EDSA Demand Analysis - Quantitative Data (June 2016)

Country Sector OrgType Involvement tools capability_Advanced_computing_and_programming capability_Big_data capability_Business_intelligence_and_domain_expertise capability_Data_collection_and_analysis capability_Data_interpretation_and_visualisation capability_Machine_learning_and_prediction capability_Math_and_statistics capability_Open_source_tools_and_concepts Skills_Advanced_computing_and_programming Skills_Big_data Skills_Business_intelligence_and_domain_expertise Skills_Data_collection_and_analysis Skills_Data_interpretation_and_visualisation Skills_Machine_learning_and_prediction Skills_Math_and_statistics Skills_Open_source_tools_and_concepts Training_Accredited Training_Assessed Training_Coaching Training_Face_to_face_training Training_Internal_assignments Training_Tailored_to_sector Training_Translated_from_English Training_Uses_nonopen_nonfree_software Training_Webinars Training_eLearning
United Kingdom Data and information systems Manager essential desirable not_required not_required essential not_required desirable desirable desirable essential essential
United Kingdom Consumer services Data Scientist 2 2 4 3 3 1 3 desirable not_required not_required not_required essential not_required not_required not_required not_required essential desirable
United Kingdom Consultancy Other 3 3 1 4 1 4 3 essential essential essential not_required desirable not_required desirable desirable not_required desirable desirable
Sweden Education Data Scientist 3 1 2 2 4 2 1 essential not_required not_required essential essential not_required desirable not_required desirable essential essential
Other not_required desirable not_required not_required essential not_required desirable desirable desirable essential essential
Germany Finance insurance and real estate Manager 3 2 essential essential desirable desirable essential not_required desirable desirable desirable desirable desirable
Germany Government and public sector Data Scientist 2 2 essential not_required not_required not_required essential not_required not_required not_required not_required desirable not_required
United Kingdom Government and public sector Other desirable 2 2 1 desirable 1 desirable essential desirable not_required not_required essential not_required desirable not_required desirable essential essential
France Transport Other 1 1 1 1 1 desirable 1 desirable desirable desirable essential essential desirable essential desirable not_required desirable desirable
Germany Telecomms Manager 2 4 3 3 3 3 3 essential essential essential essential desirable essential desirable essential desirable desirable desirable
United Kingdom Consultancy Other essential not_required not_required essential essential not_required essential not_required not_required desirable desirable
Germany Consultancy Manager 4 4 4 1 1 3 3 essential essential essential essential desirable essential essential desirable desirable essential essential
United Kingdom Government and public sector Data Scientist z-scores,Python,R,Java,Open Refine,SAS,Hadoop / MapReduce,NoSQL / Cassandra 3 2 3 3 3 3 2 desirable desirable not_required not_required essential not_required essential not_required desirable desirable essential
United Kingdom Health Other desirable 3 2 1 1 1 2 essential desirable desirable essential essential not_required essential not_required not_required essential not_required
Netherlands Environment Data Scientist desirable desirable desirable essential essential desirable essential not_required desirable essential essential
United Kingdom Health Other desirable 2 1 1 desirable 1 2 essential desirable not_required desirable essential not_required essential not_required not_required desirable desirable
United Kingdom Data Scientist essential desirable essential not_required not_required essential not_required not_required essential essential essential
United Kingdom Government and public sector Other z-scores,R,NoSQL / Cassandra desirable 1 1 2 desirable 2 3 not_required desirable not_required not_required essential not_required desirable desirable desirable essential essential
Netherlands Agriculture Manager MongoDB,Java,Javascript / JQuery,Python,MathLab 4 4 not_required desirable not_required not_required essential not_required essential desirable not_required desirable essential
Poland Energy Data Scientist 4 3 4 3 3 3 4 essential desirable desirable essential essential desirable desirable not_required essential desirable desirable
Estonia Data and information systems Data Scientist 3 2 4 3 3 3 2 desirable not_required not_required desirable essential not_required not_required not_required not_required desirable essential
Sweden Media and advertising Data Scientist 3 3 3 3 3 4 3 desirable essential essential essential essential not_required desirable not_required not_required desirable not_required
Other D3 / nvD3 4 essential
Germany Government and public sector Data Scientist 3 3 3 3 4 3 3 not_required desirable not_required not_required essential not_required desirable desirable desirable essential essential
