,count,skill,Title 0,131292,teaching,Data Scientist 1,113898,economics,Data Scientist 2,106630,programming language,Data Scientist 3,105294,mathematics,Data Scientist 4,79871,machine learning,Data Scientist 5,79735,python,Data Scientist 6,77810,robotics,Data Scientist 7,70540,software development,Data Scientist 8,69262,phython,Data Scientist 9,62084,data analysis,Data Scientist 10,53747,r,Data Scientist 11,51258,sql,Data Scientist 12,47364,management,Data Scientist 13,35820,statistics,Data Scientist 14,33234,java,Data Scientist 15,33151,matlab,Data Scientist 16,32565,microsoft office,Data Scientist 17,30569,excel,Data Scientist 18,29710,microsoft excel,Data Scientist 19,29291,research,Data Scientist 20,28670,c++,Data Scientist 21,28500,data mining,Data Scientist 22,28008,development,Data Scientist 23,27011,cloud,Data Scientist 24,26662,data science,Data Scientist 25,21744,user interface,Data Scientist 26,21043,cms,Data Scientist 27,20928,project management,Data Scientist 28,20312,c,Data Scientist 29,18212,programming,Data Scientist 30,17410,big data,Data Scientist 31,15943,physics,Data Scientist 32,15805,marketing,Data Scientist 33,15647,supply chain management,Data Scientist 34,15490,javascript,Data Scientist 35,15408,latex,Data Scientist 36,15275,algorithms,Data Scientist 37,15184,linux,Data Scientist 38,15032,linux kernel,Data Scientist 39,13961,power point,Data Scientist 40,13461,sas,Data Scientist 41,13429,statistical analysis system,Data Scientist 42,13409,html,Data Scientist 43,13238,data visualization,Data Scientist 44,12855,model,Data Scientist 45,12748,tableau,Data Scientist 46,12702,statistical modeling,Data Scientist 47,12520,word,Data Scientist 48,12359,mysql,Data Scientist 49,12337,microsoft word,Data Scientist 50,12207,deep learning,Data Scientist 51,12131,analytics,Data Scientist 52,12103,leadership,Data Scientist 53,11913,python (programming language),Data Scientist 54,11442,hadoop,Data Scientist 55,10973,writing,Data Scientist 56,10807,sales,Data Scientist 57,10716,business intelligence,Data Scientist 58,10057,analysis,Data Scientist 59,10051,teamwork,Data Scientist 60,9769,advanced calculus,Data Scientist 61,9767,public speaking,Data Scientist 62,9733,customer relations,Data Scientist 63,9595,powerpoint,Data Scientist 64,9504,modeling,Data Scientist 65,8933,business analysis,Data Scientist 66,8900,spark,Data Scientist 67,8596,database,Data Scientist 68,8537,artificial intelligence,Data Scientist 69,8443,spss,Data Scientist 70,8420,statistical data analysis,Data Scientist 71,8236,english,Data Scientist 72,8079,mathematical modeling,Data Scientist 73,7972,mass media,Data Scientist 74,7576,git,Data Scientist 75,7521,computer science,Data Scientist 76,7440,databases,Data Scientist 77,6915,airports,Data Scientist 78,6897,c#,Data Scientist 79,6740,sql server,Data Scientist 80,6539,apache spark,Data Scientist 81,6453,nlp,Data Scientist 82,6415,microsoft sql server,Data Scientist 83,6364,informatics,Data Scientist 84,6342,php,Data Scientist 85,6276,css,Data Scientist 86,6214,computer vision,Data Scientist 87,5944,science,Data Scientist 88,5807,predictive modeling,Data Scientist 89,5674,tensorflow,Data Scientist 90,5546,chemistry,Data Scientist 91,5463,data modeling,Data Scientist 92,5393,customer service,Data Scientist 93,5367,predictive analytics,Data Scientist 94,5298,optimization,Data Scientist 95,5178,simulation,Data Scientist 96,5084,microsoft powerpoint,Data Scientist 97,5050,strategic planning,Data Scientist 98,4936,natural language processing,Data Scientist 99,4926,sas programming,Data Scientist 0,70189,teaching,Data Engineer 1,64838,economics,Data Engineer 2,55300,programming language,Data Engineer 3,44282,software development,Data Engineer 4,31710,management,Data