
116Open-source databasesTechnical SkillsInformation mgmt4 43,9452.765% 8,1453.215% 0.450%16.295%
118Open-source operating systemsTechnical SkillsBusiness applications8 160,26310.082% 26,77510.569% 0.487%4.828%
56Operating SystemsTechnical SkillsBusiness applications3 157,9949.939% 26,36910.409% 0.469%4.721%
1482Operational TechnologyTechnical SkillsSecurity1 3,9820.251% 1,0360.409% 0.158%63.245%
651Optical character recognition (OCR)Technical SkillsBusiness applications3 1,2130.076% 2710.107% 0.031%40.181%
117Oracle databasesTechnical SkillsInformation mgmt1 250,99815.790% 24,2279.563% -6.227%-39.437%
1529Orchestration & AutomationTechnical SkillsSecurity1 2100.013% 1200.047% 0.034%258.544%
1488PaaSTechnical SkillsSecurity1 5,9760.376% 2,9951.182% 0.806%214.461%
1354Palm OSTechnical SkillsMobile Platforms3 1670.011% 20.001% -0.010%-92.486%
1522PanoramaTechnical SkillsSecurity1 4440.028% 1530.060% 0.032%116.217%
1466Payment Card IndustryTechnical SkillsSecurity1 26,8221.687% 6,6712.633% 0.946%56.056%
1376Penetration TestingTechnical SkillsInformation mgmt5 77,7924.894% 20,7258.181% 3.287%67.163%
1527Personal Healthcare InformationTechnical SkillsSecurity1 2,4470.154% 9720.384% 0.230%149.237%
1528Personally Identifiable InformationTechnical SkillsSecurity1 2,5870.163% 1,0800.426% 0.264%161.944%
1289Physical ToolsTechnical SkillsHardware1 720.005% 280.011% 0.007%144.009%
683Point of sale (POS)Technical SkillsBusiness applications3 10,9550.689% 2,8241.115% 0.426%61.746%
1525Policy Decision PointTechnical SkillsSecurity1 5480.034% 1070.042% 0.008%22.514%
1526Policy Enforcement PointTechnical SkillsSecurity1 5790.036% 1360.054% 0.017%47.381%
686PolkaTechnical SkillsBusiness applications1 500.003% 370.015% 0.011%364.315%
931PrintersTechnical SkillsHardware4 23,0841.452% 6,8602.708% 1.256%86.464%
1430Privileged Account ManagementTechnical SkillsSecurity2 13,1180.825% 7660.302% -0.523%-63.361%
43ProgrammingTechnical SkillsSoftware development1 318,93220.064% 46,71118.438% -1.626%-8.103%
700ProvisioningTechnical SkillsBusiness applications1 25,3401.594% 5,5372.186% 0.591%37.104%
1545QRadarTechnical SkillsSecurity1 1,2790.080% 3690.146% 0.065%81.024%
1531Quality of ServiceTechnical SkillsSecurity1 11,0270.694% 1,9670.776% 0.083%11.925%
1405Rapid Application DevelopmentTechnical SkillsSoftware development2 6,9870.440% 3830.151% -0.288%-65.606%
1553Rapid7Technical SkillsSecurity1 6670.042% 2520.099% 0.058%137.058%
1258Rate ControlTechnical SkillsTechnical applications1 140.001% 60.002% 0.001%168.908%
1209Rational Rose XDE DeveloperTechnical SkillsSoftware development4 15,4110.969% 4180.165% -0.805%-82.981%
1077Remote control softwareTechnical SkillsNetwork2 2,0310.128% 2930.116% -0.012%-9.481%
1214Restructured extended executor (REXX)Technical SkillsSoftware development1 9150.058% 660.026% -0.032%-54.741%
1379Risk AnalysisTechnical SkillsInformation mgmt1 16,4771.037% 3,3121.307% 0.271%26.123%
1262RoboticsTechnical SkillsHardware3 7,3530.463% 2,9941.182% 0.719%155.487%
1532Role-Based Access ControlTechnical SkillsSecurity3 3,3840.213% 8050.318% 0.105%49.261%
1318RSATechnical SkillsSecurity1 8,9430.563% 8290.327% -0.235%-41.836%
1489SaaSTechnical SkillsSecurity1 20,7141.303% 7,5702.988% 1.685%129.305%
1429SASETechnical SkillsSecurity2 2070.013% 1040.041% 0.028%215.242%
1533SCCMTechnical SkillsSecurity1 9,0020.566% 2,9041.146% 0.580%102.413%
44SDLCTechnical SkillsSoftware development7 194,34012.226% 28,44911.230% -0.996%-8.149%
1500SecOpsTechnical SkillsSecurity2 2,7850.175% 2,4210.956% 0.780%445.444%
1537Secure SDLCTechnical SkillsSecurity1 11,8640.746% 2490.098% -0.648%-86.831%
1132Secure shell (SSH)Technical SkillsSecurity1 820.005% 270.011% 0.005%106.600%
1317Secure Sockets Layer (SSL)Technical SkillsSecurity3 16,9021.063% 2,7151.072% 0.008%0.789%
1569Secure Web GatewayTechnical SkillsSecurity1 1,1490.072% 230.009% -0.063%-87.440%
76SecurityTechnical SkillsHardware4 981,06561.718% 117,10346.224% -15.495%-25.105%
1382Security AuditTechnical SkillsInformation mgmt1 2,8000.176% 5820.230% 0.054%30.420%
1315Security ClearanceTechnical SkillsMisc2 179,21411.274% 33,78313.335% 2.061%18.279%
1477Security FrameworksTechnical SkillsSecurity1 6,0450.380% 2,3680.935% 0.554%145.791%
1540Security Information and Event ManagementTechnical SkillsSecurity1 10,8750.684% 4,0161.585% 0.901%131.710%
1584Security Information ManagementTechnical SkillsSecurity1 3,6170.228% 2890.114% -0.113%-49.866%
1567Security Operations CenterTechnical SkillsSecurity1 12,2500.771% 5,2062.055% 1.284%166.654%
1381Security PlanTechnical SkillsInformation mgmt1 3,6230.228% 1,1920.471% 0.243%106.438%
1380Security PolicyTechnical SkillsInformation mgmt2 49,1463.092% 11,5474.558% 1.466%47.422%
1457Security StandardsTechnical SkillsSecurity1 22,8161.435% 6,0422.385% 0.950%66.158%
1135Security testing softwareTechnical SkillsSecurity1 6,6530.419% 1,6640.657% 0.238%56.934%
1550SecuronixTechnical SkillsSecurity1 770.005% 440.017% 0.013%258.544%
1538SegmentationTechnical SkillsSecurity1 6,6170.416% 1,6910.667% 0.251%60.348%
60Sharepoint ServerTechnical SkillsBusiness applications1 5,6550.356% 2400.095% -0.261%-73.371%
1084Signal generatorsTechnical SkillsNetwork1 2310.015% 440.017% 0.003%19.515%
1085Simple network management protocol (SNMP)Technical SkillsNetwork1 10,3560.651% 9430.372% -0.279%-42.865%
1303Simple Object Access Protocol (SOAP)Technical SkillsSoftware development1 38,0142.391% 6,0692.396% 0.004%0.174%
1220Simulation softwareTechnical SkillsSoftware development5 21,4891.352% 3,4161.348% -0.003%-0.257%
1568Single Sign-OnTechnical SkillsSecurity3 11,9550.752% 2,7451.084% 0.331%44.070%
1558SOARTechnical SkillsSecurity1 9350.059% 3200.126% 0.067%114.743%
1475SOC 2Technical SkillsSecurity1 2,6940.169% 1,5380.607% 0.438%258.212%
1366Social NetworkTechnical SkillsSocial Networking1 2,2470.141% 6480.256% 0.114%80.948%
1358Social NetworkingTechnical SkillsSocial Networking1 8,5580.538% 2260.089% -0.449%-83.430%
1534Software Defined NetworkTechnical SkillsSecurity2 1,1640.073% 5720.226% 0.153%208.336%
1535Software Defined Wide Area NetworkTechnical SkillsSecurity1 7120.045% 5530.218% 0.173%387.333%
42Software DevelopmentTechnical SkillsSoftware development2 292,42118.396% 41,72016.468% -1.928%-10.481%
1291Software Development softwareTechnical SkillsSoftware development3 2,6220.165% 1160.046% -0.119%-72.241%
1309Software EngineeringTechnical SkillsSoftware development1 135,7538.540% 20,6008.131% -0.409%-4.786%
1292Software InstallationTechnical SkillsSoftware development4 192,92112.137% 36,07714.241% 2.104%17.336%
1223Software librariesTechnical SkillsSoftware development1 3180.020% 530.021% 0.001%4.575%
1293Software MaintenanceTechnical SkillsSoftware development1 7,8400.493% 8650.341% -0.152%-30.772%
1294Software TestingTechnical SkillsSoftware development14 162,23510.206% 29,40211.606% 1.400%13.714%
1225Source code management (SCM)Technical SkillsSoftware development5 41,1412.588% 7,0962.801% 0.213%8.223%
1541SplunkTechnical SkillsSecurity1 9,1950.578% 4,4521.757% 1.179%203.798%
1229Static analysis softwareTechnical SkillsSoftware development1 5570.035% 2030.080% 0.045%128.677%
772Statistical analysis softwareTechnical SkillsBusiness applications26 130,5318.212% 28,98311.440% 3.229%39.319%
774Statistical softwareTechnical SkillsBusiness applications1 66,2864.170% 16,2416.411% 2.241%53.735%
1230Stress testing softwareTechnical SkillsSoftware development1 3,2440.204% 5860.231% 0.027%13.344%
1547sumo logicTechnical SkillsSecurity1 3080.019% 1520.060% 0.041%209.652%
122Sun operating systemsTechnical SkillsBusiness applications3 57,5733.622% 2,4850.981% -2.641%-72.918%
939Surveillance systemsTechnical SkillsHardware5 16,1851.018% 4,3631.722% 0.704%69.143%
1564SwimlaneTechnical SkillsSecurity1 410.003% 160.006% 0.004%144.859%
791Symantec softwareTechnical SkillsBusiness applications1 11,1380.701% 9220.364% -0.337%-48.060%
1355SymbianTechnical SkillsMobile Platforms1 350.002% 00.000% -0.002%-100.000%
1310System AdministrationTechnical SkillsNetwork4 121,5037.644% 18,7077.384% -0.260%-3.395%
45System TestingTechnical SkillsSoftware development5 35,6762.244% 5,9282.340% 0.096%4.259%
46Systems AnalysisTechnical SkillsSoftware development8 176,04711.075% 26,42710.431% -0.644%-5.811%
47Systems DesignTechnical SkillsSoftware development1 27,3441.720% 4,1631.643% -0.077%-4.473%
1233Systems EvaluationTechnical SkillsSoftware development1 3950.025% 1200.047% 0.023%90.618%
1234Systems integrationTechnical SkillsSoftware development8 151,2409.514% 6,8612.708% -6.806%-71.536%
75TCP/IPTechnical SkillsHardware3 66,9504.212% 8,5833.388% -0.824%-19.561%
1235Technology DesignTechnical SkillsSoftware development1 4,9880.314% 3540.140% -0.174%-55.469%
1236TemplatesTechnical SkillsSoftware development1 27,6401.739% 5,2522.073% 0.334%19.225%
1239Test implementationTechnical SkillsSoftware development1 7610.048% 2310.091% 0.043%90.462%
1302TestingTechnical SkillsSoftware development1 507,63131.935% 87,38334.492% 2.558%8.009%
1435Threat IntelligenceTechnical SkillsSecurity1 3,6070.227% 1,7670.697% 0.471%207.377%
1561ThreatConnectTechnical SkillsSecurity1 630.004% 250.010% 0.006%148.989%
1571Traffic AnalysisTechnical SkillsSecurity1 1,9940.125% 4210.166% 0.041%32.476%
1570Traffic CaptureTechnical SkillsSecurity1 560.004% 100.004% 0.000%12.045%
1297Training softwareTechnical SkillsBusiness applications3 2,2590.142% 5320.210% 0.068%47.767%
57Transaction Processing SystemsTechnical SkillsBusiness applications4 2,0400.128% 1680.066% -0.062%-48.327%
1360TwitterTechnical SkillsSocial Networking1 20,3421.280% 3,8801.532% 0.252%19.679%
1411Unified ProcessTechnical SkillsSoftware development1 3,8870.245% 440.017% -0.227%-92.897%
123UNIX operating systemsTechnical SkillsBusiness applications5 174,05210.950% 15,0335.934% -5.016%-45.806%
1298UNIX ShellsTechnical SkillsBusiness applications4 40,5902.553% 4,1601.642% -0.911%-35.693%
1410Use CaseTechnical SkillsSoftware development1 13,4680.847% 1,4450.570% -0.277%-32.680%
1573User and Entity Behavior AnalyticsTechnical SkillsSecurity1 900.006% 770.030% 0.025%436.820%
1572User Behavior AnalyticsTechnical SkillsSecurity1 1550.010% 880.035% 0.025%256.231%
48User-Interface DesignTechnical SkillsSoftware development2 61,6103.876% 9,1693.619% -0.257%-6.620%
836Video creation and editing softwareTechnical SkillsBusiness applications3 2,8390.179% 4580.181% 0.002%1.223%
1574Virtual MachineTechnical SkillsSecurity1 9,4470.594% 1,7370.686% 0.091%15.368%
840Visual Color DiscriminationTechnical SkillsBusiness applications2 1230.008% 720.028% 0.021%267.289%
64Visual StudioTechnical SkillsSoftware development1 43,2782.723% 4,4971.775% -0.948%-34.802%
843Voice dictation & recognitionTechnical SkillsBusiness applications2 1,7390.109% 2840.112% 0.003%2.471%
77Voice/Data TelecomTechnical SkillsHardware10 136,5098.588% 16,7926.628% -1.959%-22.817%
1575Vulnerability ManagementTechnical SkillsSecurity1 12,1370.764% 4,1481.637% 0.874%114.441%
1583Vulnerability TestingTechnical SkillsSecurity1 2,4010.151% 6050.239% 0.088%58.104%
1577Web Application FirewallTechnical SkillsSecurity1 1,6000.101% 6650.262% 0.162%160.785%
1299Web Application ServerTechnical SkillsBusiness applications8 64,3544.048% 2,9741.174% -2.875%-71.003%
1248Web platform development softwareTechnical SkillsSoftware development5 2,4600.155% 420.017% -0.138%-89.287%
65web programmerTechnical SkillsSoftware development4 24,6751.552% 1,5180.599% -0.953%-61.399%
1579Web proxyTechnical SkillsSecurity1 8300.052% 2470.097% 0.045%86.724%
58Web serversTechnical SkillsBusiness applications6 91,2785.742% 8,6363.409% -2.333%-40.635%
49Web-based Application DevelopmentTechnical SkillsSoftware development2 60,3363.796% 5,6082.214% -1.582%-41.681%
1356Windows CETechnical SkillsMobile Platforms4 2,4600.155% 1670.066% -0.089%-57.405%
1102WirelessTechnical SkillsNetwork5 57,6683.628% 8,9013.513% -0.114%-3.153%
1363YouTubeTechnical SkillsSocial Networking2 2,5120.158% 1,0760.425% 0.267%168.765%
1524Zero TrustTechnical SkillsSecurity1 1970.012% 1450.057% 0.045%361.830%
79.NETProgramming SkillsCurrent1 135,9828.555% 12,3114.859% -3.695%-43.194%
208A mathematical programming language (AMPL)Programming SkillsLegacy1 80.001% 40.002% 0.001%213.726%
209A programming language (APL)Programming SkillsLegacy2 2,2130.139% 4970.196% 0.057%40.915%
99AdaProgramming SkillsLegacy1 13,2430.833% 5,4892.167% 1.334%160.068%
80AJAXProgramming SkillsCurrent1 48,0213.021% 2,7441.083% -1.938%-64.146%
210Algorithmic language (ALGOL)Programming SkillsLegacy1 440.003% 130.005% 0.002%85.384%
192Apple AppleScriptProgramming SkillsCurrent1 920.006% 160.006% 0.001%9.122%
81ASPProgramming SkillsCurrent2 94,6965.957% 7,5942.998% -2.960%-49.682%
108AssemblyProgramming SkillsLegacy2 1,3950.088% 1310.052% -0.036%-41.078%
211AWKProgramming SkillsLegacy1 1,9670.124% 1070.042% -0.082%-65.868%
212BProgramming SkillsLegacy1 67,1384.224% 50,40119.895% 15.671%371.033%
83C#Programming SkillsCurrent2 114,1517.181% 14,6435.780% -1.401%-19.512%
82C/C++Programming SkillsCurrent3 191,32212.036% 74,22329.298% 17.262%143.419%
193Cascading Style Sheets (CSS)Programming SkillsCurrent2 74,7184.700% 11,4014.500% -0.200%-4.259%
215Categorical abstract machine language (CAML)Programming SkillsLegacy1 4680.029% 400.016% -0.014%-46.372%
84CGIProgramming SkillsCurrent2 10,3340.650% 1,3880.548% -0.102%-15.724%
217ClipperProgramming SkillsLegacy1 2500.016% 130.005% -0.011%-67.372%
218CLUProgramming SkillsLegacy1 1890.012% 220.009% -0.003%-26.963%
100CobolProgramming SkillsLegacy1 15,6210.983% 1,3000.513% -0.470%-47.783%
85ColdFusionProgramming SkillsCurrent2 9,3420.588% 4860.192% -0.396%-67.358%
219Combined programming language (CPL)Programming SkillsLegacy1 3490.022% 180.007% -0.015%-67.639%
195Component object model (COM)Programming SkillsCurrent1 1750.011% 50.002% -0.009%-82.073%
125Database programmingProgramming SkillsCurrent3 25,1471.582% 2,2670.895% -0.687%-43.435%
1501DevOpsProgramming SkillsMisc1 20,5451.292% 13,5035.330% 4.038%312.387%
196Distributed component object model (DCOM)Programming SkillsCurrent1 1,6890.106% 410.016% -0.090%-84.769%
197Document Object Model (DOM) ScriptingProgramming SkillsCurrent2 3,8070.239% 2710.107% -0.133%-55.335%
221Extended self-containing Prolog (ESP)Programming SkillsLegacy1 2,1370.134% 2110.083% -0.051%-38.048%
199Extensible stylesheet language (XSL)Programming SkillsCurrent4 10,4500.657% 5580.220% -0.437%-66.496%
109ForthProgramming SkillsLegacy1 10,1430.638% 3,5921.418% 0.780%122.203%