Engineer 5,30364,sql,Data Engineer 6,27941,python,Data Engineer 7,26672,cloud,Data Engineer 8,25874,mathematics,Data Engineer 9,24985,java,Data Engineer 10,23755,phython,Data Engineer 11,23405,development,Data Engineer 12,20757,machine learning,Data Engineer 13,16997,data analysis,Data Engineer 14,16522,microsoft office,Data Engineer 15,16340,cms,Data Engineer 16,15799,robotics,Data Engineer 17,13651,javascript,Data Engineer 18,13414,project management,Data Engineer 19,13033,linux,Data Engineer 20,12859,linux kernel,Data Engineer 21,12565,c++,Data Engineer 22,12402,excel,Data Engineer 23,12115,microsoft excel,Data Engineer 24,11669,hadoop,Data Engineer 25,11647,mysql,Data Engineer 26,11373,sql server,Data Engineer 27,10940,big data,Data Engineer 28,10938,microsoft sql server,Data Engineer 29,10658,database,Data Engineer 30,10513,html,Data Engineer 31,10450,c,Data Engineer 32,10003,datawarehouse,Data Engineer 33,9827,databases,Data Engineer 34,9777,business intelligence,Data Engineer 35,9592,user interface,Data Engineer 36,9508,data warehousing,Data Engineer 37,9336,supply chain management,Data Engineer 38,9235,writing,Data Engineer 39,9031,physics,Data Engineer 40,8803,airports,Data Engineer 41,8774,r,Data Engineer 42,8413,oracle,Data Engineer 43,8395,customer relations,Data Engineer 44,8111,spark,Data Engineer 45,7288,matlab,Data Engineer 46,6917,marketing,Data Engineer 47,6886,unix,Data Engineer 48,6774,programming,Data Engineer 49,6734,agile methodologies,Data Engineer 50,6639,apache spark,Data Engineer 51,6635,financial services,Data Engineer 52,6372,plsql,Data Engineer 53,6314,c#,Data Engineer 54,6303,pl/sql,Data Engineer 55,6303,research,Data Engineer 56,6287,etl,Data Engineer 57,6283,leadership,Data Engineer 58,6120,word,Data Engineer 59,6039,microsoft word,Data Engineer 60,5975,business analysis,Data Engineer 61,5910,data mining,Data Engineer 62,5835,power point,Data Engineer 63,5825,webservices,Data Engineer 64,5759,testing,Data Engineer 65,5754,php,Data Engineer 66,5728,mechanical,Data Engineer 67,5715,networking,Data Engineer 68,5642,troubleshooting,Data Engineer 69,5599,telecommunications,Data Engineer 70,5584,manufacturing,Data Engineer 71,5545,scala,Data Engineer 72,5501,cyber security,Data Engineer 73,5487,git,Data Engineer 74,5431,css,Data Engineer 75,5375,networking skills,Data Engineer 76,5337,sales,Data Engineer 77,5304,requirement analysis,Data Engineer 78,5260,customer service,Data Engineer 79,5224,requirements analysis,Data Engineer 80,5206,tableau,Data Engineer 81,5156,amazon web services (aws),Data Engineer 82,5113,data modeling,Data Engineer 83,4968,computer science,Data Engineer 84,4921,shell scripting,Data Engineer 85,4906,hive,Data Engineer 86,4771,data center,Data Engineer 87,4735,integration,Data Engineer 88,4603,python (programming language),Data Engineer 89,4443,teamwork,Data Engineer 90,4330,cloud computing,Data Engineer 91,4329,cisco,Data Engineer 92,4301,xml,Data Engineer 93,4110,engineering,Data Engineer 94,3964,windows,Data Engineer 95,3963,powerpoint,Data Engineer 96,3899,process engineering,Data Engineer 97,3870,statistics,Data Engineer 98,3849,cisco technologies,Data Engineer 99,3760,"extract, transform, load (etl)",Data Engineer 0,391649,teaching,Data Analyst 1,355305,economics,Data Analyst 2,261798,management,Data Analyst 3,200260,programming language,Data Analyst 4,179214,data analysis,Data Analyst 5,171887,excel,Data Analyst 6,171822,microsoft office,Data Analyst 7,167178,microsoft excel,Data Analyst 8,149278,mathematics,Data Analyst 9,136791,software development,Data Analyst 10,118966,sql,Data Analyst 11,114501,customer relations,Data Analyst 12,112073,supply chain management,Data Analyst 13,102604,marketing,Data Analyst 14,102019,project