102FortranProgramming SkillsLegacy1 1,6750.105% 1480.058% -0.047%-44.559%
86HTML/XHTML/DHTMLProgramming SkillsCurrent3 214,74613.510% 19,1377.554% -5.956%-44.085%
222JProgramming SkillsLegacy1 6,2030.390% 1,1800.466% 0.076%19.361%
87Java/J2EE/J2PProgramming SkillsCurrent4 237,28314.927% 29,91011.806% -3.121%-20.908%
97JavaScriptProgramming SkillsCurrent3 130,6718.220% 21,2698.395% 0.175%2.129%
89JavaServer FacesProgramming SkillsCurrent3 9,3880.591% 5210.206% -0.385%-65.179%
88JavaServer PagesProgramming SkillsCurrent3 36,0672.269% 2,2450.886% -1.383%-60.944%
223Job control language (JCL)Programming SkillsLegacy2 8,4860.534% 7630.301% -0.233%-43.584%
126LAMPProgramming SkillsCurrent1 4,9920.314% 4160.164% -0.150%-47.712%
104LispProgramming SkillsLegacy1 2060.013% 340.013% 0.000%3.560%
224Lisp object-oriented programming system (LOOPS)Programming SkillsLegacy1 8400.053% 3630.143% 0.090%171.149%
201Microsoft ActiveXProgramming SkillsCurrent1 1,4190.089% 110.004% -0.085%-95.136%
107PascalProgramming SkillsLegacy1 7630.048% 170.007% -0.041%-86.020%
90PerlProgramming SkillsCurrent1 59,6323.751% 5,9912.365% -1.387%-36.962%
91PHPProgramming SkillsCurrent1 31,6581.992% 4,8181.902% -0.090%-4.509%
103PL/1Programming SkillsLegacy3 3430.022% 950.037% 0.016%73.784%
105PrologProgramming SkillsLegacy1 2460.015% 440.017% 0.002%12.227%
95PythonProgramming SkillsCurrent1 59,3263.732% 25,1499.927% 6.195%165.985%
228Register transfer language (RTL)Programming SkillsLegacy1 14,8110.932% 500.020% -0.912%-97.882%
1216Ruby/Ruby on RailsProgramming SkillsCurrent1 17,1741.080% 4,3381.712% 0.632%58.489%
205Scalable vector graphics (SVG)Programming SkillsCurrent1 3010.019% 280.011% -0.008%-41.632%
206Scripting languagesProgramming SkillsCurrent1 21,5321.355% 4,9951.972% 0.617%45.557%
101SmalltalkProgramming SkillsLegacy1 2930.018% 30.001% -0.017%-93.576%
92SQLProgramming SkillsCurrent3 426,49226.830% 56,42122.271% -4.559%-16.994%
110TCLProgramming SkillsLegacy1 2,5110.158% 1540.061% -0.097%-61.518%
98Unified Modeling LanguageProgramming SkillsCurrent2 31,4531.979% 1,5260.602% -1.376%-69.558%
93Visual BasicProgramming SkillsCurrent6 103,7886.529% 7,9243.128% -3.401%-52.095%
207Web service definition language (WSDL)Programming SkillsCurrent2 8,6320.543% 6830.270% -0.273%-50.353%
94XMLProgramming SkillsCurrent2 130,5518.213% 10,2874.061% -4.152%-50.559%
1342Computer ScienceMajorsComputer Science2 987,53162.125% 159,93063.129% 1.004%1.616%
1344Information TechnologyMajorsInformation Technology3 618,01938.879% 99,59139.311% 0.432%1.111%
1343Management Information SystemsMajorsManagement Information Systems9 1,415,30589.036% 248,30598.013% 8.977%10.082%

cs Degrees

Computer Science

2021-02-11Jobs Found:3,774,111Click on column headings to sort
Skill IDSkill NamePrimary CategorySecondary CategoryNumber of SynonymsOccurrencesFrequencyLast 2 years OccurrencesLast 2 years FrequencyLast 2 years Growth/DeclineMovement
252Analytical ThinkingSoft SkillsProblem-solving skills1 14,2190.377% 4,0930.747% 0.370%98.145%
2Attention to DetailsSoft SkillsProblem-solving skills2 15,0250.398% 2,6790.489% 0.091%22.735%
8Conflict ResolutionSoft SkillsInterpersonal skills1 20,4780.543% 4,0900.746% 0.203%37.482%
231CooperationSoft SkillsInterpersonal skills1 29,8580.791% 5,2830.964% 0.172%21.796%
1428Creative ThinkingSoft SkillsProblem-solving skills1 19,9520.529% 4,6770.853% 0.324%61.359%
3CreativitySoft SkillsProblem-solving skills4 134,4803.563% 30,6035.582% 2.018%56.645%
4Critical thinkingSoft SkillsProblem-solving skills3 62,9161.667% 19,5913.573% 1.906%114.342%
1300FlexibilitySoft SkillsWork ethic1 134,5343.565% 33,2726.068% 2.504%70.239%
232IndependenceSoft SkillsInterpersonal skills1 20,2940.538% 4,8790.890% 0.352%65.491%
13Initiative/Motivation to workSoft SkillsWork ethic5 474,35312.569% 87,06515.880% 3.311%26.344%
256InnovationSoft SkillsProblem-solving skills1 336,9168.927% 98,83318.026% 9.099%101.926%
14Integrity/Honesty/EthicsSoft SkillsWork ethic4 342,8239.084% 76,61813.974% 4.891%53.841%
1422InternshipSoft SkillsWork ethic3 77,5732.055% 29,0395.296% 3.241%157.681%
9Interpersonal RelationshipsSoft SkillsInterpersonal skills1 2,5760.068% 9330.170% 0.102%149.314%
257Judgment and Decision MakingSoft SkillsProblem-solving skills2 267,1967.080% 61,07311.139% 4.059%57.337%
10LeadershipSoft SkillsInterpersonal skills1 769,56720.391% 146,19726.665% 6.274%30.769%
258LearningSoft SkillsProblem-solving skills1 348,2329.227% 110,50320.154% 10.928%118.432%
1Learning AbilitySoft SkillsProblem-solving skills3 76,5142.027% 15,9282.905% 0.878%43.295%
236ListeningSoft SkillsLanguage skills1 60,0501.591% 12,8272.339% 0.748%47.036%
260MathematicsSoft SkillsProblem-solving skills3 290,8097.705% 73,34713.378% 5.672%73.614%
261MemorizationSoft SkillsProblem-solving skills2 1930.005% 530.010% 0.005%89.030%
18Negotiation SkillsSoft SkillsLanguage skills1 27,6640.733% 3,6450.665% -0.068%-9.303%
262OptimizationSoft SkillsProblem-solving skills1 211,2465.597% 38,0186.934% 1.337%23.883%
19Oral CommunicationsSoft SkillsLanguage skills5 59,3091.571% 11,0242.011% 0.439%27.947%
273PersistenceSoft SkillsWork ethic1 16,8400.446% 2,8660.523% 0.077%17.151%
239PersuasionSoft SkillsLanguage skills1 5,6230.149% 1,3050.238% 0.089%59.755%
1301Physical SkillSoft SkillsWork ethic2 6,7840.180% 3,0760.561% 0.381%212.113%
240PresentationsSoft SkillsLanguage skills1 171,3364.540% 34,8376.354% 1.814%39.960%
265Problem Solving SkillsSoft SkillsProblem-solving skills3 751,82119.920% 131,28123.944% 4.024%20.198%
20Questioning skillsSoft SkillsLanguage skills1 1,2880.034% 3050.056% 0.022%63.003%
241Reading ComprehensionSoft SkillsLanguage skills1 9390.025% 2620.048% 0.023%92.065%
6Research skillsSoft SkillsProblem-solving skills1 6,4630.171% 1,2750.233% 0.061%35.796%
15ResponsibilitySoft SkillsWork ethic2 353,2519.360% 66,27412.088% 2.728%29.143%
234Self ControlSoft SkillsInterpersonal skills1 5120.014% 1630.030% 0.016%119.144%
11Self-esteemSoft SkillsInterpersonal skills1 1,0710.028% 5470.100% 0.071%251.568%
16Self-managementSoft SkillsWork ethic1 5,1740.137% 1,3100.239% 0.102%74.284%
250Stress ToleranceSoft SkillsPhysical skills1 1,0950.029% 5590.102% 0.073%251.406%
12TeamworkSoft SkillsInterpersonal skills1 163,7974.340% 31,4015.727% 1.387%31.962%
17Time ManagementSoft SkillsWork ethic2 135,2403.583% 26,3864.812% 1.229%34.301%
268VisualizationSoft SkillsProblem-solving skills1 72,0491.909% 26,2064.780% 2.871%150.371%
7Working under pressureSoft SkillsProblem-solving skills1 2,5700.068% 8030.146% 0.078%115.077%
21Written CommunicationsSoft SkillsLanguage skills5 576,90415.286% 94,84617.299% 2.013%13.169%
172Account managementBusiness SkillsManagement skills1 32,5730.863% 5,6361.028% 0.165%19.104%
22AccountingBusiness SkillsBusiness processes4 205,0375.433% 26,0004.742% -0.691%-12.712%
1263Accounting softwareBusiness SkillsBusiness processes8 25,5020.676% 4,6560.849% 0.173%25.675%
174AdministrationBusiness SkillsManagement skills3 762,64820.207% 112,40920.502% 0.295%1.458%
1313AnalystBusiness SkillsProject management1 550,28414.580% 80,25914.638% 0.058%0.396%
175Application managementBusiness SkillsManagement skills5 277,5317.354% 43,4557.926% 0.572%7.780%
150Asset managementBusiness SkillsBusiness processes1 47,6021.261% 8,9621.635% 0.373%29.596%
151AuditingBusiness SkillsBusiness processes5 161,6394.283% 30,1235.494% 1.211%28.281%
1264Auditing softwareBusiness SkillsBusiness processes1 990.003% 20.000% -0.002%-86.094%
152BillingBusiness SkillsBusiness processes1 55,3521.467% 8,1781.492% 0.025%1.701%
153Bills of LadingBusiness SkillsBusiness processes1 1500.004% 1010.018% 0.014%363.491%
1314Business AnalystBusiness SkillsProject management1 180,4074.780% 20,4933.738% -1.042%-21.808%
35Business IntelligenceBusiness SkillsStrategy skills1 159,6584.230% 21,8133.978% -0.252%-5.955%
155Business performance management (BPM)Business SkillsBusiness processes2 20,7140.549% 1,4930.272% -0.277%-50.386%
23Business Process Design/Re-engineeringBusiness SkillsBusiness processes3 33,8180.896% 1,6890.308% -0.588%-65.621%
36Business StrategyBusiness SkillsStrategy skills3 677,13617.942% 141,35425.781% 7.840%43.696%
182Calendar and schedulingBusiness SkillsProject management3 138,2203.662% 22,0704.025% 0.363%9.911%
156Capacity planningBusiness SkillsBusiness processes1 77,6342.057% 7,7581.415% -0.642%-31.213%
28Change ManagementBusiness SkillsManagement skills1 142,7613.783% 24,1274.400% 0.618%16.334%
183Content workflowBusiness SkillsProject management1 1340.004% 130.002% -0.001%-33.219%
24Contracting and legalBusiness SkillsBusiness processes2 166,6404.415% 41,9717.655% 3.240%73.373%
176CoordinationBusiness SkillsManagement skills1 167,1764.430% 33,9386.190% 1.760%39.741%
157Cost accountingBusiness SkillsBusiness processes1 2,5370.067% 4470.082% 0.014%21.283%
158Cost estimationBusiness SkillsBusiness processes1 2,9610.078% 5120.093% 0.015%19.026%
1312Customer SupportBusiness SkillsBusiness processes6 691,52618.323% 105,97219.328% 1.005%5.486%
1339EducationBusiness SkillsIndustry Segment1 35,8030.949% 10,1351.849% 0.900%94.857%
1333EnergyBusiness SkillsIndustry Segment1 184,3374.884% 34,0996.219% 1.335%27.333%
1340EntertainmentBusiness SkillsIndustry Segment1 77,9342.065% 11,9732.184% 0.119%5.752%
1319EnvironmentalBusiness SkillsEnvironmental16 90,9422.410% 28,0385.114% 2.704%112.224%
1320Environmental StrategyBusiness SkillsEnvironmental12 52,8361.400% 22,4694.098% 2.698%192.729%
161FinancialBusiness SkillsBusiness processes2 790,10220.935% 212,03138.672% 17.737%84.726%
1275Financial Analysis softwareBusiness SkillsBusiness processes8 2,7360.072% 4300.078% 0.006%8.184%
1332Health CareBusiness SkillsIndustry Segment2 412,86810.939% 72,83213.284% 2.344%21.429%
1341HospitalityBusiness SkillsIndustry Segment4 204,4645.418% 82,66315.077% 9.659%178.295%
177Human resourcesBusiness SkillsManagement skills2 125,0483.313% 25,4494.642% 1.328%40.089%
1336InsuranceBusiness SkillsIndustry Segment1 20,3130.538% 2,5790.470% -0.068%-12.605%
1316Managing/SupervisionBusiness SkillsManagement skills6 1,868,32949.504% 268,87849.040% -0.464%-0.937%
1334ManufacturingBusiness SkillsIndustry Segment2 217,0045.750% 37,9656.924% 1.175%20.428%
26MarketingBusiness SkillsBusiness processes1 305,3948.092% 50,0179.123% 1.031%12.738%
185MonitoringBusiness SkillsProject management1 451,62711.966% 83,91615.305% 3.339%27.902%
179NegotiationBusiness SkillsManagement skills1 110,1762.919% 18,9633.459% 0.539%18.476%
163Operation and ControlBusiness SkillsBusiness processes3 2,7030.072% 7210.132% 0.060%83.612%
29Outsourcing ManagementBusiness SkillsManagement skills3 72,4811.920% 3,0380.554% -1.366%-71.148%
167ProcurementBusiness SkillsBusiness processes1 57,9921.537% 11,8402.159% 0.623%40.538%
1290Project Management softwareBusiness SkillsProject management3 80,2312.126% 6,8541.250% -0.876%-41.195%
33Project Management/Planning/Budgeting/SchedulingBusiness SkillsProject management6 597,88215.842% 85,14815.530% -0.312%-1.967%
168QualityBusiness SkillsBusiness processes1 1,124,92229.806% 206,62437.686% 7.880%26.436%
1337Real EstateBusiness SkillsIndustry Segment2 25,2960.670% 5,4180.988% 0.318%47.434%
1335RetailBusiness SkillsIndustry Segment2 517,66513.716% 71,77213.090% -0.626%-4.563%
34Risk ManagementBusiness SkillsProject management1 108,7632.882% 26,3634.808% 1.926%66.850%
169Service OrientationBusiness SkillsBusiness processes1 24,9210.660% 3,8530.703% 0.042%6.425%
27Supply Chain ManagementBusiness SkillsBusiness processes3 99,9802.649% 17,5663.204% 0.555%20.940%
1295Supply Chain Management softwareBusiness SkillsBusiness processes4 6,1540.163% 6340.116% -0.047%-29.084%
178TeachingBusiness SkillsManagement skills7 105,5712.797% 27,7915.069% 2.272%81.205%
190TimekeepingBusiness SkillsProject management3 39,9161.058% 6,1601.124% 0.066%6.230%
1296Timekeeping softwareBusiness SkillsProject management1 4,1360.110% 7600.139% 0.029%26.487%
171Total quality management (TQM)Business SkillsBusiness processes2 3,8660.102% 3550.065% -0.038%-36.791%
180TroubleshootingBusiness SkillsManagement skills1 522,57513.846% 83,34115.200% 1.354%9.780%
181VerificationBusiness SkillsManagement skills1 270,6707.172% 34,0326.207% -0.965%-13.452%
1338Waste ManagementBusiness SkillsIndustry Segment1 2,7960.074% 3300.060% -0.014%-18.757%
191WorkflowBusiness SkillsProject management1 164,2634.352% 27,7055.053% 0.701%16.099%
31Working GloballyBusiness SkillsManagement skills3 19,4700.516% 7850.143% -0.373%-72.247%
32Working with Virtual TeamsBusiness SkillsManagement skills2 7,1480.189% 1,3300.243% 0.053%28.079%
514GLTechnical SkillsSoftware development3 5,4580.145% 4680.085% -0.059%-40.977%
1510Access ControlTechnical SkillsSecurity1 38,6671.025% 7,6461.395% 0.370%36.115%
987Access servers & softwareTechnical SkillsNetwork10 114,4873.033% 14,4812.641% -0.392%-12.933%
38Agile Development MethodsTechnical SkillsSoftware development13 312,1768.272% 73,05513.324% 5.053%61.088%
304Algorithmic softwareTechnical SkillsBusiness applications1 1290.003% 170.003% -0.000%-9.287%
1546AlienvaultTechnical SkillsSecurity1 3020.008% 1520.028% 0.020%246.456%
1253Analytical or scientific softwareTechnical SkillsTechnical applications2 4,9620.131% 9460.173% 0.041%31.234%
1352AndroidTechnical SkillsMobile Platforms3 88,3332.340% 15,8552.892% 0.551%23.553%
1351Apple iOSTechnical SkillsMobile Platforms6 57,3451.519% 6,0751.108% -0.411%-27.077%
120Apple operating systemsTechnical SkillsBusiness applications6 114,4913.034% 18,0393.290% 0.257%8.456%
865Application-specific integrated circuit (ASIC) logic synthesis softwareTechnical SkillsHardware1 7,4790.198% 1,2970.237% 0.038%19.373%
1543ArcSightTechnical SkillsSecurity1 5,4930.146% 8090.148% 0.002%1.380%
1423Artificial IntelligenceTechnical SkillsInformation mgmt5 129,1803.423% 54,7199.980% 6.557%191.578%
1432Attribute-Based Access ControlTechnical SkillsSecurity2 4950.013% 1560.028% 0.015%116.936%
1145Automatic test program generation (ATPG)Technical SkillsSoftware development1 2120.006% 420.008% 0.002%36.372%
1265Backup & RecoveryTechnical SkillsTechnical applications16 281,9747.471% 34,6786.325% -1.146%-15.344%
1386BiometricTechnical SkillsInformation mgmt2 9,9020.262% 2,0060.366% 0.104%39.450%
1353BlackberryTechnical SkillsMobile Platforms2 25,4170.673% 5980.109% -0.564%-83.805%
336Borland DelphiTechnical SkillsBusiness applications1 5,8190.154% 3680.067% -0.087%-56.468%
337Borland JBuilderTechnical SkillsBusiness applications1 3,8570.102% 190.003% -0.099%-96.609%
338Borland ParadoxTechnical SkillsBusiness applications1 3120.008% 420.008% -0.001%-7.337%
1436Bring Your Own DevicesTechnical SkillsSecurity1 1,2710.034% 4820.088% 0.054%161.044%
72Business Continuity PlanningTechnical SkillsHardware2 42,4041.124% 6,9961.276% 0.152%13.568%
352Cadence OpusTechnical SkillsBusiness applications1 1,4440.038% 650.012% -0.026%-69.015%
868CalculatorsTechnical SkillsHardware1 2,7080.072% 5970.109% 0.037%51.753%
39CASE ToolsTechnical SkillsSoftware development1 157,3194.168% 29,7315.423% 1.254%30.089%
367Categorization or classification softwareTechnical SkillsBusiness applications1 17,3990.461% 2,1950.400% -0.061%-13.160%
1469CCPATechnical SkillsSecurity1 1,1320.030% 1,1010.201% 0.171%569.503%
1478Center for Internet SecurityTechnical SkillsSecurity1 45,8751.216% 10,3801.893% 0.678%55.752%
1441Certificate managementTechnical SkillsSecurity1 2,3210.061% 6170.113% 0.051%82.988%
112CertificationTechnical SkillsMisc3 647,96817.169% 125,91522.965% 5.797%33.763%
78CiscoTechnical SkillsHardware1 176,9534.689% 22,6894.138% -0.550%-11.739%
1009Cisco Systems IOSTechnical SkillsNetwork1 88,9632.357% 16,3232.977% 0.620%26.300%
40Client-ServerTechnical SkillsSoftware development1 68,6661.819% 4,0650.741% -1.078%-59.250%
1437Cloud Access Security BrokerTechnical SkillsSecurity1 6690.018% 4590.084% 0.066%372.278%
1438Cloud Configuration ManagementTechnical SkillsSecurity1 3,2690.087% 3710.068% -0.019%-21.879%
1445Cloud MigrationTechnical SkillsSecurity1 2,5910.069% 1,7570.320% 0.252%366.784%
1455cloud securityTechnical SkillsSecurity1 7,5580.200% 4,1360.754% 0.554%276.691%
1456Cloud Security Posture ManagementTechnical SkillsSecurity1 1510.004% 580.011% 0.007%164.401%
1486Cloud ServicesTechnical SkillsSecurity1 43,7661.160% 18,9923.464% 2.304%198.707%
1011Cluster server softwareTechnical SkillsNetwork9 64,6121.712% 7,9631.452% -0.260%-15.165%
1147CMAKETechnical SkillsSoftware development1 1,7430.046% 8420.154% 0.107%232.526%
1151Compatibility testingTechnical SkillsSoftware development1 2,0620.055% 2380.043% -0.011%-20.549%
1152CompilersTechnical SkillsSoftware development5 40,7911.081% 7,2201.317% 0.236%21.838%
1255Compliance softwareTechnical SkillsTechnical applications4 17,8650.473% 3,4900.637% 0.163%34.473%
385Computer aided design (CAD)Technical SkillsBusiness applications12 34,0580.902% 6,9241.263% 0.360%39.942%
386Computer aided manufacturing (CAM)Technical SkillsBusiness applications3 5,4870.145% 7890.144% -0.001%-1.019%
875Computer diagnosticsTechnical SkillsHardware5 172,7154.576% 31,5315.751% 1.175%25.666%
1107Computer forensicsTechnical SkillsSecurity1 8,3870.222% 9940.181% -0.041%-18.419%
1266Computer HardwareTechnical SkillsHardware15 86,7892.300% 16,8473.073% 0.773%33.619%
390Computer Numerical Control (CNC)Technical SkillsBusiness applications2 2,6940.071% 2470.045% -0.026%-36.888%
1015Computer serversTechnical SkillsNetwork6 356,4349.444% 40,6967.422% -2.022%-21.407%
1267Computer UtilitiesTechnical SkillsMisc2 3,2170.085% 5850.107% 0.021%25.175%
1447Configuration Management DatabaseTechnical SkillsSecurity1 6,7750.180% 1,3040.238% 0.058%32.489%
1448Container securityTechnical SkillsSecurity1 2550.007% 1990.036% 0.030%437.186%
1449ContainersTechnical SkillsSecurity1 39,8901.057% 17,4863.189% 2.132%201.743%
59Content ManagerTechnical SkillsBusiness applications1 2,7360.072% 2410.044% -0.029%-39.367%
1439Continuous Diagnostics and MitigationTechnical SkillsSecurity1 2,3690.063% 7530.137% 0.075%118.797%
1396Continuous ImprovementTechnical SkillsSoftware development1 84,8022.247% 27,4014.998% 2.751%122.419%
1443Continuous Integration Continuous DeploymentTechnical SkillsSecurity3 117,9803.126% 43,7347.977% 4.851%155.166%
1453Control PlaneTechnical SkillsSecurity1 1,4870.039% 4780.087% 0.048%121.273%
878ControllersTechnical SkillsHardware3 26,5410.703% 5,0610.923% 0.220%31.259%
1454Crown JewelsTechnical SkillsSecurity1 2200.006% 410.007% 0.002%28.284%
406Customer Acquisition Management (CAM)Technical SkillsBusiness applications1 4,0360.107% 8780.160% 0.053%49.746%
407Customer information control system (CICS)Technical SkillsBusiness applications2 13,5040.358% 1,0610.194% -0.164%-45.917%
53Customer Relationship ManagementTechnical SkillsBusiness applications9 175,0124.637% 21,3733.898% -0.739%-15.936%
1368Cyber SecurityTechnical SkillsInformation mgmt3 103,1692.734% 41,4407.558% 4.825%176.492%
1479Cybersecurity FrameworkTechnical SkillsSecurity2 3,3210.088% 1,9640.358% 0.270%307.084%
1492Data Access GovernanceTechnical SkillsSecurity1 7270.019% 1850.034% 0.014%75.166%
953Data acquisition systemsTechnical SkillsInformation mgmt1 21,6170.573% 4,3890.801% 0.228%39.760%
1434Data classificationTechnical SkillsSecurity1 2,2410.059% 6470.118% 0.059%98.735%
955Data compression softwareTechnical SkillsInformation mgmt1 13,2860.352% 1,2300.224% -0.128%-36.273%
956Data conversion softwareTechnical SkillsInformation mgmt1 15,1340.401% 1,6550.302% -0.099%-24.724%
958Data dictionaryTechnical SkillsInformation mgmt1 10,0720.267% 1,0480.191% -0.076%-28.376%
1495Data discoveryTechnical SkillsSecurity1 3,7880.100% 1,3960.255% 0.154%153.680%
959Data entryTechnical SkillsInformation mgmt1 16,0760.426% 3,2360.590% 0.164%38.561%
1502Data Loss PreventionTechnical SkillsSecurity1 10,8020.286% 3,2120.586% 0.300%104.684%
962Data mappingTechnical SkillsInformation mgmt1 18,7090.496% 2,3760.433% -0.062%-12.581%
67Data MiningTechnical SkillsInformation mgmt5 77,7382.060% 15,0072.737% 0.677%32.884%
963Data modelingTechnical SkillsInformation mgmt1 127,3163.373% 15,3652.802% -0.571%-16.927%
1496Data retentionTechnical SkillsSecurity1 2,9050.077% 4570.083% 0.006%8.288%
1494Data taggingTechnical SkillsSecurity1 3410.009% 1390.025% 0.016%180.590%
68Data WarehousingTechnical SkillsInformation mgmt2 183,4754.861% 20,0533.657% -1.204%-24.766%
69Database AdministrationTechnical SkillsInformation mgmt12 232,9026.171% 22,8034.159% -2.012%-32.605%
969Database design softwareTechnical SkillsInformation mgmt16 198,2495.253% 18,9733.460% -1.792%-34.123%
1268Database ReportingTechnical SkillsInformation mgmt3 51,5061.365% 3,0970.565% -0.800%-58.610%
1373Database SecurityTechnical SkillsInformation mgmt1 8430.022% 1760.032% 0.010%43.713%
1269Database SecurityTechnical SkillsInformation mgmt2 7120.019% 1130.021% 0.002%9.247%
1270Database ServersTechnical SkillsInformation mgmt3 43,5111.153% 1,5690.286% -0.867%-75.178%
1271Database TestingTechnical SkillsInformation mgmt1 3,5290.094% 4550.083% -0.011%-11.249%
1160DebuggingTechnical SkillsSoftware development7 297,6217.886% 45,9368.378% 0.492%6.243%
1385DecryptionTechnical SkillsInformation mgmt2 1,3350.035% 2610.048% 0.012%34.577%
1256Desktop partitioning softwareTechnical SkillsTechnical applications1 15,3460.407% 1,0250.187% -0.220%-54.023%
418Desktop publishing softwareTechnical SkillsBusiness applications13 59,4301.575% 16,7713.059% 1.484%94.252%
1272Development EnvironmentTechnical SkillsSoftware development13 202,6055.368% 34,8356.353% 0.985%18.352%
1498Device ManagementTechnical SkillsSecurity1 8,3760.222% 2,2450.409% 0.188%84.498%
1273Digital ImagingTechnical SkillsHardware1 9580.025% 1040.019% -0.006%-25.273%
883Digital Signal Processor (DSP)Technical SkillsHardware2 12,9150.342% 1,9760.360% 0.018%5.318%
1446Digital TransformationTechnical SkillsSecurity1 18,3800.487% 14,9062.719% 2.232%458.248%
1472DISATechnical SkillsSecurity1 10,9970.291% 3,2740.597% 0.306%104.935%
423Disk operating system (DOS)Technical SkillsBusiness applications1 10,0020.265% 1,0060.183% -0.082%-30.765%
1497Distributed Denial of ServiceTechnical SkillsSecurity1 3,2510.086% 7560.138% 0.052%60.072%
1504DMZTechnical SkillsNetwork1 6,4690.171% 5120.093% -0.078%-45.519%
1451DockerTechnical SkillsSecurity1 43,1751.144% 26,1404.768% 3.624%316.759%
1307Doctor of PhilosophyTechnical SkillsMisc3 171,2914.539% 36,7836.709% 2.170%47.817%
973Document management softwareTechnical SkillsInformation mgmt4 28,5440.756% 3,6010.657% -0.100%-13.160%
1020Domain name system (DNS)Technical SkillsNetwork3 123,7623.279% 15,4692.821% -0.458%-13.963%
61DreamweaverTechnical SkillsSoftware development1 15,2990.405% 5430.099% -0.306%-75.569%
54DSS/GDSSTechnical SkillsBusiness applications5 39,4681.046% 4,1330.754% -0.292%-27.917%
425Dynamic modeling softwareTechnical SkillsBusiness applications1 1510.004% 280.005% 0.001%27.642%
62EclipseTechnical SkillsSoftware development1 78,4022.077% 6,2251.135% -0.942%-45.346%
1308Electronic CommerceTechnical SkillsBusiness applications2 164,5104.359% 14,9412.725% -1.634%-37.483%
70Electronic Data InterchangeTechnical SkillsInformation mgmt2 30,2050.800% 3,0460.556% -0.245%-30.584%
1023Electronic mail softwareTechnical SkillsNetwork8 53,8721.427% 6,2911.147% -0.280%-19.616%
1384EncryptionTechnical SkillsInformation mgmt1 4050.011% 1710.031% 0.020%190.638%
1507EndpointTechnical SkillsSecurity1 16,2060.429% 6,0871.110% 0.681%158.547%
55Enterprise Resource PlanningTechnical SkillsBusiness applications5 159,9364.238% 18,1623.313% -0.925%-21.832%
1274Enterprise Resource Planning softwareTechnical SkillsBusiness applications15 162,3334.301% 18,8923.446% -0.856%-19.891%
1321Environmental CertificationTechnical SkillsEnvironmental1 3460.009% 1350.025% 0.015%168.577%
1328Environmental CleanupTechnical SkillsEnvironmental3 6440.017% 990.018% 0.001%5.818%
1329Environmental EnergyTechnical SkillsEnvironmental25 15,0430.399% 3,5740.652% 0.253%63.543%
1330Environmental Energy ConservationTechnical SkillsEnvironmental12 13,4660.357% 3,5300.644% 0.287%80.446%
1327Environmental PollutionTechnical SkillsEnvironmental24 11,6100.308% 3,9930.728% 0.421%136.744%
1324Environmental Pollution ControlTechnical SkillsEnvironmental10 6,6110.175% 2,0350.371% 0.196%111.889%
1325Environmental Pollution PreventionTechnical SkillsEnvironmental8 2,4950.066% 7550.138% 0.072%108.299%
1326Environmental Product StewardshipTechnical SkillsEnvironmental13 8,6140.228% 2,4460.446% 0.218%95.462%
1331Environmental ScienceTechnical SkillsEnvironmental2 5370.014% 1220.022% 0.008%56.386%
1322Environmental TechnologyTechnical SkillsEnvironmental2 9110.024% 4130.075% 0.051%212.064%
1470EPRITechnical SkillsSecurity1 1340.004% 250.005% 0.001%28.424%
1551ExabeamTechnical SkillsSecurity1 2400.006% 1210.022% 0.016%247.045%
461Expert system softwareTechnical SkillsBusiness applications1 1,6090.043% 4100.075% 0.032%75.404%
1359FacebookTechnical SkillsSocial Networking1 449,86311.920% 10,4551.907% -10.013%-84.002%
463Facilities management softwareTechnical SkillsBusiness applications4 7,0770.188% 1,5480.282% 0.095%50.568%
1476FedRAMPTechnical SkillsSecurity1 2,9300.078% 1,7740.324% 0.246%316.771%
1467FINRATechnical SkillsSecurity1 1,9750.052% 4020.073% 0.021%40.110%
1556FireEyeTechnical SkillsSecurity1 2,8160.075% 7610.139% 0.064%86.022%
1464FISMATechnical SkillsSecurity1 12,1480.322% 2,6840.490% 0.168%52.086%
468Flight control softwareTechnical SkillsBusiness applications1 1,4870.039% 3440.063% 0.023%59.242%
1508Flow analysisTechnical SkillsSecurity1 4,2900.114% 8890.162% 0.048%42.645%
469Flowchart softwareTechnical SkillsBusiness applications5 10,7030.284% 1,2590.230% -0.054%-19.029%
1367ForensicTechnical SkillsInformation mgmt2 33,5880.890% 7,6171.389% 0.499%56.103%
1552FortinetTechnical SkillsSecurity1 3,9890.106% 1,0370.189% 0.083%78.948%
1112Fraud DetectionTechnical SkillsSecurity1 22,3870.593% 5,8671.070% 0.477%80.398%
63FrontPageTechnical SkillsSoftware development1 2,5290.067% 330.006% -0.061%-91.018%
475Fund accounting softwareTechnical SkillsBusiness applications1 8160.022% 970.018% -0.004%-18.174%
1260GamingTechnical SkillsMisc2 89,7152.377% 16,2362.961% 0.584%24.573%
1468GDPRTechnical SkillsSecurity1 3,2650.087% 2,4640.449% 0.363%419.480%
113Generic databasesTechnical SkillsInformation mgmt2 603,41415.988% 83,55215.239% -0.749%-4.687%
1365Google AppsTechnical SkillsBusiness applications4 13,6460.362% 1,4020.256% -0.106%-29.278%
1364Google PlusTechnical SkillsSocial Networking1 1,5600.041% 1190.022% -0.020%-47.491%
1512GovernanceTechnical SkillsSecurity1 107,0732.837% 28,9485.280% 2.443%86.102%
1276GPS/GIS/Survey softwareTechnical SkillsBusiness applications33 185,6304.919% 29,7435.425% 0.506%10.293%
484Graphic softwareTechnical SkillsBusiness applications16 269,3387.136% 35,5716.488% -0.649%-9.090%
1176Graphical user interface (GUI)Technical SkillsSoftware development2 70,1011.857% 4,4360.809% -1.048%-56.441%
1323Green ITTechnical SkillsEnvironmental9 10,2860.273% 2,3610.431% 0.158%58.001%
893Guidance systemsTechnical SkillsHardware1 2200.006% 680.012% 0.007%112.764%
1371HackingTechnical SkillsInformation mgmt5 21,5240.570% 5,1540.940% 0.370%64.829%
895Hardware description language (HDL)Technical SkillsHardware2 1,5400.041% 4380.080% 0.039%95.778%
1277Hardware DesignTechnical SkillsHardware21 34,3460.910% 7,3191.335% 0.425%46.685%
1278Hardware TestingTechnical SkillsHardware4 10,6670.283% 1,7270.315% 0.032%11.445%
896Hazardous materials (HAZMAT)Technical SkillsHardware2 1,4310.038% 4270.078% 0.040%105.400%
492Helpdesk or call centerTechnical SkillsBusiness applications2 129,0133.418% 19,2023.502% 0.084%2.453%
1465HIPAATechnical SkillsSecurity1 38,9001.031% 9,2931.695% 0.664%64.444%
1473HITRUSTTechnical SkillsSecurity1 2,3260.062% 1,1810.215% 0.154%249.504%
1377Homeland SecurityTechnical SkillsInformation mgmt1 64,8701.719% 9,2611.689% -0.030%-1.729%
1487IaaSTechnical SkillsSecurity1 15,0110.398% 6,4191.171% 0.773%194.354%
114IBM databasesTechnical SkillsInformation mgmt2 90,4612.397% 5,4090.987% -1.410%-58.841%
121IBM operating systemsTechnical SkillsBusiness applications4 62,9661.668% 2,5060.457% -1.211%-72.604%
1513Identity Access ManagementTechnical SkillsSecurity2 28,2680.749% 9,6351.757% 1.008%134.622%
1511Identity Governance and AdministrationTechnical SkillsSecurity1 2680.007% 1740.032% 0.025%346.916%
898Image capture devicesTechnical SkillsHardware9 19,3680.513% 4,5530.830% 0.317%61.817%
524Industrial control softwareTechnical SkillsBusiness applications3 17,2620.457% 4,0580.740% 0.283%61.820%
1485Industrial Control SystemsTechnical SkillsSecurity1 6,7970.180% 1,6500.301% 0.121%67.101%
975Information retrieval or search softwareTechnical SkillsInformation mgmt5 58,2541.544% 8,9731.637% 0.093%6.029%
1375Information SecurityTechnical SkillsInformation mgmt3 159,4004.224% 35,3026.439% 2.215%52.448%
899InfraredTechnical SkillsHardware1 3,2270.086% 6360.116% 0.030%35.666%
1491Infrastructure as CodeTechnical SkillsSecurity1 8,0650.214% 5,0160.915% 0.701%328.119%