management,Data Analyst 15,93265,user interface,Data Analyst 16,85737,word,Data Analyst 17,84811,power point,Data Analyst 18,84087,customer service,Data Analyst 19,83851,microsoft word,Data Analyst 20,83729,research,Data Analyst 21,81609,cms,Data Analyst 22,78197,sales,Data Analyst 23,75757,leadership,Data Analyst 24,68202,business analysis,Data Analyst 25,67475,python,Data Analyst 26,64127,development,Data Analyst 27,63678,writing,Data Analyst 28,62174,powerpoint,Data Analyst 29,61163,mass media,Data Analyst 30,59005,analysis,Data Analyst 31,57711,advanced calculus,Data Analyst 32,54720,r,Data Analyst 33,54372,teamwork,Data Analyst 34,53525,machine learning,Data Analyst 35,50890,phython,Data Analyst 36,50384,public speaking,Data Analyst 37,50263,robotics,Data Analyst 38,47987,database,Data Analyst 39,44825,databases,Data Analyst 40,43225,process improvement,Data Analyst 41,43038,sql server,Data Analyst 42,41360,microsoft sql server,Data Analyst 43,41236,business intelligence,Data Analyst 44,40900,java,Data Analyst 45,40045,social media,Data Analyst 46,39771,statistics,Data Analyst 47,38693,cloud,Data Analyst 48,36357,strategic planning,Data Analyst 49,34935,microsoft access,Data Analyst 50,34582,html,Data Analyst 51,34277,tableau,Data Analyst 52,32632,airports,Data Analyst 53,32080,advertising,Data Analyst 54,31751,financial services,Data Analyst 55,29528,team leadership,Data Analyst 56,28549,time management,Data Analyst 57,28321,c++,Data Analyst 58,27946,law,Data Analyst 59,27938,financial analysis,Data Analyst 60,27773,accounting,Data Analyst 61,27709,data mining,Data Analyst 62,27445,human resource management,Data Analyst 63,27049,access,Data Analyst 64,26825,revenue,Data Analyst 65,26649,matlab,Data Analyst 66,26309,requirement analysis,Data Analyst 67,26271,microsoft powerpoint,Data Analyst 68,26036,requirements analysis,Data Analyst 69,25814,training,Data Analyst 70,25343,javascript,Data Analyst 71,25217,sas,Data Analyst 72,25189,analytics,Data Analyst 73,25164,statistical analysis system,Data Analyst 74,25102,spss,Data Analyst 75,24614,english,Data Analyst 76,23761,datawarehouse,Data Analyst 77,23372,mysql,Data Analyst 78,23151,event planning,Data Analyst 79,22950,data warehousing,Data Analyst 80,22074,erp,Data Analyst 81,21793,c,Data Analyst 82,20818,market research,Data Analyst 83,20546,data visualization,Data Analyst 84,20528,oracle,Data Analyst 85,20184,testing,Data Analyst 86,20172,manufacturing,Data Analyst 87,19623,communication,Data Analyst 88,19397,project planning,Data Analyst 89,18896,business strategy,Data Analyst 90,18574,physics,Data Analyst 91,18323,sdlc,Data Analyst 92,18134,microsoft visio,Data Analyst 93,17953,photoshop,Data Analyst 94,17830,program management,Data Analyst 95,17323,networking,Data Analyst 96,17218,visio,Data Analyst 97,17145,python (programming language),Data Analyst 98,17094,sap,Data Analyst 99,16775,business process improvement,Data Analyst 0,16441,teaching,Machine Learning Engineer 1,14834,programming language,Machine Learning Engineer 2,14277,mathematics,Machine Learning Engineer 3,13250,economics,Machine Learning Engineer 4,13233,python,Machine Learning Engineer 5,13068,robotics,Machine Learning Engineer 6,13039,machine learning,Machine Learning Engineer 7,13025,software development,Machine Learning Engineer 8,11075,phython,Machine Learning Engineer 9,7492,java,Machine Learning Engineer 10,7209,c++,Machine Learning Engineer 11,5730,development,Machine Learning Engineer 12,5281,sql,Machine Learning Engineer 13,5167,data analysis,Machine Learning Engineer 14,5149,c,Machine Learning Engineer 15,4952,matlab,Machine Learning Engineer 16,4313,deep learning,Machine Learning Engineer 17,4148,cloud,Machine Learning Engineer 18,3744,management,Machine