1180InstallationTechnical SkillsSoftware development1 305,6848.099% 41,7517.615% -0.485%-5.983%
901Interface definition language (IDL)Technical SkillsHardware1 1,4340.038% 1990.036% -0.002%-4.475%
536Internet browser softwareTechnical SkillsBusiness applications4 20,0520.531% 1,6730.305% -0.226%-42.569%
1483Internet of ThingsTechnical SkillsSecurity1 24,5770.651% 12,5702.293% 1.641%252.061%
1578Internet proxyTechnical SkillsSecurity1 5110.014% 470.009% -0.005%-36.688%
1393Intrusion DetectionTechnical SkillsInformation mgmt1 40,6231.076% 5,8131.060% -0.016%-1.499%
541Inventory management softwareTechnical SkillsBusiness applications3 17,3250.459% 3,1470.574% 0.115%25.036%
1463ISO 22301Technical SkillsSecurity1 730.002% 450.008% 0.006%324.327%
1459ISO 27000Technical SkillsSecurity1 2,3010.061% 4960.090% 0.029%48.380%
1460ISO 27001Technical SkillsSecurity1 10,2030.270% 3,1330.571% 0.301%111.370%
1461ISO 27002Technical SkillsSecurity1 1,4150.037% 2500.046% 0.008%21.617%
1414ISO 9000Technical SkillsSoftware development1 5,2250.138% 2610.048% -0.091%-65.615%
73IT Architecture/StandardsTechnical SkillsHardware2 25,4120.673% 4,0550.740% 0.066%9.841%
1515IT Service ManagementTechnical SkillsSecurity1 23,8380.632% 6,2581.141% 0.510%80.708%
1481ITILTechnical SkillsSecurity1 98,4272.608% 18,0143.286% 0.678%25.982%
1357Java METechnical SkillsMobile Platforms2 1,1530.031% 70.001% -0.029%-95.821%
1035KernelTechnical SkillsNetwork1 41,0061.087% 3,8370.700% -0.387%-35.590%
1442Key managementTechnical SkillsSecurity1 7,8150.207% 1,6270.297% 0.090%43.308%
1450KubernetesTechnical SkillsSecurity1 25,7110.681% 19,5743.570% 2.889%424.049%
907LasersTechnical SkillsHardware1 1,1840.031% 2430.044% 0.013%41.275%
1516Least PrivilegeTechnical SkillsSecurity1 8630.023% 3190.058% 0.035%154.443%
1038License management softwareTechnical SkillsNetwork1 2,5630.068% 4910.090% 0.022%31.869%
1361LinkedInTechnical SkillsSocial Networking1 38,8711.030% 8,8001.605% 0.575%55.836%
1544LogRhythmTechnical SkillsSecurity1 8220.022% 3170.058% 0.036%165.460%
908Mainframe computersTechnical SkillsHardware2 73,5131.948% 5,7031.040% -0.908%-46.599%
124Mainframe operating systemsTechnical SkillsBusiness applications8 45,6481.210% 4,9250.898% -0.311%-25.733%
1280Mass Storage hardware & softwareTechnical SkillsTechnical applications9 77,8062.062% 6,7761.236% -0.826%-40.052%
580Materials requirements planning logistics and supply chain softwareTechnical SkillsBusiness applications7 14,5090.384% 1,7560.320% -0.064%-16.690%
1549McAfee Enterprise SecurityTechnical SkillsSecurity1 710.002% 100.002% -0.000%-3.049%
1281Medical softwareTechnical SkillsBusiness applications9 25,9680.688% 6,8731.254% 0.565%82.188%
1452MesosTechnical SkillsSecurity1 2,8960.077% 9960.182% 0.105%136.740%
1517Metadata analysisTechnical SkillsSecurity1 2350.006% 630.011% 0.005%84.537%
1555Micro FocusTechnical SkillsSecurity1 2,5430.067% 6100.111% 0.044%65.118%
1433Micro-segmentationTechnical SkillsSecurity1 3400.009% 2400.044% 0.035%385.897%
115Microsoft databasesTechnical SkillsInformation mgmt5 533,10614.125% 46,3468.453% -5.672%-40.157%
119Microsoft operating systemsTechnical SkillsBusiness applications4 747,90519.817% 76,10013.880% -5.937%-29.959%
1518MITRETechnical SkillsSecurity1 6,5060.172% 1,3600.248% 0.076%43.892%
1350Mobile PlatformsTechnical SkillsMobile Platforms1 23,1110.612% 2,4640.449% -0.163%-26.611%
1581Mobile securityTechnical SkillsSecurity2 3,1830.084% 6110.111% 0.027%32.134%
1431Multi-Factor AuthenticationTechnical SkillsSecurity3 4,8100.127% 2,0970.382% 0.255%200.099%
625MultimediaTechnical SkillsBusiness applications1 30,7950.816% 2,6830.489% -0.327%-40.028%
1362MySpaceTechnical SkillsSocial Networking1 3,9220.104% 390.007% -0.097%-93.155%
1471NERCTechnical SkillsSecurity1 4,0780.108% 9400.171% 0.063%58.669%
1548NetWitnessTechnical SkillsSecurity1 5910.016% 1420.026% 0.010%65.391%
1499Network Access ControlTechnical SkillsSecurity2 8,2410.218% 1,2830.234% 0.016%7.166%
74Network administrationTechnical SkillsHardware17 495,06113.117% 164,81230.060% 16.942%129.161%
1282Network Administration softwareTechnical SkillsNetwork18 191,7645.081% 28,5165.201% 0.120%2.361%
1519Network discoveryTechnical SkillsSecurity1 5330.014% 1380.025% 0.011%78.223%
1283Network HardwareTechnical SkillsNetwork11 138,8463.679% 16,2842.970% -0.709%-19.269%
1284Network Monitoring softwareTechnical SkillsNetwork15 102,2282.709% 14,1242.576% -0.133%-4.896%
1059Network operation system software (NOS)Technical SkillsNetwork2 4,1370.110% 4370.080% -0.030%-27.288%
1122Network securityTechnical SkillsSecurity1 116,8643.096% 14,4832.642% -0.455%-14.692%
1369Network SecurityTechnical SkillsInformation mgmt1 23,6420.626% 2,5190.459% -0.167%-26.658%
1285Network Security softwareTechnical SkillsSecurity37 277,4607.352% 47,0158.575% 1.223%16.640%
1503Network SegmentationTechnical SkillsNetwork1 1,3810.037% 4370.080% 0.043%117.821%
1286Network softwareTechnical SkillsNetwork6 187,0844.957% 130,52123.805% 18.848%380.237%
1287Network TestingTechnical SkillsNetwork11 58,7061.555% 7,5191.371% -0.184%-11.836%
1521Next Generation FirewallTechnical SkillsSecurity2 1,3010.034% 5240.096% 0.061%177.246%
1458NISTTechnical SkillsSecurity1 33,3260.883% 11,9682.183% 1.300%147.201%
1065Novell network softwareTechnical SkillsNetwork2 4,3600.116% 910.017% -0.099%-85.633%
643OberonTechnical SkillsBusiness applications1 4380.012% 60.001% -0.011%-90.571%
1413Object Oriented DesignTechnical SkillsSoftware development2 105,0522.783% 6,5801.200% -1.583%-56.885%
41Object Oriented ProgrammingTechnical SkillsSoftware development5 502,10313.304% 48,2738.804% -4.499%-33.821%
1288Office ApplicationsTechnical SkillsBusiness applications13 476,34712.621% 77,36714.111% 1.489%11.801%
71Online Analytical ProcessingTechnical SkillsInformation mgmt2 40,2501.066% 2,1890.399% -0.667%-62.564%
116Open-source databasesTechnical SkillsInformation mgmt4 237,3666.289% 30,0905.488% -0.801%-12.740%
118Open-source operating systemsTechnical SkillsBusiness applications8 662,70217.559% 81,77614.915% -2.644%-15.059%
56Operating SystemsTechnical SkillsBusiness applications3 360,1599.543% 51,6589.422% -0.121%-1.269%
1482Operational TechnologyTechnical SkillsSecurity1 6,4640.171% 1,8760.342% 0.171%99.776%
651Optical character recognition (OCR)Technical SkillsBusiness applications3 2,5160.067% 6080.111% 0.044%66.343%
117Oracle databasesTechnical SkillsInformation mgmt1 602,06015.952% 47,5868.679% -7.273%-45.593%
1529Orchestration & AutomationTechnical SkillsSecurity1 5780.015% 3090.056% 0.041%267.995%
1488PaaSTechnical SkillsSecurity1 18,4500.489% 7,5361.374% 0.886%181.162%
1354Palm OSTechnical SkillsMobile Platforms3 3,2180.085% 290.005% -0.080%-93.797%
1522PanoramaTechnical SkillsSecurity1 8050.021% 2290.042% 0.020%95.817%
1466Payment Card IndustryTechnical SkillsSecurity1 40,2861.067% 8,3511.523% 0.456%42.691%
1376Penetration TestingTechnical SkillsInformation mgmt5 111,8762.964% 28,2375.150% 2.186%73.737%
1527Personal Healthcare InformationTechnical SkillsSecurity1 3,4110.090% 1,2930.236% 0.145%160.933%
1528Personally Identifiable InformationTechnical SkillsSecurity1 4,2220.112% 1,5010.274% 0.162%144.723%
1289Physical ToolsTechnical SkillsHardware1 2960.008% 730.013% 0.005%69.763%
683Point of sale (POS)Technical SkillsBusiness applications3 22,1830.588% 3,5190.642% 0.054%9.197%
1525Policy Decision PointTechnical SkillsSecurity1 1,0030.027% 2040.037% 0.011%40.004%
1526Policy Enforcement PointTechnical SkillsSecurity1 9910.026% 2100.038% 0.012%45.867%
686PolkaTechnical SkillsBusiness applications1 1,2230.032% 9540.174% 0.142%436.949%
931PrintersTechnical SkillsHardware4 38,4791.020% 10,1811.857% 0.837%82.129%
1430Privileged Account ManagementTechnical SkillsSecurity2 4,1960.111% 1,0600.193% 0.082%73.893%
43ProgrammingTechnical SkillsSoftware development1 1,074,67928.475% 145,66326.567% -1.908%-6.700%
700ProvisioningTechnical SkillsBusiness applications1 57,5431.525% 10,4821.912% 0.387%25.390%
1545QRadarTechnical SkillsSecurity1 1,7780.047% 5760.105% 0.058%122.999%
1531Quality of ServiceTechnical SkillsSecurity1 34,4180.912% 4,1290.753% -0.159%-17.421%
1405Rapid Application DevelopmentTechnical SkillsSoftware development2 19,4080.514% 1,0560.193% -0.322%-62.546%
1553Rapid7Technical SkillsSecurity1 1,0230.027% 3570.065% 0.038%140.217%
1258Rate ControlTechnical SkillsTechnical applications1 1980.005% 110.002% -0.003%-61.758%
1209Rational Rose XDE DeveloperTechnical SkillsSoftware development4 40,4971.073% 7090.129% -0.944%-87.949%
1077Remote control softwareTechnical SkillsNetwork2 3,7650.100% 6950.127% 0.027%27.067%
1214Restructured extended executor (REXX)Technical SkillsSoftware development1 2,2780.060% 2010.037% -0.024%-39.263%
1379Risk AnalysisTechnical SkillsInformation mgmt1 24,1520.640% 4,4410.810% 0.170%26.572%
1262RoboticsTechnical SkillsHardware3 28,1160.745% 10,8171.973% 1.228%164.829%
1532Role-Based Access ControlTechnical SkillsSecurity3 4,8040.127% 1,1710.214% 0.086%67.790%
1318RSATechnical SkillsSecurity1 15,7840.418% 1,1680.213% -0.205%-49.063%
1489SaaSTechnical SkillsSecurity1 93,4942.477% 23,1404.220% 1.743%70.369%
1429SASETechnical SkillsSecurity2 5160.014% 2320.042% 0.029%209.492%
1533SCCMTechnical SkillsSecurity1 17,5460.465% 4,6580.850% 0.385%82.740%
44SDLCTechnical SkillsSoftware development7 492,64513.053% 64,59411.781% -1.272%-9.745%
1500SecOpsTechnical SkillsSecurity2 5,3960.143% 4,6550.849% 0.706%493.826%
1537Secure SDLCTechnical SkillsSecurity1 24,6380.653% 3970.072% -0.580%-88.908%
1132Secure shell (SSH)Technical SkillsSecurity1 3530.009% 230.004% -0.005%-55.150%
1317Secure Sockets Layer (SSL)Technical SkillsSecurity3 50,4041.336% 5,7681.052% -0.284%-21.228%
1569Secure Web GatewayTechnical SkillsSecurity1 6,8560.182% 390.007% -0.175%-96.084%
76SecurityTechnical SkillsHardware4 2,392,66363.397% 218,41539.836% -23.560%-37.163%
1382Security AuditTechnical SkillsInformation mgmt1 3,7380.099% 5090.093% -0.006%-6.268%
1315Security ClearanceTechnical SkillsMisc2 304,2368.061% 67,35612.285% 4.224%52.397%
1477Security FrameworksTechnical SkillsSecurity1 7,6230.202% 2,4640.449% 0.247%122.498%
1540Security Information and Event ManagementTechnical SkillsSecurity1 16,5640.439% 5,7721.053% 0.614%139.868%
1584Security Information ManagementTechnical SkillsSecurity1 6,1630.163% 5840.107% -0.057%-34.772%
1567Security Operations CenterTechnical SkillsSecurity1 22,6910.601% 8,0171.462% 0.861%143.203%
1381Security PlanTechnical SkillsInformation mgmt1 3,3820.090% 1,0360.189% 0.099%110.862%
1380Security PolicyTechnical SkillsInformation mgmt2 62,6391.660% 13,5462.471% 0.811%48.860%
1457Security StandardsTechnical SkillsSecurity1 33,4990.888% 8,0961.477% 0.589%66.360%
1135Security testing softwareTechnical SkillsSecurity1 12,5640.333% 2,9410.536% 0.204%61.131%
1550SecuronixTechnical SkillsSecurity1 1460.004% 810.015% 0.011%281.895%
1538SegmentationTechnical SkillsSecurity1 14,9720.397% 4,6580.850% 0.453%114.156%
60Sharepoint ServerTechnical SkillsBusiness applications1 12,0520.319% 4190.076% -0.243%-76.069%
1084Signal generatorsTechnical SkillsNetwork1 1,3040.035% 5870.107% 0.073%209.865%
1085Simple network management protocol (SNMP)Technical SkillsNetwork1 33,3140.883% 2,5120.458% -0.425%-48.096%
1303Simple Object Access Protocol (SOAP)Technical SkillsSoftware development1 153,8664.077% 15,7922.880% -1.197%-29.351%
1220Simulation softwareTechnical SkillsSoftware development5 71,9501.906% 16,5933.026% 1.120%58.747%
1568Single Sign-OnTechnical SkillsSecurity3 26,5570.704% 4,6550.849% 0.145%20.657%
1558SOARTechnical SkillsSecurity1 1,5880.042% 4900.089% 0.047%112.401%
1475SOC 2Technical SkillsSecurity1 2,9390.078% 1,7410.318% 0.240%307.766%
1366Social NetworkTechnical SkillsSocial Networking1 12,4600.330% 8890.162% -0.168%-50.887%
1358Social NetworkingTechnical SkillsSocial Networking1 19,4110.514% 8890.162% -0.352%-68.474%
1534Software Defined NetworkTechnical SkillsSecurity2 6,1500.163% 2,2550.411% 0.248%152.396%
1535Software Defined Wide Area NetworkTechnical SkillsSecurity1 1,8650.049% 1,4520.265% 0.215%435.919%
42Software DevelopmentTechnical SkillsSoftware development2 991,62926.275% 133,96624.434% -1.841%-7.006%
1291Software Development softwareTechnical SkillsSoftware development3 6,3550.168% 3180.058% -0.110%-65.555%
1309Software EngineeringTechnical SkillsSoftware development1 607,92416.108% 93,83917.115% 1.007%6.254%
1292Software InstallationTechnical SkillsSoftware development4 471,42312.491% 83,43015.217% 2.726%21.821%
1223Software librariesTechnical SkillsSoftware development1 1,7000.045% 3540.065% 0.020%43.339%
1293Software MaintenanceTechnical SkillsSoftware development1 29,5100.782% 2,8270.516% -0.266%-34.057%
1294Software TestingTechnical SkillsSoftware development14 463,09512.270% 74,77613.638% 1.368%11.149%
1225Source code management (SCM)Technical SkillsSoftware development5 161,3504.275% 24,4304.456% 0.181%4.224%
1541SplunkTechnical SkillsSecurity1 24,2540.643% 10,2021.861% 1.218%189.543%
1229Static analysis softwareTechnical SkillsSoftware development1 4,2150.112% 8680.158% 0.047%41.753%
772Statistical analysis softwareTechnical SkillsBusiness applications26 319,8948.476% 73,46313.399% 4.923%58.079%
774Statistical softwareTechnical SkillsBusiness applications1 162,5944.308% 44,9228.193% 3.885%90.181%
1230Stress testing softwareTechnical SkillsSoftware development1 9,9370.263% 9960.182% -0.082%-31.005%
1547sumo logicTechnical SkillsSecurity1 1,0650.028% 5230.095% 0.067%238.036%
122Sun operating systemsTechnical SkillsBusiness applications3 141,5173.750% 5,0480.921% -2.829%-75.446%
939Surveillance systemsTechnical SkillsHardware5 38,4571.019% 9,6191.754% 0.735%72.173%
1564SwimlaneTechnical SkillsSecurity1 930.002% 550.010% 0.008%307.091%
791Symantec softwareTechnical SkillsBusiness applications1 25,5820.678% 1,5190.277% -0.401%-59.127%
1355SymbianTechnical SkillsMobile Platforms1 1200.003% 60.001% -0.002%-65.582%
1310System AdministrationTechnical SkillsNetwork4 245,6826.510% 30,1935.507% -1.003%-15.405%
45System TestingTechnical SkillsSoftware development5 86,5572.293% 12,8522.344% 0.051%2.207%
46Systems AnalysisTechnical SkillsSoftware development8 316,7608.393% 43,1647.873% -0.520%-6.200%
47Systems DesignTechnical SkillsSoftware development1 54,8641.454% 7,3211.335% -0.118%-8.147%
1233Systems EvaluationTechnical SkillsSoftware development1 4920.013% 1740.032% 0.019%143.442%
1234Systems integrationTechnical SkillsSoftware development8 166,3274.407% 11,7522.143% -2.264%-51.364%
75TCP/IPTechnical SkillsHardware3 214,8315.692% 21,2733.880% -1.812%-31.838%
1235Technology DesignTechnical SkillsSoftware development1 3,6160.096% 7050.129% 0.033%34.206%
1236TemplatesTechnical SkillsSoftware development1 59,0531.565% 9,1531.669% 0.105%6.692%
1239Test implementationTechnical SkillsSoftware development1 2,0230.054% 5840.107% 0.053%98.714%
1302TestingTechnical SkillsSoftware development1 1,251,99033.173% 199,78236.438% 3.265%9.842%
1435Threat IntelligenceTechnical SkillsSecurity1 6,6790.177% 3,2010.584% 0.407%229.903%
1561ThreatConnectTechnical SkillsSecurity1 2570.007% 780.014% 0.007%108.917%
1571Traffic AnalysisTechnical SkillsSecurity1 4,4070.117% 7500.137% 0.020%17.147%
1570Traffic CaptureTechnical SkillsSecurity1 1510.004% 180.003% -0.001%-17.945%
1297Training softwareTechnical SkillsBusiness applications3 2,9920.079% 4100.075% -0.004%-5.673%
57Transaction Processing SystemsTechnical SkillsBusiness applications4 4,9690.132% 5760.105% -0.027%-20.207%
1360TwitterTechnical SkillsSocial Networking1 51,3141.360% 9,4271.719% 0.360%26.459%
1411Unified ProcessTechnical SkillsSoftware development1 8,9280.237% 840.015% -0.221%-93.524%
123UNIX operating systemsTechnical SkillsBusiness applications5 560,66514.856% 38,2596.978% -7.878%-53.028%
1298UNIX ShellsTechnical SkillsBusiness applications4 133,8333.546% 12,2482.234% -1.312%-37.004%
1410Use CaseTechnical SkillsSoftware development1 27,3280.724% 3,4060.621% -0.103%-14.208%
1573User and Entity Behavior AnalyticsTechnical SkillsSecurity1 1980.005% 1450.026% 0.021%404.097%
1572User Behavior AnalyticsTechnical SkillsSecurity1 2880.008% 1780.032% 0.025%325.441%
48User-Interface DesignTechnical SkillsSoftware development2 258,0396.837% 34,4486.283% -0.554%-8.105%
836Video creation and editing softwareTechnical SkillsBusiness applications3 16,3830.434% 2,2740.415% -0.019%-4.455%
1574Virtual MachineTechnical SkillsSecurity1 22,5920.599% 3,7250.679% 0.081%13.497%
840Visual Color DiscriminationTechnical SkillsBusiness applications2 2710.007% 2090.038% 0.031%430.870%
64Visual StudioTechnical SkillsSoftware development1 135,7003.596% 12,1362.213% -1.382%-38.439%
843Voice dictation & recognitionTechnical SkillsBusiness applications2 5,5970.148% 1,2350.225% 0.077%51.888%
77Voice/Data TelecomTechnical SkillsHardware10 259,7396.882% 29,2555.336% -1.546%-22.469%
1575Vulnerability ManagementTechnical SkillsSecurity1 15,0920.400% 4,8540.885% 0.485%121.393%
1583Vulnerability TestingTechnical SkillsSecurity1 4,1530.110% 8280.151% 0.041%37.240%
1577Web Application FirewallTechnical SkillsSecurity1 3,0950.082% 1,1780.215% 0.133%161.997%
1299Web Application ServerTechnical SkillsBusiness applications8 161,4724.278% 6,3711.162% -3.116%-72.840%
1248Web platform development softwareTechnical SkillsSoftware development5 9,9140.263% 1320.024% -0.239%-90.835%
65web programmerTechnical SkillsSoftware development4 41,8201.108% 3,3160.605% -0.503%-45.419%
1579Web proxyTechnical SkillsSecurity1 1,6100.043% 3590.065% 0.023%53.490%
58Web serversTechnical SkillsBusiness applications6 281,8857.469% 22,6424.130% -3.339%-44.709%
49Web-based Application DevelopmentTechnical SkillsSoftware development2 199,1625.277% 16,5033.010% -2.267%-42.962%
1356Windows CETechnical SkillsMobile Platforms4 21,6380.573% 4030.074% -0.500%-87.180%
1102WirelessTechnical SkillsNetwork5 159,9374.238% 21,4253.908% -0.330%-7.789%
1363YouTubeTechnical SkillsSocial Networking2 12,1660.322% 3,6630.668% 0.346%107.253%
1524Zero TrustTechnical SkillsSecurity1 5140.014% 3850.070% 0.057%415.595%
79.NETProgramming SkillsCurrent1 426,07811.289% 33,7956.164% -5.126%-45.402%
208A mathematical programming language (AMPL)Programming SkillsLegacy1 1460.004% 400.007% 0.003%88.590%
209A programming language (APL)Programming SkillsLegacy2 6,4810.172% 1,2460.227% 0.056%32.339%
99AdaProgramming SkillsLegacy1 20,5100.543% 8,0331.465% 0.922%169.602%
80AJAXProgramming SkillsCurrent1 220,0365.830% 8,1861.493% -4.337%-74.391%
210Algorithmic language (ALGOL)Programming SkillsLegacy1 1050.003% 180.003% 0.001%18.003%
192Apple AppleScriptProgramming SkillsCurrent1 6050.016% 400.007% -0.009%-54.489%
81ASPProgramming SkillsCurrent2 282,6637.490% 16,7063.047% -4.443%-59.317%
108AssemblyProgramming SkillsLegacy2 10,4730.277% 6850.125% -0.153%-54.977%
211AWKProgramming SkillsLegacy1 8,0240.213% 4270.078% -0.135%-63.369%
212BProgramming SkillsLegacy1 134,4003.561% 91,89016.760% 13.199%370.631%
83C#Programming SkillsCurrent2 449,20711.902% 52,5899.592% -2.311%-19.414%
82C/C++Programming SkillsCurrent3 771,96420.454% 181,73733.147% 12.692%62.053%
193Cascading Style Sheets (CSS)Programming SkillsCurrent2 346,2799.175% 40,6527.414% -1.761%-19.190%
215Categorical abstract machine language (CAML)Programming SkillsLegacy1 9650.026% 730.013% -0.012%-47.928%
84CGIProgramming SkillsCurrent2 27,2620.722% 2,6810.489% -0.233%-32.306%
217ClipperProgramming SkillsLegacy1 6370.017% 310.006% -0.011%-66.501%
218CLUProgramming SkillsLegacy1 2200.006% 240.004% -0.001%-24.907%
100CobolProgramming SkillsLegacy1 27,5060.729% 2,0440.373% -0.356%-48.848%
85ColdFusionProgramming SkillsCurrent2 22,4390.595% 9230.168% -0.426%-71.685%
219Combined programming language (CPL)Programming SkillsLegacy1 4750.013% 550.010% -0.003%-20.296%
195Component object model (COM)Programming SkillsCurrent1 5520.015% 160.003% -0.012%-80.048%
125Database programmingProgramming SkillsCurrent3 92,0322.439% 5,1750.944% -1.495%-61.294%
1501DevOpsProgramming SkillsMisc1 67,5591.790% 37,2926.802% 5.012%279.965%
196Distributed component object model (DCOM)Programming SkillsCurrent1 5,4630.145% 1050.019% -0.126%-86.770%
197Document Object Model (DOM) ScriptingProgramming SkillsCurrent2 22,9880.609% 1,3110.239% -0.370%-60.743%
221Extended self-containing Prolog (ESP)Programming SkillsLegacy1 6,5900.175% 7310.133% -0.041%-23.644%
199Extensible stylesheet language (XSL)Programming SkillsCurrent4 38,5001.020% 1,2150.222% -0.799%-78.277%
109ForthProgramming SkillsLegacy1 14,6600.388% 4,3320.790% 0.402%103.407%
102FortranProgramming SkillsLegacy1 6,8450.181% 1,0530.192% 0.011%5.893%
86HTML/XHTML/DHTMLProgramming SkillsCurrent3 681,05818.046% 59,64210.878% -7.168%-39.719%
222JProgramming SkillsLegacy1 15,2810.405% 2,5730.469% 0.064%15.904%
87Java/J2EE/J2PProgramming SkillsCurrent4 955,16925.308% 114,94720.965% -4.343%-17.162%
97JavaScriptProgramming SkillsCurrent3 570,42915.114% 74,77313.638% -1.477%-9.769%
89JavaServer FacesProgramming SkillsCurrent3 32,9990.874% 1,3190.241% -0.634%-72.486%
88JavaServer PagesProgramming SkillsCurrent3 139,0983.686% 4,9490.903% -2.783%-75.509%
223Job control language (JCL)Programming SkillsLegacy2 16,0870.426% 1,3530.247% -0.179%-42.106%
126LAMPProgramming SkillsCurrent1 39,3171.042% 1,4430.263% -0.779%-74.736%
104LispProgramming SkillsLegacy1 2,6000.069% 1930.035% -0.034%-48.903%
224Lisp object-oriented programming system (LOOPS)Programming SkillsLegacy1 3,5630.094% 1,1730.214% 0.120%126.618%
201Microsoft ActiveXProgramming SkillsCurrent1 5,1790.137% 650.012% -0.125%-91.361%
107PascalProgramming SkillsLegacy1 1,6930.045% 750.014% -0.031%-69.506%
90PerlProgramming SkillsCurrent1 286,6087.594% 21,1473.857% -3.737%-49.211%
91PHPProgramming SkillsCurrent1 170,3594.514% 14,8982.717% -1.797%-39.803%
103PL/1Programming SkillsLegacy3 7140.019% 1400.026% 0.007%34.971%
105PrologProgramming SkillsLegacy1 1,5540.041% 390.007% -0.034%-82.725%
95PythonProgramming SkillsCurrent1 362,3599.601% 108,66219.819% 10.217%106.419%
228Register transfer language (RTL)Programming SkillsLegacy1 45,9111.216% 1,0510.192% -1.025%-84.242%
1216Ruby/Ruby on RailsProgramming SkillsCurrent1 121,5283.220% 17,8473.255% 0.035%1.088%
205Scalable vector graphics (SVG)Programming SkillsCurrent1 1,9940.053% 2230.041% -0.012%-23.018%
206Scripting languagesProgramming SkillsCurrent1 98,6672.614% 16,4943.008% 0.394%15.071%
101SmalltalkProgramming SkillsLegacy1 1,0270.027% 280.005% -0.022%-81.233%
92SQLProgramming SkillsCurrent3 1,210,59232.076% 134,67824.564% -7.513%-23.421%
110TCLProgramming SkillsLegacy1 18,6800.495% 1,4920.272% -0.223%-45.020%
98Unified Modeling LanguageProgramming SkillsCurrent2 106,3702.818% 4,7680.870% -1.949%-69.145%
93Visual BasicProgramming SkillsCurrent6 242,5816.428% 15,5752.841% -3.587%-55.804%
207Web service definition language (WSDL)Programming SkillsCurrent2 29,2790.776% 1,5490.283% -0.493%-63.583%
94XMLProgramming SkillsCurrent2 465,24112.327% 26,6594.862% -7.465%-60.556%
1342Computer ScienceMajorsComputer Science2 3,664,70997.101% 541,15498.700% 1.599%1.647%
1344Information TechnologyMajorsInformation Technology3 972,02425.755% 134,05724.450% -1.305%-5.066%
1343Management Information SystemsMajorsManagement Information Systems9 982,41726.030% 159,93029.169% 3.139%12.059%

IT Degrees

Information Technology

2021-02-11Jobs Found:1,942,623Click on column headings to sort
Skill IDSkill NamePrimary CategorySecondary CategoryNumber of SynonymsOccurrencesFrequencyLast 2 years OccurrencesLast 2 years FrequencyLast 2 years Growth/DeclineMovement
252Analytical ThinkingSoft SkillsProblem-solving skills1 7,3200.377% 2,3380.745% 0.368%97.737%
2Attention to DetailsSoft SkillsProblem-solving skills2 5,9570.307% 1,5090.481% 0.174%56.825%
8Conflict ResolutionSoft SkillsInterpersonal skills1 14,7910.761% 3,5441.129% 0.368%48.337%
231CooperationSoft SkillsInterpersonal skills1 20,2211.041% 4,4541.419% 0.379%36.364%
1428Creative ThinkingSoft SkillsProblem-solving skills1 8,4000.432% 2,3240.741% 0.308%71.281%
3CreativitySoft SkillsProblem-solving skills4 60,6383.121% 15,5034.941% 1.819%58.279%
4Critical thinkingSoft SkillsProblem-solving skills3 36,5411.881% 13,0384.155% 2.274%120.894%
1300FlexibilitySoft SkillsWork ethic1 126,4676.510% 21,1066.726% 0.216%3.320%
232IndependenceSoft SkillsInterpersonal skills1 13,0310.671% 3,6271.156% 0.485%72.315%
13Initiative/Motivation to workSoft SkillsWork ethic5 263,46213.562% 59,07618.827% 5.265%38.818%
256InnovationSoft SkillsProblem-solving skills1 172,8928.900% 48,60115.489% 6.589%74.030%
14Integrity/Honesty/EthicsSoft SkillsWork ethic4 262,64913.520% 61,55419.616% 6.096%45.089%
1422InternshipSoft SkillsWork ethic3 63,3293.260% 9,7933.121% -0.139%-4.266%
9Interpersonal RelationshipsSoft SkillsInterpersonal skills1 1,8580.096% 7110.227% 0.131%136.907%
257Judgment and Decision MakingSoft SkillsProblem-solving skills2 161,1338.295% 43,95114.007% 5.712%68.864%
10LeadershipSoft SkillsInterpersonal skills1 460,57323.709% 101,79932.442% 8.733%36.835%
258LearningSoft SkillsProblem-solving skills1 216,43911.142% 48,47815.449% 4.308%38.664%
1Learning AbilitySoft SkillsProblem-solving skills3 34,5221.777% 9,8803.149% 1.372%77.180%
236ListeningSoft SkillsLanguage skills1 64,2693.308% 9,1942.930% -0.378%-11.436%
260MathematicsSoft SkillsProblem-solving skills3 68,7623.540% 18,5055.897% 2.358%66.607%
261MemorizationSoft SkillsProblem-solving skills2 1950.010% 300.010% -0.000%-4.755%
18Negotiation SkillsSoft SkillsLanguage skills1 20,6441.063% 3,0350.967% -0.095%-8.984%
262OptimizationSoft SkillsProblem-solving skills1 81,5764.199% 15,8975.066% 0.867%20.644%
19Oral CommunicationsSoft SkillsLanguage skills5 36,8161.895% 8,1592.600% 0.705%37.200%
273PersistenceSoft SkillsWork ethic1 4,9150.253% 1,0160.324% 0.071%27.975%
239PersuasionSoft SkillsLanguage skills1 4,1860.215% 1,2090.385% 0.170%78.805%
1301Physical SkillSoft SkillsWork ethic2 4,9140.253% 2,5230.804% 0.551%217.860%
240PresentationsSoft SkillsLanguage skills1 114,8175.910% 27,6858.823% 2.912%49.277%
265Problem Solving SkillsSoft SkillsProblem-solving skills3 305,54215.728% 70,68322.526% 6.797%43.218%
20Questioning skillsSoft SkillsLanguage skills1 6710.035% 2090.067% 0.032%92.831%
241Reading ComprehensionSoft SkillsLanguage skills1 1,0440.054% 3630.116% 0.062%115.258%
6Research skillsSoft SkillsProblem-solving skills1 4,1280.212% 9800.312% 0.100%46.974%
15ResponsibilitySoft SkillsWork ethic2 208,10210.712% 47,95915.284% 4.572%42.675%
234Self ControlSoft SkillsInterpersonal skills1 3250.017% 1690.054% 0.037%221.927%
11Self-esteemSoft SkillsInterpersonal skills1 1050.005% 320.010% 0.005%88.675%
16Self-managementSoft SkillsWork ethic1 2,4260.125% 8600.274% 0.149%119.463%
250Stress ToleranceSoft SkillsPhysical skills1 8050.041% 4540.145% 0.103%249.151%
12TeamworkSoft SkillsInterpersonal skills1 97,2335.005% 25,5998.158% 3.153%62.991%
17Time ManagementSoft SkillsWork ethic2 72,0383.708% 17,6715.632% 1.923%51.863%
268VisualizationSoft SkillsProblem-solving skills1 20,7151.066% 7,7502.470% 1.403%131.617%
7Working under pressureSoft SkillsProblem-solving skills1 1,6410.084% 5780.184% 0.100%118.058%
21Written CommunicationsSoft SkillsLanguage skills5 295,03115.187% 58,93518.782% 3.595%23.669%
172Account managementBusiness SkillsManagement skills1 20,6781.064% 3,7081.182% 0.117%11.016%
22AccountingBusiness SkillsBusiness processes4 352,75918.159% 28,9939.240% -8.919%-49.117%
1263Accounting softwareBusiness SkillsBusiness processes8 44,0242.266% 1,6160.515% -1.751%-77.275%
174AdministrationBusiness SkillsManagement skills3 612,79931.545% 94,01029.960% -1.585%-5.025%
1313AnalystBusiness SkillsProject management1 382,95319.713% 60,73719.356% -0.357%-1.811%
175Application managementBusiness SkillsManagement skills5 133,5726.876% 26,0848.313% 1.437%20.896%
150Asset managementBusiness SkillsBusiness processes1 32,4321.669% 7,1422.276% 0.607%36.333%
151AuditingBusiness SkillsBusiness processes5 167,4228.618% 30,4289.697% 1.079%12.516%
1264Auditing softwareBusiness SkillsBusiness processes1 1500.008% 40.001% -0.006%-83.491%
152BillingBusiness SkillsBusiness processes1 72,5473.734% 7,2622.314% -1.420%-38.029%
153Bills of LadingBusiness SkillsBusiness processes1 550.003% 210.007% 0.004%136.380%
1314Business AnalystBusiness SkillsProject management1 146,1057.521% 14,6274.661% -2.860%-38.021%
35Business IntelligenceBusiness SkillsStrategy skills1 78,5054.041% 10,4183.320% -0.721%-17.844%
155Business performance management (BPM)Business SkillsBusiness processes2 11,5580.595% 1,4500.462% -0.133%-22.333%
23Business Process Design/Re-engineeringBusiness SkillsBusiness processes3 29,2731.507% 1,6940.540% -0.967%-64.174%
36Business StrategyBusiness SkillsStrategy skills3 458,78523.617% 103,16332.877% 9.260%39.209%
182Calendar and schedulingBusiness SkillsProject management3 90,4434.656% 20,4266.510% 1.854%39.818%
156Capacity planningBusiness SkillsBusiness processes1 32,7301.685% 4,6001.466% -0.219%-12.991%
28Change ManagementBusiness SkillsManagement skills1 95,2374.902% 21,3226.795% 1.893%38.604%