Learning Engineer 19,3704,javascript,Machine Learning Engineer 20,3561,cms,Machine Learning Engineer 21,3548,linux,Machine Learning Engineer 22,3513,linux kernel,Machine Learning Engineer 23,3490,algorithms,Machine Learning Engineer 24,3473,r,Machine Learning Engineer 25,3214,programming,Machine Learning Engineer 26,3172,microsoft office,Machine Learning Engineer 27,3170,research,Machine Learning Engineer 28,3052,computer vision,Machine Learning Engineer 29,2929,data science,Machine Learning Engineer 30,2893,user interface,Machine Learning Engineer 31,2755,tensorflow,Machine Learning Engineer 32,2748,html,Machine Learning Engineer 33,2698,python (programming language),Machine Learning Engineer 34,2463,data mining,Machine Learning Engineer 35,2415,statistics,Machine Learning Engineer 36,2225,mysql,Machine Learning Engineer 37,2177,excel,Machine Learning Engineer 38,2133,microsoft excel,Machine Learning Engineer 39,2096,git,Machine Learning Engineer 40,1952,artificial intelligence,Machine Learning Engineer 41,1797,latex,Machine Learning Engineer 42,1749,project management,Machine Learning Engineer 43,1628,physics,Machine Learning Engineer 44,1626,big data,Machine Learning Engineer 45,1604,c#,Machine Learning Engineer 46,1431,hadoop,Machine Learning Engineer 47,1430,leadership,Machine Learning Engineer 48,1427,computer science,Machine Learning Engineer 49,1421,nlp,Machine Learning Engineer 50,1394,keras,Machine Learning Engineer 51,1369,image processing,Machine Learning Engineer 52,1330,informatics,Machine Learning Engineer 53,1288,css,Machine Learning Engineer 54,1255,embedded systems,Machine Learning Engineer 55,1252,power point,Machine Learning Engineer 56,1239,spark,Machine Learning Engineer 57,1215,php,Machine Learning Engineer 58,1205,neural networks,Machine Learning Engineer 59,1189,microsoft word,Machine Learning Engineer 60,1170,word,Machine Learning Engineer 61,1134,natural language processing,Machine Learning Engineer 62,1131,public speaking,Machine Learning Engineer 63,1129,web development,Machine Learning Engineer 64,1114,data structure,Machine Learning Engineer 65,1105,data structures,Machine Learning Engineer 66,1064,artificial intelligence (ai),Machine Learning Engineer 67,1061,software engineering,Machine Learning Engineer 68,1057,pytorch,Machine Learning Engineer 69,1056,data visualization,Machine Learning Engineer 70,1037,teamwork,Machine Learning Engineer 71,981,amazon web services (aws),Machine Learning Engineer 72,970,jupyter,Machine Learning Engineer 73,964,apache spark,Machine Learning Engineer 74,896,writing,Machine Learning Engineer 75,860,natural language processing (nlp),Machine Learning Engineer 76,836,scala,Machine Learning Engineer 77,834,marketing,Machine Learning Engineer 78,831,mongodb,Machine Learning Engineer 79,809,jupyter notebook,Machine Learning Engineer 80,787,airports,Machine Learning Engineer 81,782,scikit-learn,Machine Learning Engineer 82,752,supply chain management,Machine Learning Engineer 83,748,database,Machine Learning Engineer 84,741,agile methodologies,Machine Learning Engineer 85,741,powerpoint,Machine Learning Engineer 86,692,english,Machine Learning Engineer 87,680,docker,Machine Learning Engineer 88,680,html5,Machine Learning Engineer 89,680,modeling,Machine Learning Engineer 90,674,android development,Machine Learning Engineer 91,653,node.js,Machine Learning Engineer 92,647,databases,Machine Learning Engineer 93,635,pandas (software),Machine Learning Engineer 94,630,opencv,Machine Learning Engineer 95,621,django,Machine Learning Engineer 96,618,signal processing,Machine Learning Engineer 97,597,model,Machine Learning Engineer 98,577,numpy,Machine Learning Engineer 99,575,mathematical modeling,Machine Learning Engineer