183Content workflowBusiness SkillsProject management1 630.003% 70.002% -0.001%-31.212%
24Contracting and legalBusiness SkillsBusiness processes2 220,31111.341% 33,08510.544% -0.797%-7.029%
176CoordinationBusiness SkillsManagement skills1 125,5476.463% 32,85310.470% 4.007%62.003%
157Cost accountingBusiness SkillsBusiness processes1 4,1890.216% 7990.255% 0.039%18.084%
158Cost estimationBusiness SkillsBusiness processes1 1,9240.099% 3880.124% 0.025%24.848%
1312Customer SupportBusiness SkillsBusiness processes6 428,39422.052% 80,24425.573% 3.520%15.964%
1339EducationBusiness SkillsIndustry Segment1 29,7361.531% 9,9693.177% 1.646%107.550%
1333EnergyBusiness SkillsIndustry Segment1 97,1705.002% 19,4086.185% 1.183%23.652%
1340EntertainmentBusiness SkillsIndustry Segment1 171,8808.848% 3,0430.970% -7.878%-89.040%
1319EnvironmentalBusiness SkillsEnvironmental16 144,0317.414% 19,5296.224% -1.191%-16.058%
1320Environmental StrategyBusiness SkillsEnvironmental12 15,5860.802% 8,5822.735% 1.933%240.885%
161FinancialBusiness SkillsBusiness processes2 672,16934.601% 133,00542.387% 7.786%22.502%
1275Financial Analysis softwareBusiness SkillsBusiness processes8 3,0400.156% 3620.115% -0.041%-26.279%
1332Health CareBusiness SkillsIndustry Segment2 473,15424.356% 54,34817.320% -7.036%-28.889%
1341HospitalityBusiness SkillsIndustry Segment4 287,32814.791% 50,92916.230% 1.440%9.734%
177Human resourcesBusiness SkillsManagement skills2 282,54314.544% 31,55210.055% -4.489%-30.865%
1336InsuranceBusiness SkillsIndustry Segment1 11,5180.593% 1,6650.531% -0.062%-10.507%
1316Managing/SupervisionBusiness SkillsManagement skills6 1,288,84866.346% 193,02761.515% -4.830%-7.281%
1334ManufacturingBusiness SkillsIndustry Segment2 230,51011.866% 19,3936.180% -5.686%-47.915%
26MarketingBusiness SkillsBusiness processes1 330,50317.013% 25,6978.189% -8.824%-51.865%
185MonitoringBusiness SkillsProject management1 243,53412.536% 62,10819.793% 7.257%57.885%
179NegotiationBusiness SkillsManagement skills1 83,8584.317% 15,5184.945% 0.629%14.563%
163Operation and ControlBusiness SkillsBusiness processes3 1,7000.088% 5790.185% 0.097%110.855%
29Outsourcing ManagementBusiness SkillsManagement skills3 104,0225.355% 5,2391.670% -3.685%-68.820%
167ProcurementBusiness SkillsBusiness processes1 94,7634.878% 14,8064.718% -0.160%-3.272%
1290Project Management softwareBusiness SkillsProject management3 60,6903.124% 7,2382.307% -0.817%-26.166%
33Project Management/Planning/Budgeting/SchedulingBusiness SkillsProject management6 390,27020.090% 70,13122.350% 2.260%11.250%
168QualityBusiness SkillsBusiness processes1 593,24930.539% 117,26137.370% 6.831%22.369%
1337Real EstateBusiness SkillsIndustry Segment2 172,6038.885% 3,1701.010% -7.875%-88.630%
1335RetailBusiness SkillsIndustry Segment2 473,57624.378% 36,62611.672% -12.706%-52.120%
34Risk ManagementBusiness SkillsProject management1 86,5504.455% 24,9947.965% 3.510%78.781%
169Service OrientationBusiness SkillsBusiness processes1 16,5720.853% 3,4351.095% 0.242%28.323%
27Supply Chain ManagementBusiness SkillsBusiness processes3 93,2964.803% 11,0163.511% -1.292%-26.900%
1295Supply Chain Management softwareBusiness SkillsBusiness processes4 3,9810.205% 5930.189% -0.016%-7.782%
178TeachingBusiness SkillsManagement skills7 244,52312.587% 21,7756.939% -5.648%-44.869%
190TimekeepingBusiness SkillsProject management3 91,2154.695% 9,6243.067% -1.628%-34.680%
1296Timekeeping softwareBusiness SkillsProject management1 2,7140.140% 6610.211% 0.071%50.781%
171Total quality management (TQM)Business SkillsBusiness processes2 1,8040.093% 2300.073% -0.020%-21.069%
180TroubleshootingBusiness SkillsManagement skills1 240,78012.395% 55,05917.547% 5.152%41.567%
181VerificationBusiness SkillsManagement skills1 74,5543.838% 19,9526.358% 2.521%65.680%
1338Waste ManagementBusiness SkillsIndustry Segment1 1,6580.085% 2340.075% -0.011%-12.625%
191WorkflowBusiness SkillsProject management1 87,1714.487% 19,3156.155% 1.668%37.175%
31Working GloballyBusiness SkillsManagement skills3 9,7090.500% 2380.076% -0.424%-84.824%
32Working with Virtual TeamsBusiness SkillsManagement skills2 3,7220.192% 7510.239% 0.048%24.916%
514GLTechnical SkillsSoftware development3 1,8610.096% 2050.065% -0.030%-31.804%
1510Access ControlTechnical SkillsSecurity1 23,4971.210% 6,0121.916% 0.706%58.402%
987Access servers & softwareTechnical SkillsNetwork10 63,9383.291% 10,7703.432% 0.141%4.282%
38Agile Development MethodsTechnical SkillsSoftware development13 88,9044.576% 26,7528.526% 3.949%86.290%
304Algorithmic softwareTechnical SkillsBusiness applications1 110.001% 30.001% 0.000%68.843%
1546AlienvaultTechnical SkillsSecurity1 1660.009% 1120.036% 0.027%317.699%
1253Analytical or scientific softwareTechnical SkillsTechnical applications2 1,5520.080% 2680.085% 0.006%6.905%
1352AndroidTechnical SkillsMobile Platforms3 15,2070.783% 3,7491.195% 0.412%52.625%
1351Apple iOSTechnical SkillsMobile Platforms6 11,6340.599% 1,7760.566% -0.033%-5.492%
120Apple operating systemsTechnical SkillsBusiness applications6 40,9532.108% 9,6163.064% 0.956%45.366%
865Application-specific integrated circuit (ASIC) logic synthesis softwareTechnical SkillsHardware1 37,1431.912% 1550.049% -1.863%-97.417%
1543ArcSightTechnical SkillsSecurity1 4,2950.221% 7270.232% 0.011%4.791%
1423Artificial IntelligenceTechnical SkillsInformation mgmt5 32,5571.676% 10,7823.436% 1.760%105.026%
1432Attribute-Based Access ControlTechnical SkillsSecurity2 2540.013% 860.027% 0.014%109.613%
1145Automatic test program generation (ATPG)Technical SkillsSoftware development1 220.001% 100.003% 0.002%181.404%
1265Backup & RecoveryTechnical SkillsTechnical applications16 160,1498.244% 28,8199.184% 0.940%11.406%
1386BiometricTechnical SkillsInformation mgmt2 4,5880.236% 1,0080.321% 0.085%36.016%
1353BlackberryTechnical SkillsMobile Platforms2 12,2100.629% 6030.192% -0.436%-69.426%
336Borland DelphiTechnical SkillsBusiness applications1 1,6840.087% 1580.050% -0.036%-41.914%
337Borland JBuilderTechnical SkillsBusiness applications1 8910.046% 40.001% -0.045%-97.221%
338Borland ParadoxTechnical SkillsBusiness applications1 1590.008% 280.009% 0.001%9.022%
1436Bring Your Own DevicesTechnical SkillsSecurity1 7440.038% 3010.096% 0.058%150.465%
72Business Continuity PlanningTechnical SkillsHardware2 52,4462.700% 6,5752.095% -0.604%-22.387%
352Cadence OpusTechnical SkillsBusiness applications1 1,1850.061% 450.014% -0.047%-76.490%
868CalculatorsTechnical SkillsHardware1 1,1190.058% 2940.094% 0.036%62.656%
39CASE ToolsTechnical SkillsSoftware development1 131,1386.751% 19,1006.087% -0.664%-9.831%
367Categorization or classification softwareTechnical SkillsBusiness applications1 5,4040.278% 8790.280% 0.002%0.699%
1469CCPATechnical SkillsSecurity1 6610.034% 6420.205% 0.171%501.294%
1478Center for Internet SecurityTechnical SkillsSecurity1 15,3580.791% 3,5591.134% 0.344%43.465%
1441Certificate managementTechnical SkillsSecurity1 1,2220.063% 4370.139% 0.076%121.393%
112CertificationTechnical SkillsMisc3 489,82625.215% 112,42035.827% 10.612%42.087%
78CiscoTechnical SkillsHardware1 228,13411.744% 16,0465.114% -6.630%-56.456%
1009Cisco Systems IOSTechnical SkillsNetwork1 21,9221.128% 5,3831.715% 0.587%52.019%
40Client-ServerTechnical SkillsSoftware development1 39,1592.016% 2,0660.658% -1.357%-67.337%
1437Cloud Access Security BrokerTechnical SkillsSecurity1 4570.024% 2970.095% 0.071%302.341%
1438Cloud Configuration ManagementTechnical SkillsSecurity1 1,3960.072% 4010.128% 0.056%77.833%
1445Cloud MigrationTechnical SkillsSecurity1 1,5390.079% 1,1290.360% 0.281%354.160%
1455cloud securityTechnical SkillsSecurity1 3,5390.182% 2,1450.684% 0.501%275.232%
1456Cloud Security Posture ManagementTechnical SkillsSecurity1 820.004% 260.008% 0.004%96.297%
1486Cloud ServicesTechnical SkillsSecurity1 12,7890.658% 7,0112.234% 1.576%239.388%
1011Cluster server softwareTechnical SkillsNetwork9 24,9981.287% 3,1701.010% -0.277%-21.493%
1147CMAKETechnical SkillsSoftware development1 1430.007% 660.021% 0.014%185.734%
1151Compatibility testingTechnical SkillsSoftware development1 5090.026% 870.028% 0.002%5.817%
1152CompilersTechnical SkillsSoftware development5 16,9720.874% 4,4561.420% 0.546%62.542%
1255Compliance softwareTechnical SkillsTechnical applications4 15,1860.782% 3,3091.055% 0.273%34.898%
385Computer aided design (CAD)Technical SkillsBusiness applications12 55,2362.843% 3,0870.984% -1.860%-65.401%
386Computer aided manufacturing (CAM)Technical SkillsBusiness applications3 3,2810.169% 4540.145% -0.024%-14.335%
875Computer diagnosticsTechnical SkillsHardware5 82,1004.226% 21,0836.719% 2.493%58.980%
1107Computer forensicsTechnical SkillsSecurity1 5,3320.274% 8890.283% 0.009%3.220%
1266Computer HardwareTechnical SkillsHardware15 57,3672.953% 15,6374.983% 2.030%68.750%
390Computer Numerical Control (CNC)Technical SkillsBusiness applications2 35,1481.809% 1440.046% -1.763%-97.464%
1015Computer serversTechnical SkillsNetwork6 160,6848.271% 29,0579.260% 0.989%11.952%
1267Computer UtilitiesTechnical SkillsMisc2 4060.021% 700.022% 0.001%6.740%
1447Configuration Management DatabaseTechnical SkillsSecurity1 5,1390.265% 1,1940.381% 0.116%43.840%
1448Container securityTechnical SkillsSecurity1 870.004% 790.025% 0.021%462.162%
1449ContainersTechnical SkillsSecurity1 10,4790.539% 4,8721.553% 1.013%187.833%
59Content ManagerTechnical SkillsBusiness applications1 1,8440.095% 2060.066% -0.029%-30.839%
1439Continuous Diagnostics and MitigationTechnical SkillsSecurity1 1,6950.087% 7320.233% 0.146%167.359%
1396Continuous ImprovementTechnical SkillsSoftware development1 55,4732.856% 22,5537.187% 4.332%151.696%
1443Continuous Integration Continuous DeploymentTechnical SkillsSecurity3 25,4261.309% 11,3283.610% 2.301%175.822%
1453Control PlaneTechnical SkillsSecurity1 1050.005% 410.013% 0.008%141.740%
878ControllersTechnical SkillsHardware3 11,0710.570% 2,4130.769% 0.199%34.935%
1454Crown JewelsTechnical SkillsSecurity1 490.003% 230.007% 0.005%190.593%
406Customer Acquisition Management (CAM)Technical SkillsBusiness applications1 2,3470.121% 2940.094% -0.027%-22.449%
407Customer information control system (CICS)Technical SkillsBusiness applications2 6,7430.347% 6230.199% -0.149%-42.801%
53Customer Relationship ManagementTechnical SkillsBusiness applications9 127,4236.559% 13,5454.317% -2.243%-34.191%
1368Cyber SecurityTechnical SkillsInformation mgmt3 67,7913.490% 35,24811.233% 7.743%221.896%
1479Cybersecurity FrameworkTechnical SkillsSecurity2 2,5000.129% 1,6120.514% 0.385%299.189%
1492Data Access GovernanceTechnical SkillsSecurity1 3480.018% 1250.040% 0.022%122.374%
953Data acquisition systemsTechnical SkillsInformation mgmt1 7,3640.379% 1,6180.516% 0.137%36.025%
1434Data classificationTechnical SkillsSecurity1 1,6200.083% 4390.140% 0.057%67.766%
955Data compression softwareTechnical SkillsInformation mgmt1 2,6320.135% 3670.117% -0.019%-13.676%
956Data conversion softwareTechnical SkillsInformation mgmt1 8,1870.421% 9960.317% -0.104%-24.684%
958Data dictionaryTechnical SkillsInformation mgmt1 4,3400.223% 5610.179% -0.045%-19.975%
1495Data discoveryTechnical SkillsSecurity1 1,4660.075% 3990.127% 0.052%68.497%
959Data entryTechnical SkillsInformation mgmt1 183,8259.463% 4,0501.291% -8.172%-86.360%
1502Data Loss PreventionTechnical SkillsSecurity1 6,8740.354% 2,2280.710% 0.356%100.659%
962Data mappingTechnical SkillsInformation mgmt1 8,8910.458% 1,3480.430% -0.028%-6.137%
67Data MiningTechnical SkillsInformation mgmt5 57,4172.956% 4,1431.320% -1.635%-55.329%
963Data modelingTechnical SkillsInformation mgmt1 43,1332.220% 5,1891.654% -0.567%-25.522%
1496Data retentionTechnical SkillsSecurity1 1,3640.070% 3060.098% 0.027%38.887%
1494Data taggingTechnical SkillsSecurity1 1310.007% 690.022% 0.015%226.085%
68Data WarehousingTechnical SkillsInformation mgmt2 72,2103.717% 8,3252.653% -1.064%-28.626%
69Database AdministrationTechnical SkillsInformation mgmt12 99,7475.135% 13,0594.162% -0.973%-18.948%
969Database design softwareTechnical SkillsInformation mgmt16 65,4053.367% 7,9692.540% -0.827%-24.570%
1268Database ReportingTechnical SkillsInformation mgmt3 21,0801.085% 1,7500.558% -0.527%-48.605%
1373Database SecurityTechnical SkillsInformation mgmt1 5570.029% 770.025% -0.004%-14.417%
1269Database SecurityTechnical SkillsInformation mgmt2 1570.008% 420.013% 0.005%65.616%
1270Database ServersTechnical SkillsInformation mgmt3 15,0650.775% 7630.243% -0.532%-68.645%
1271Database TestingTechnical SkillsInformation mgmt1 1,0390.053% 1220.039% -0.015%-27.306%
1160DebuggingTechnical SkillsSoftware development7 85,1244.382% 14,8954.747% 0.365%8.328%
1385DecryptionTechnical SkillsInformation mgmt2 7570.039% 1430.046% 0.007%16.948%
1256Desktop partitioning softwareTechnical SkillsTechnical applications1 5,6230.289% 3360.107% -0.182%-63.007%
418Desktop publishing softwareTechnical SkillsBusiness applications13 34,9661.800% 10,2783.275% 1.476%81.977%
1272Development EnvironmentTechnical SkillsSoftware development13 58,4923.011% 11,7483.744% 0.733%24.343%
1498Device ManagementTechnical SkillsSecurity1 4,7130.243% 1,6920.539% 0.297%122.258%
1273Digital ImagingTechnical SkillsHardware1 4230.022% 880.028% 0.006%28.794%
883Digital Signal Processor (DSP)Technical SkillsHardware2 1,8810.097% 2950.094% -0.003%-2.907%
1446Digital TransformationTechnical SkillsSecurity1 8,6680.446% 6,7062.137% 1.691%378.959%
1472DISATechnical SkillsSecurity1 10,8980.561% 4,5561.452% 0.891%158.816%
423Disk operating system (DOS)Technical SkillsBusiness applications1 4,5300.233% 8210.262% 0.028%12.201%
1497Distributed Denial of ServiceTechnical SkillsSecurity1 1,1140.057% 3650.116% 0.059%102.844%
1504DMZTechnical SkillsNetwork1 3,1090.160% 4030.128% -0.032%-19.751%
1451DockerTechnical SkillsSecurity1 7,8860.406% 5,4631.741% 1.335%328.872%
1307Doctor of PhilosophyTechnical SkillsMisc3 81,8374.213% 11,8733.784% -0.429%-10.182%
973Document management softwareTechnical SkillsInformation mgmt4 20,5651.059% 4,7631.518% 0.459%43.386%
1020Domain name system (DNS)Technical SkillsNetwork3 54,9212.827% 10,3073.285% 0.458%16.184%
61DreamweaverTechnical SkillsSoftware development1 7,9580.410% 2950.094% -0.316%-77.051%
54DSS/GDSSTechnical SkillsBusiness applications5 24,4071.256% 3,4051.085% -0.171%-13.631%
425Dynamic modeling softwareTechnical SkillsBusiness applications1 560.003% 80.003% -0.000%-11.559%
62EclipseTechnical SkillsSoftware development1 20,3201.046% 1,7210.548% -0.498%-47.566%
1308Electronic CommerceTechnical SkillsBusiness applications2 57,2802.949% 4,0701.297% -1.652%-56.011%
70Electronic Data InterchangeTechnical SkillsInformation mgmt2 14,6450.754% 1,7000.542% -0.212%-28.136%
1023Electronic mail softwareTechnical SkillsNetwork8 31,9321.644% 5,2241.665% 0.021%1.282%
1384EncryptionTechnical SkillsInformation mgmt1 1150.006% 510.016% 0.010%174.553%
1507EndpointTechnical SkillsSecurity1 9,1150.469% 4,2381.351% 0.881%187.844%
55Enterprise Resource PlanningTechnical SkillsBusiness applications5 97,7685.033% 13,6634.354% -0.679%-13.483%
1274Enterprise Resource Planning softwareTechnical SkillsBusiness applications15 121,7706.268% 12,2803.913% -2.355%-37.567%
1321Environmental CertificationTechnical SkillsEnvironmental1 4340.022% 2540.081% 0.059%262.324%
1328Environmental CleanupTechnical SkillsEnvironmental3 1,4310.074% 620.020% -0.054%-73.177%
1329Environmental EnergyTechnical SkillsEnvironmental25 7,7790.400% 2,1960.700% 0.299%74.768%
1330Environmental Energy ConservationTechnical SkillsEnvironmental12 7,1420.368% 1,5880.506% 0.138%37.653%
1327Environmental PollutionTechnical SkillsEnvironmental24 39,6002.038% 2,7920.890% -1.149%-56.351%
1324Environmental Pollution ControlTechnical SkillsEnvironmental10 4,4060.227% 1,0960.349% 0.122%54.000%
1325Environmental Pollution PreventionTechnical SkillsEnvironmental8 1,3560.070% 4750.151% 0.082%116.864%
1326Environmental Product StewardshipTechnical SkillsEnvironmental13 48,8062.512% 1,6990.541% -1.971%-78.449%
1331Environmental ScienceTechnical SkillsEnvironmental2 2360.012% 330.011% -0.002%-13.432%
1322Environmental TechnologyTechnical SkillsEnvironmental2 4050.021% 1590.051% 0.030%143.050%
1470EPRITechnical SkillsSecurity1 820.004% 150.005% 0.001%13.248%
1551ExabeamTechnical SkillsSecurity1 390.002% 240.008% 0.006%280.978%
461Expert system softwareTechnical SkillsBusiness applications1 6950.036% 1660.053% 0.017%47.869%
1359FacebookTechnical SkillsSocial Networking1 154,8737.972% 3,8451.225% -6.747%-84.630%
463Facilities management softwareTechnical SkillsBusiness applications4 11,9420.615% 2,7490.876% 0.261%42.512%
1476FedRAMPTechnical SkillsSecurity1 2,2640.117% 1,4330.457% 0.340%291.853%
1467FINRATechnical SkillsSecurity1 1,3100.067% 2430.077% 0.010%14.839%
1556FireEyeTechnical SkillsSecurity1 1,4410.074% 5590.178% 0.104%140.160%
1464FISMATechnical SkillsSecurity1 10,6160.546% 3,1320.998% 0.452%82.648%
468Flight control softwareTechnical SkillsBusiness applications1 2440.013% 700.022% 0.010%77.608%
1508Flow analysisTechnical SkillsSecurity1 2,7820.143% 5070.162% 0.018%12.825%
469Flowchart softwareTechnical SkillsBusiness applications5 5,3560.276% 6440.205% -0.070%-25.561%
1367ForensicTechnical SkillsInformation mgmt2 55,8092.873% 5,7181.822% -1.051%-36.570%
1552FortinetTechnical SkillsSecurity1 1,8250.094% 6700.214% 0.120%127.282%
1112Fraud DetectionTechnical SkillsSecurity1 10,4890.540% 3,2201.026% 0.486%90.053%
63FrontPageTechnical SkillsSoftware development1 9110.047% 150.005% -0.042%-89.806%
475Fund accounting softwareTechnical SkillsBusiness applications1 7690.040% 1570.050% 0.010%26.394%
1260GamingTechnical SkillsMisc2 33,7731.739% 3,7641.200% -0.539%-31.002%
1468GDPRTechnical SkillsSecurity1 1,9430.100% 1,5010.478% 0.378%378.257%
113Generic databasesTechnical SkillsInformation mgmt2 206,92610.652% 35,75211.394% 0.742%6.964%
1365Google AppsTechnical SkillsBusiness applications4 4,0110.206% 1,0430.332% 0.126%60.985%
1364Google PlusTechnical SkillsSocial Networking1 380.002% 140.004% 0.003%128.086%
1512GovernanceTechnical SkillsSecurity1 79,7284.104% 23,5187.495% 3.391%82.618%
1276GPS/GIS/Survey softwareTechnical SkillsBusiness applications33 133,7236.884% 18,2765.824% -1.059%-15.389%
484Graphic softwareTechnical SkillsBusiness applications16 160,2708.250% 18,5645.916% -2.334%-28.291%
1176Graphical user interface (GUI)Technical SkillsSoftware development2 16,2460.836% 9660.308% -0.528%-63.188%
1323Green ITTechnical SkillsEnvironmental9 4,2120.217% 5370.171% -0.046%-21.070%
893Guidance systemsTechnical SkillsHardware1 970.005% 260.008% 0.003%65.942%
1371HackingTechnical SkillsInformation mgmt5 10,4680.539% 2,5660.818% 0.279%51.756%
895Hardware description language (HDL)Technical SkillsHardware2 2170.011% 870.028% 0.017%148.206%
1277Hardware DesignTechnical SkillsHardware21 9,1090.469% 2,0170.643% 0.174%37.085%
1278Hardware TestingTechnical SkillsHardware4 2,4900.128% 5310.169% 0.041%32.023%
896Hazardous materials (HAZMAT)Technical SkillsHardware2 1,3490.069% 4940.157% 0.088%126.709%
492Helpdesk or call centerTechnical SkillsBusiness applications2 172,0648.857% 19,9226.349% -2.508%-28.320%
1465HIPAATechnical SkillsSecurity1 30,5921.575% 7,8112.489% 0.914%58.071%
1473HITRUSTTechnical SkillsSecurity1 1,6990.087% 8760.279% 0.192%219.201%
1377Homeland SecurityTechnical SkillsInformation mgmt1 84,8684.369% 17,8055.674% 1.305%29.883%
1487IaaSTechnical SkillsSecurity1 6,4000.329% 3,3281.061% 0.731%221.927%
114IBM databasesTechnical SkillsInformation mgmt2 35,0421.804% 2,8230.900% -0.904%-50.126%
121IBM operating systemsTechnical SkillsBusiness applications4 32,7521.686% 1,6160.515% -1.171%-69.454%
1513Identity Access ManagementTechnical SkillsSecurity2 19,1750.987% 7,2222.302% 1.314%133.172%
1511Identity Governance and AdministrationTechnical SkillsSecurity1 2130.011% 1070.034% 0.023%210.998%
898Image capture devicesTechnical SkillsHardware9 11,5490.595% 3,8111.215% 0.620%104.290%
524Industrial control softwareTechnical SkillsBusiness applications3 7,4850.385% 1,9330.616% 0.231%59.880%
1485Industrial Control SystemsTechnical SkillsSecurity1 4,5650.235% 1,1710.373% 0.138%58.807%
975Information retrieval or search softwareTechnical SkillsInformation mgmt5 20,4631.053% 3,6141.152% 0.098%9.338%
1375Information SecurityTechnical SkillsInformation mgmt3 112,0505.768% 30,4309.698% 3.930%68.129%
899InfraredTechnical SkillsHardware1 3,4880.180% 3210.102% -0.077%-43.025%
1491Infrastructure as CodeTechnical SkillsSecurity1 2,4650.127% 1,8460.588% 0.461%363.627%
1180InstallationTechnical SkillsSoftware development1 169,5618.728% 33,89210.801% 2.073%23.744%
901Interface definition language (IDL)Technical SkillsHardware1 3240.017% 920.029% 0.013%75.791%
536Internet browser softwareTechnical SkillsBusiness applications4 9,3870.483% 1,5050.480% -0.004%-0.743%
1483Internet of ThingsTechnical SkillsSecurity1 4,8190.248% 3,1060.990% 0.742%299.023%
1578Internet proxyTechnical SkillsSecurity1 2700.014% 350.011% -0.003%-19.748%
1393Intrusion DetectionTechnical SkillsInformation mgmt1 24,6191.267% 4,7551.515% 0.248%19.573%
541Inventory management softwareTechnical SkillsBusiness applications3 11,8010.607% 3,7991.211% 0.603%99.299%
1463ISO 22301Technical SkillsSecurity1 600.003% 330.011% 0.007%240.499%
1459ISO 27000Technical SkillsSecurity1 1,4960.077% 4450.142% 0.065%84.154%
1460ISO 27001Technical SkillsSecurity1 7,6290.393% 2,5590.816% 0.423%107.662%
1461ISO 27002Technical SkillsSecurity1 1,0440.054% 2840.091% 0.037%68.411%
1414ISO 9000Technical SkillsSoftware development1 1,8940.097% 1730.055% -0.042%-43.452%
73IT Architecture/StandardsTechnical SkillsHardware2 22,3441.150% 3,7991.211% 0.060%5.260%
1515IT Service ManagementTechnical SkillsSecurity1 20,7061.066% 6,7372.147% 1.081%101.430%
1481ITILTechnical SkillsSecurity1 80,1554.126% 18,4795.889% 1.763%42.725%
1357Java METechnical SkillsMobile Platforms2 4060.021% 30.001% -0.020%-95.425%
1035KernelTechnical SkillsNetwork1 5,3670.276% 4350.139% -0.138%-49.822%
1442Key managementTechnical SkillsSecurity1 4,3860.226% 8440.269% 0.043%19.132%
1450KubernetesTechnical SkillsSecurity1 4,6290.238% 3,8331.222% 0.983%412.631%
907LasersTechnical SkillsHardware1 5410.028% 1380.044% 0.016%57.919%
1516Least PrivilegeTechnical SkillsSecurity1 5460.028% 2470.079% 0.051%180.064%
1038License management softwareTechnical SkillsNetwork1 1,7160.088% 5540.177% 0.088%99.869%
1361LinkedInTechnical SkillsSocial Networking1 20,0881.034% 4,5971.465% 0.431%41.674%
1544LogRhythmTechnical SkillsSecurity1 4870.025% 1960.062% 0.037%149.161%
908Mainframe computersTechnical SkillsHardware2 73,6893.793% 4,1761.331% -2.462%-64.916%
124Mainframe operating systemsTechnical SkillsBusiness applications8 26,9911.389% 4,4781.427% 0.038%2.711%
1280Mass Storage hardware & softwareTechnical SkillsTechnical applications9 36,8681.898% 5,0931.623% -0.275%-14.478%
580Materials requirements planning logistics and supply chain softwareTechnical SkillsBusiness applications7 10,0600.518% 1,3420.428% -0.090%-17.414%
1549McAfee Enterprise SecurityTechnical SkillsSecurity1 1120.006% 730.023% 0.017%303.514%
1281Medical softwareTechnical SkillsBusiness applications9 17,7370.913% 4,0291.284% 0.371%40.628%
1452MesosTechnical SkillsSecurity1 3490.018% 990.032% 0.014%75.616%
1517Metadata analysisTechnical SkillsSecurity1 2360.012% 310.010% -0.002%-18.679%
1555Micro FocusTechnical SkillsSecurity1 1,0330.053% 2750.088% 0.034%64.811%
1433Micro-segmentationTechnical SkillsSecurity1 1080.006% 770.025% 0.019%341.388%
115Microsoft databasesTechnical SkillsInformation mgmt5 186,7329.612% 19,5576.233% -3.380%-35.161%
119Microsoft operating systemsTechnical SkillsBusiness applications4 311,69816.045% 50,81916.195% 0.150%0.936%
1518MITRETechnical SkillsSecurity1 3,9340.203% 7230.230% 0.028%13.778%
1350Mobile PlatformsTechnical SkillsMobile Platforms1 4,2910.221% 5830.186% -0.035%-15.887%
1581Mobile securityTechnical SkillsSecurity2 1,1250.058% 2950.094% 0.036%62.339%
1431Multi-Factor AuthenticationTechnical SkillsSecurity3 2,7030.139% 1,2840.409% 0.270%194.085%
625MultimediaTechnical SkillsBusiness applications1 127,9826.588% 2,1010.670% -5.919%-89.837%
1362MySpaceTechnical SkillsSocial Networking1 6950.036% 80.003% -0.033%-92.874%
1471NERCTechnical SkillsSecurity1 2,9410.151% 8120.259% 0.107%70.929%
1548NetWitnessTechnical SkillsSecurity1 4290.022% 1660.053% 0.031%139.555%
1499Network Access ControlTechnical SkillsSecurity2 5,5590.286% 1,0400.331% 0.045%15.822%
74Network administrationTechnical SkillsHardware17 272,83714.045% 90,48028.835% 14.790%105.307%
1282Network Administration softwareTechnical SkillsNetwork18 112,3335.783% 23,8867.612% 1.830%31.641%
1519Network discoveryTechnical SkillsSecurity1 3350.017% 1140.036% 0.019%110.675%
1283Network HardwareTechnical SkillsNetwork11 72,8563.750% 13,0654.164% 0.413%11.019%
1284Network Monitoring softwareTechnical SkillsNetwork15 45,1632.325% 9,1002.900% 0.575%24.742%
1059Network operation system software (NOS)Technical SkillsNetwork2 3,3720.174% 3590.114% -0.059%-34.089%
1122Network securityTechnical SkillsSecurity1 58,9773.036% 10,5913.375% 0.339%11.175%
1369Network SecurityTechnical SkillsInformation mgmt1 9,2860.478% 1,4260.454% -0.024%-4.930%
1285Network Security softwareTechnical SkillsSecurity37 157,3278.099% 35,23311.228% 3.130%38.644%
1503Network SegmentationTechnical SkillsNetwork1 7300.038% 2590.083% 0.045%119.650%
1286Network softwareTechnical SkillsNetwork6 87,1714.487% 65,06420.735% 16.248%362.085%
1287Network TestingTechnical SkillsNetwork11 33,8231.741% 4,3641.391% -0.350%-20.122%
1521Next Generation FirewallTechnical SkillsSecurity2 8190.042% 3800.121% 0.079%187.246%
1458NISTTechnical SkillsSecurity1 28,3631.460% 10,7763.434% 1.974%135.212%
1065Novell network softwareTechnical SkillsNetwork2 1,9740.102% 870.028% -0.074%-72.715%
643OberonTechnical SkillsBusiness applications1 1950.010% 10.000% -0.010%-96.825%
1413Object Oriented DesignTechnical SkillsSoftware development2 20,1041.035% 1,0650.339% -0.695%-67.204%
41Object Oriented ProgrammingTechnical SkillsSoftware development5 100,1645.156% 8,0222.557% -2.600%-50.418%
1288Office ApplicationsTechnical SkillsBusiness applications13 357,88618.423% 75,44924.045% 5.622%30.516%
71Online Analytical ProcessingTechnical SkillsInformation mgmt2 12,2000.628% 7460.238% -0.390%-62.144%
116Open-source databasesTechnical SkillsInformation mgmt4 52,1462.684% 7,0702.253% -0.431%-16.063%
118Open-source operating systemsTechnical SkillsBusiness applications8 182,5009.395% 30,3279.665% 0.270%2.877%
56Operating SystemsTechnical SkillsBusiness applications3 154,2687.941% 34,17210.890% 2.949%37.135%
1482Operational TechnologyTechnical SkillsSecurity1 4,9480.255% 1,5440.492% 0.237%93.184%
651Optical character recognition (OCR)Technical SkillsBusiness applications3 1,3820.071% 4150.132% 0.061%85.906%
117Oracle databasesTechnical SkillsInformation mgmt1 269,68113.882% 22,0547.028% -6.854%-49.372%
1529Orchestration & AutomationTechnical SkillsSecurity1 2510.013% 1450.046% 0.033%257.641%
1488PaaSTechnical SkillsSecurity1 6,5980.340% 3,3671.073% 0.733%215.925%
1354Palm OSTechnical SkillsMobile Platforms3 2890.015% 00.000% -0.015%-100.000%
1522PanoramaTechnical SkillsSecurity1 3930.020% 1760.056% 0.036%177.251%
1466Payment Card IndustryTechnical SkillsSecurity1 22,3081.148% 5,4611.740% 0.592%51.553%
1376Penetration TestingTechnical SkillsInformation mgmt5 75,5733.890% 22,4577.157% 3.267%83.966%
1527Personal Healthcare InformationTechnical SkillsSecurity1 2,8120.145% 1,0810.345% 0.200%137.993%
1528Personally Identifiable InformationTechnical SkillsSecurity1 3,0380.156% 1,1310.360% 0.204%130.477%
1289Physical ToolsTechnical SkillsHardware1 1540.008% 750.024% 0.016%201.505%
683Point of sale (POS)Technical SkillsBusiness applications3 10,4660.539% 1,9360.617% 0.078%14.519%
1525Policy Decision PointTechnical SkillsSecurity1 6120.032% 1210.039% 0.007%22.402%
1526Policy Enforcement PointTechnical SkillsSecurity1 5070.026% 1320.042% 0.016%61.183%
686PolkaTechnical SkillsBusiness applications1 1270.007% 1070.034% 0.028%421.595%
931PrintersTechnical SkillsHardware4 30,7311.582% 10,4113.318% 1.736%109.734%
1430Privileged Account ManagementTechnical SkillsSecurity2 44,0092.265% 8020.256% -2.010%-88.718%
43ProgrammingTechnical SkillsSoftware development1 300,85215.487% 43,29913.799% -1.688%-10.900%
700ProvisioningTechnical SkillsBusiness applications1 27,6101.421% 6,4272.048% 0.627%44.110%
1545QRadarTechnical SkillsSecurity1 1,1640.060% 3440.110% 0.050%82.961%
1531Quality of ServiceTechnical SkillsSecurity1 15,1060.778% 2,4970.796% 0.018%2.335%
1405Rapid Application DevelopmentTechnical SkillsSoftware development2 7,2570.374% 4220.134% -0.239%-63.999%
1553Rapid7Technical SkillsSecurity1 4380.023% 1750.056% 0.033%147.353%
1258Rate ControlTechnical SkillsTechnical applications1 230.001% 110.004% 0.002%196.086%
1209Rational Rose XDE DeveloperTechnical SkillsSoftware development4 14,1560.729% 3680.117% -0.611%-83.906%
1077Remote control softwareTechnical SkillsNetwork2 3,0220.156% 6360.203% 0.047%30.292%
1214Restructured extended executor (REXX)Technical SkillsSoftware development1 1,0910.056% 1520.048% -0.008%-13.747%
1379Risk AnalysisTechnical SkillsInformation mgmt1 14,2490.733% 3,1040.989% 0.256%34.862%
1262RoboticsTechnical SkillsHardware3 7,0890.365% 3,0910.985% 0.620%169.940%
1532Role-Based Access ControlTechnical SkillsSecurity3 2,6120.134% 7650.244% 0.109%81.318%
1318RSATechnical SkillsSecurity1 6,5410.337% 8760.279% -0.058%-17.089%
1489SaaSTechnical SkillsSecurity1 21,2721.095% 7,0642.251% 1.156%105.587%
1429SASETechnical SkillsSecurity2 2150.011% 1050.033% 0.022%202.346%
1533SCCMTechnical SkillsSecurity1 12,6390.651% 4,4381.414% 0.764%117.384%
44SDLCTechnical SkillsSoftware development7 187,4559.650% 27,5598.783% -0.867%-8.984%
1500SecOpsTechnical SkillsSecurity2 3,0750.158% 2,7150.865% 0.707%446.611%
1537Secure SDLCTechnical SkillsSecurity1 6,0990.314% 2200.070% -0.244%-77.669%
1132Secure shell (SSH)Technical SkillsSecurity1 1360.007% 320.010% 0.003%45.668%
1317Secure Sockets Layer (SSL)Technical SkillsSecurity3 20,4591.053% 2,8110.896% -0.157%-14.939%
1569Secure Web GatewayTechnical SkillsSecurity1 2,8480.147% 200.006% -0.140%-95.652%
76SecurityTechnical SkillsHardware4 1,309,81967.425% 156,71849.944% -17.481%-25.927%
1382Security AuditTechnical SkillsInformation mgmt1 2,3980.123% 4980.159% 0.035%28.568%
1315Security ClearanceTechnical SkillsMisc2 198,53210.220% 51,12816.294% 6.074%59.434%
1477Security FrameworksTechnical SkillsSecurity1 4,8380.249% 1,7230.549% 0.300%120.482%
1540Security Information and Event ManagementTechnical SkillsSecurity1 10,8650.559% 4,0991.306% 0.747%133.562%
1584Security Information ManagementTechnical SkillsSecurity1 2,9340.151% 3380.108% -0.043%-28.680%
1567Security Operations CenterTechnical SkillsSecurity1 12,6840.653% 5,2811.683% 1.030%157.759%
1381Security PlanTechnical SkillsInformation mgmt1 3,4740.179% 1,2110.386% 0.207%115.808%
1380Security PolicyTechnical SkillsInformation mgmt2 45,8902.362% 12,7724.070% 1.708%72.304%
1457Security StandardsTechnical SkillsSecurity1 21,4481.104% 6,1651.965% 0.861%77.951%
1135Security testing softwareTechnical SkillsSecurity1 5,9940.309% 1,6330.520% 0.212%68.664%
1550SecuronixTechnical SkillsSecurity1 390.002% 180.006% 0.004%185.734%
1538SegmentationTechnical SkillsSecurity1 4,9800.256% 1,4300.456% 0.199%77.771%
60Sharepoint ServerTechnical SkillsBusiness applications1 5,6010.288% 2850.091% -0.197%-68.498%
1084Signal generatorsTechnical SkillsNetwork1 4060.021% 1060.034% 0.013%61.634%
1085Simple network management protocol (SNMP)Technical SkillsNetwork1 12,1390.625% 1,3030.415% -0.210%-33.547%
1303Simple Object Access Protocol (SOAP)Technical SkillsSoftware development1 38,5061.982% 5,1031.626% -0.356%-17.955%
1220Simulation softwareTechnical SkillsSoftware development5 23,8011.225% 6,0621.932% 0.707%57.679%
1568Single Sign-OnTechnical SkillsSecurity3 11,1320.573% 2,7380.873% 0.300%52.270%
1558SOARTechnical SkillsSecurity1 8980.046% 3250.104% 0.057%124.058%
1475SOC 2Technical SkillsSecurity1 2,0160.104% 1,0720.342% 0.238%229.198%
1366Social NetworkTechnical SkillsSocial Networking1 3,3440.172% 5350.170% -0.002%-0.953%
1358Social NetworkingTechnical SkillsSocial Networking1 11,5610.595% 3340.106% -0.489%-82.114%
1534Software Defined NetworkTechnical SkillsSecurity2 1,5680.081% 8160.260% 0.179%222.179%
1535Software Defined Wide Area NetworkTechnical SkillsSecurity1 9400.048% 7690.245% 0.197%406.468%
42Software DevelopmentTechnical SkillsSoftware development2 420,57421.650% 42,65313.593% -8.057%-37.214%
1291Software Development softwareTechnical SkillsSoftware development3 2,5580.132% 1320.042% -0.090%-68.053%
1309Software EngineeringTechnical SkillsSoftware development1 237,59012.230% 17,5755.601% -6.629%-54.205%
1292Software InstallationTechnical SkillsSoftware development4 198,23210.204% 41,07013.088% 2.884%28.264%
1223Software librariesTechnical SkillsSoftware development1 2760.014% 270.009% -0.006%-39.437%
1293Software MaintenanceTechnical SkillsSoftware development1 7,6650.395% 7600.242% -0.152%-38.616%
1294Software TestingTechnical SkillsSoftware development14 164,2348.454% 33,18410.575% 2.121%25.089%
1225Source code management (SCM)Technical SkillsSoftware development5 41,6902.146% 6,6522.120% -0.026%-1.219%
1541SplunkTechnical SkillsSecurity1 10,6810.550% 5,5361.764% 1.214%220.876%
1229Static analysis softwareTechnical SkillsSoftware development1 8120.042% 1560.050% 0.008%18.938%
772Statistical analysis softwareTechnical SkillsBusiness applications26 159,3328.202% 28,4029.051% 0.849%10.357%
774Statistical softwareTechnical SkillsBusiness applications1 57,2462.947% 12,9524.128% 1.181%40.070%
1230Stress testing softwareTechnical SkillsSoftware development1 2,8900.149% 4070.130% -0.019%-12.813%
1547sumo logicTechnical SkillsSecurity1 1770.009% 1070.034% 0.025%274.252%
122Sun operating systemsTechnical SkillsBusiness applications3 50,8502.618% 3,3381.064% -1.554%-59.360%
939Surveillance systemsTechnical SkillsHardware5 22,2541.146% 5,3151.694% 0.548%47.859%
1564SwimlaneTechnical SkillsSecurity1 970.005% 490.016% 0.011%212.736%
791Symantec softwareTechnical SkillsBusiness applications1 12,9620.667% 1,2360.394% -0.273%-40.966%
1355SymbianTechnical SkillsMobile Platforms1 210.001% 10.000% -0.001%-70.520%
1310System AdministrationTechnical SkillsNetwork4 125,6976.470% 25,0707.989% 1.519%23.476%
45System TestingTechnical SkillsSoftware development5 30,8391.587% 6,0811.938% 0.350%22.075%
46Systems AnalysisTechnical SkillsSoftware development8 152,5907.855% 26,7858.536% 0.681%8.672%
47Systems DesignTechnical SkillsSoftware development1 23,9661.234% 4,6541.483% 0.249%20.222%
1233Systems EvaluationTechnical SkillsSoftware development1 6480.033% 1480.047% 0.014%41.397%
1234Systems integrationTechnical SkillsSoftware development8 106,8015.498% 8,0632.570% -2.928%-53.261%
75TCP/IPTechnical SkillsHardware3 75,8013.902% 10,4153.319% -0.583%-14.938%
1235Technology DesignTechnical SkillsSoftware development1 2,3640.122% 4460.142% 0.020%16.799%
1236TemplatesTechnical SkillsSoftware development1 32,0841.652% 6,7982.166% 0.515%31.174%
1239Test implementationTechnical SkillsSoftware development1 7380.038% 2810.090% 0.052%135.724%
1302TestingTechnical SkillsSoftware development1 494,77425.469% 95,47030.425% 4.956%19.458%
1435Threat IntelligenceTechnical SkillsSecurity1 3,9260.202% 1,8230.581% 0.379%187.468%
1561ThreatConnectTechnical SkillsSecurity1 740.004% 410.013% 0.009%243.009%
1571Traffic AnalysisTechnical SkillsSecurity1 2,6380.136% 6260.199% 0.064%46.911%
1570Traffic CaptureTechnical SkillsSecurity1 920.005% 100.003% -0.002%-32.708%
1297Training softwareTechnical SkillsBusiness applications3 3,1300.161% 6220.198% 0.037%23.027%
57Transaction Processing SystemsTechnical SkillsBusiness applications4 2,5370.131% 1950.062% -0.068%-52.415%
1360TwitterTechnical SkillsSocial Networking1 30,2721.558% 3,5771.140% -0.418%-26.847%
1411Unified ProcessTechnical SkillsSoftware development1 3,4320.177% 870.028% -0.149%-84.306%
123UNIX operating systemsTechnical SkillsBusiness applications5 207,01510.656% 15,4354.919% -5.738%-53.841%
1298UNIX ShellsTechnical SkillsBusiness applications4 36,6261.885% 4,2251.346% -0.539%-28.585%
1410Use CaseTechnical SkillsSoftware development1 12,1720.627% 1,6730.533% -0.093%-14.908%
1573User and Entity Behavior AnalyticsTechnical SkillsSecurity1 730.004% 560.018% 0.014%374.918%
1572User Behavior AnalyticsTechnical SkillsSecurity1 1770.009% 1020.033% 0.023%256.764%
48User-Interface DesignTechnical SkillsSoftware development2 103,3875.322% 8,4902.706% -2.616%-49.161%
836Video creation and editing softwareTechnical SkillsBusiness applications3 2,4360.125% 3800.121% -0.004%-3.426%
1574Virtual MachineTechnical SkillsSecurity1 10,0880.519% 2,2660.722% 0.203%39.062%
840Visual Color DiscriminationTechnical SkillsBusiness applications2 1550.008% 1150.037% 0.029%359.325%
64Visual StudioTechnical SkillsSoftware development1 38,8011.997% 3,9801.268% -0.729%-36.497%
843Voice dictation & recognitionTechnical SkillsBusiness applications2 2,8440.146% 3060.098% -0.049%-33.389%
77Voice/Data TelecomTechnical SkillsHardware10 196,87410.134% 21,7916.945% -3.190%-31.476%
1575Vulnerability ManagementTechnical SkillsSecurity1 11,2550.579% 3,9931.273% 0.693%119.638%
1583Vulnerability TestingTechnical SkillsSecurity1 2,1300.110% 6810.217% 0.107%97.934%
1577Web Application FirewallTechnical SkillsSecurity1 1,6940.087% 6370.203% 0.116%132.798%
1299Web Application ServerTechnical SkillsBusiness applications8 59,6673.071% 3,2061.022% -2.050%-66.735%
1248Web platform development softwareTechnical SkillsSoftware development5 3,0830.159% 440.014% -0.145%-91.164%
65web programmerTechnical SkillsSoftware development4 62,0443.194% 1,8920.603% -2.591%-81.121%
1579Web proxyTechnical SkillsSecurity1 9090.047% 1930.062% 0.015%31.446%
58Web serversTechnical SkillsBusiness applications6 95,2674.904% 8,5142.713% -2.191%-44.672%
49Web-based Application DevelopmentTechnical SkillsSoftware development2 60,6313.121% 5,3991.721% -1.400%-44.872%
1356Windows CETechnical SkillsMobile Platforms4 4,3890.226% 1190.038% -0.188%-83.214%
1102WirelessTechnical SkillsNetwork5 64,4023.315% 12,0773.849% 0.534%16.095%
1363YouTubeTechnical SkillsSocial Networking2 3,5020.180% 1,8940.604% 0.423%234.825%
1524Zero TrustTechnical SkillsSecurity1 2620.013% 1900.061% 0.047%348.958%
79.NETProgramming SkillsCurrent1 160,4728.261% 10,7843.437% -4.824%-58.396%
208A mathematical programming language (AMPL)Programming SkillsLegacy1 460.002% 10.000% -0.002%-86.542%
209A programming language (APL)Programming SkillsLegacy2 2,3230.120% 4450.142% 0.022%18.594%
99AdaProgramming SkillsLegacy1 12,1480.625% 5,3901.718% 1.092%174.687%
80AJAXProgramming SkillsCurrent1 51,1372.632% 2,0760.662% -1.971%-74.867%
210Algorithmic language (ALGOL)Programming SkillsLegacy1 670.003% 130.004% 0.001%20.122%
192Apple AppleScriptProgramming SkillsCurrent1 1820.009% 260.008% -0.001%-11.559%
81ASPProgramming SkillsCurrent2 86,9844.478% 6,8342.178% -2.300%-51.360%
108AssemblyProgramming SkillsLegacy2 1,7920.092% 1070.034% -0.058%-63.034%
211AWKProgramming SkillsLegacy1 1,7210.089% 1130.036% -0.053%-59.351%
212BProgramming SkillsLegacy1 56,2402.895% 36,50011.632% 8.737%301.792%
83C#Programming SkillsCurrent2 140,6887.242% 11,1773.562% -3.680%-50.816%
82C/C++Programming SkillsCurrent3 226,68511.669% 71,21422.695% 11.026%94.490%
193Cascading Style Sheets (CSS)Programming SkillsCurrent2 83,2884.287% 10,5273.355% -0.933%-21.752%
215Categorical abstract machine language (CAML)Programming SkillsLegacy1 5130.026% 300.010% -0.017%-63.796%
84CGIProgramming SkillsCurrent2 15,2130.783% 1,2210.389% -0.394%-50.312%
217ClipperProgramming SkillsLegacy1 1540.008% 60.002% -0.006%-75.880%
218CLUProgramming SkillsLegacy1 1870.010% 210.007% -0.003%-30.477%
100CobolProgramming SkillsLegacy1 11,6740.601% 1,1310.360% -0.241%-40.021%
85ColdFusionProgramming SkillsCurrent2 8,2130.423% 4740.151% -0.272%-64.270%
219Combined programming language (CPL)Programming SkillsLegacy1 1850.010% 360.011% 0.002%20.472%
195Component object model (COM)Programming SkillsCurrent1 570.003% 10.000% -0.003%-89.139%
125Database programmingProgramming SkillsCurrent3 23,8601.228% 1,7330.552% -0.676%-55.034%
1501DevOpsProgramming SkillsMisc1 20,6521.063% 13,4484.286% 3.223%303.134%
196Distributed component object model (DCOM)Programming SkillsCurrent1 1,0170.052% 240.008% -0.045%-85.390%
197Document Object Model (DOM) ScriptingProgramming SkillsCurrent2 4,8370.249% 2330.074% -0.175%-70.178%
221Extended self-containing Prolog (ESP)Programming SkillsLegacy1 2,5040.129% 3060.098% -0.031%-24.344%
199Extensible stylesheet language (XSL)Programming SkillsCurrent4 9,5550.492% 4230.135% -0.357%-72.593%
109ForthProgramming SkillsLegacy1 10,7860.555% 4,2921.368% 0.813%146.350%
102FortranProgramming SkillsLegacy1 1,3870.071% 2860.091% 0.020%27.657%
86HTML/XHTML/DHTMLProgramming SkillsCurrent3 231,53111.918% 19,1546.104% -5.814%-48.784%
222JProgramming SkillsLegacy1 7,8050.402% 1,5150.483% 0.081%20.169%
87Java/J2EE/J2PProgramming SkillsCurrent4 263,22213.550% 26,1038.319% -5.231%-38.607%
97JavaScriptProgramming SkillsCurrent3 125,9926.486% 17,3505.529% -0.956%-14.747%
89JavaServer FacesProgramming SkillsCurrent3 9,8520.507% 7180.229% -0.278%-54.882%
88JavaServer PagesProgramming SkillsCurrent3 37,3771.924% 1,9580.624% -1.300%-67.569%
223Job control language (JCL)Programming SkillsLegacy2 9,4030.484% 8150.260% -0.224%-46.341%
126LAMPProgramming SkillsCurrent1 10,5270.542% 3420.109% -0.433%-79.887%
104LispProgramming SkillsLegacy1 5680.029% 470.015% -0.014%-48.773%
224Lisp object-oriented programming system (LOOPS)Programming SkillsLegacy1 9210.047% 2880.092% 0.044%93.592%
201Microsoft ActiveXProgramming SkillsCurrent1 1,0130.052% 140.004% -0.048%-91.444%
107PascalProgramming SkillsLegacy1 4570.024% 270.009% -0.015%-63.424%
90PerlProgramming SkillsCurrent1 62,4483.215% 6,1171.949% -1.265%-39.358%
91PHPProgramming SkillsCurrent1 42,5812.192% 4,8921.559% -0.633%-28.875%
103PL/1Programming SkillsLegacy3 3430.018% 1220.039% 0.021%120.201%
105PrologProgramming SkillsLegacy1 7750.040% 570.018% -0.022%-54.467%
95PythonProgramming SkillsCurrent1 59,7793.077% 21,7346.926% 3.849%125.084%
228Register transfer language (RTL)Programming SkillsLegacy1 15,3050.788% 1470.047% -0.741%-94.054%
1216Ruby/Ruby on RailsProgramming SkillsCurrent1 21,5291.108% 3,5231.123% 0.014%1.308%
205Scalable vector graphics (SVG)Programming SkillsCurrent1 3030.016% 500.016% 0.000%2.160%
206Scripting languagesProgramming SkillsCurrent1 21,9401.129% 5,1361.637% 0.507%44.925%
101SmalltalkProgramming SkillsLegacy1 1890.010% 60.002% -0.008%-80.346%
92SQLProgramming SkillsCurrent3 415,74121.401% 47,81915.239% -6.162%-28.792%
110TCLProgramming SkillsLegacy1 2,3510.121% 2740.087% -0.034%-27.847%
98Unified Modeling LanguageProgramming SkillsCurrent2 30,2821.559% 1,5230.485% -1.073%-68.864%
93Visual BasicProgramming SkillsCurrent6 80,4274.140% 6,5252.079% -2.061%-49.774%
207Web service definition language (WSDL)Programming SkillsCurrent2 8,3970.432% 5700.182% -0.251%-57.975%
94XMLProgramming SkillsCurrent2 125,6686.469% 8,8572.823% -3.646%-56.367%
1342Computer ScienceMajorsComputer Science2 645,32033.219% 118,97837.917% 4.698%14.142%
1344Information TechnologyMajorsInformation Technology3 1,806,68793.002% 281,36089.666% -3.337%-3.588%
1343Management Information SystemsMajorsManagement Information Systems9 405,66820.882% 83,34326.560% 5.678%27.190%