Germany Consultancy Data Scientist 1 3 2 1 1 1 3 essential essential desirable desirable essential desirable desirable not_required desirable desirable desirable
Germany Data and information systems Data Scientist 1 3 3 1 3 3 2 essential essential desirable essential desirable desirable essential desirable not_required desirable essential
Netherlands Health Data Scientist 1 2 2 2 4 1 desirable desirable not_required not_required not_required not_required desirable desirable desirable essential essential
Sweden Data and information systems Data Scientist 2 1 3 2 3 3 2 desirable desirable desirable desirable essential essential not_required desirable not_required desirable essential
Germany Data and information systems Other 1 desirable 1 1 desirable 2 1 essential desirable not_required not_required essential not_required desirable essential desirable essential essential
Germany Data and information systems Data Scientist 3 1 1 3 3 2 2 essential not_required desirable essential essential desirable desirable not_required not_required essential essential
Italy Government and public sector Data Scientist 4 not_required desirable not_required not_required essential not_required desirable desirable desirable essential essential
Slovenia Data and information systems Data Scientist 2 1 3 2 3 2 1 desirable desirable desirable desirable essential not_required desirable desirable not_required essential essential
Netherlands Consultancy Individual Data Scientist R,AWS,Open Refine,ProM or Disco,Tableau,Javascript / JQuery desirable desirable 4 4 4 desirable 1 1 desirable desirable essential essential essential desirable desirable essential desirable not_required not_required desirable not_required essential desirable desirable essential essential
Italy Government and public sector Large (corporation) Data Scientist AWS,Spark,Hadoop / MapReduce,MongoDB,R,Python,Javascript / JQuery,Java 2 2 2 4 1 1 2 2 desirable essential desirable essential desirable desirable not_required essential essential not_required essential essential not_required desirable desirable desirable essential essential
Italy Data and information systems Large (corporation) Manager visualisation,story telling 3 1 4 2 3 2 3 2 desirable essential not_required desirable desirable not_required not_required essential desirable not_required not_required essential not_required desirable desirable desirable essential essential
United%20Kingdom Other desirable essential not_required
Belgium Scientific and market research SME (10 to 250 employees) Data Scientist NoSQL / Cassandra,Python,R,Spark,Hadoop / MapReduce,Tableau,Qlik desirable desirable desirable 2 2 2 2 2 desirable desirable desirable essential essential essential essential essential not_required desirable essential essential essential essential not_required not_required desirable desirable
Germany Accommodation and food services Large (250+ employees) Manager Javascript / JQuery,D3 / nvD3
Other Javascript / JQuery
Education Large (250+ employees) Data Scientist Python,R 3 2 essential desirable not_required essential essential desirable desirable
Germany Other z-scores,Apache Storm
Latvia Energy SME (10 to 250 employees) Data Scientist Javascript / JQuery,Apache Storm 3 essential desirable
Austria Data and information systems Data Scientist desirable essential desirable essential essential desirable essential essential
Austria Data and information systems Data Scientist desirable essential desirable essential essential desirable essential essential
Austria Professional services Data Scientist 3 2 3 3 2 4 desirable essential essential essential essential essential
Austria Professional services Data Scientist desirable essential desirable essential essential desirable essential essential
Ireland It SME (10 to 250 employees) Data Scientist desirable desirable desirable essential essential essential desirable essential
Netherlands Advertising Data Scientist R,Python,Scala,AWS,Apache Spark,D3 / nvD3,SQL 2 2 4 4 2 3 2 3 desirable essential essential essential essential desirable desirable desirable not_required not_required essential desirable essential not_required not_required not_required desirable desirable
United Kingdom Consumer services SME (10 to 250 employees) Data Scientist desirable desirable desirable essential essential essential essential not_required
United Kingdom Scientific and market research SME (10 to 250 employees) Data Scientist R,Python,hive 2 3 3 2 desirable desirable essential desirable essential essential essential desirable
United Kingdom Arts recreation and entertainment SME (10 to 250 employees) Data Scientist NoSQL / Cassandra,Hadoop / MapReduce,Javascript / JQuery,Java desirable 2 desirable essential desirable desirable
Ireland It SME (10 to 250 employees) Data Scientist desirable desirable not_required essential essential essential desirable essential
Sweden Data and information systems Large (250+ employees) Data Scientist R,Python,AWS,ProM or Disco,Spark 4 3 3 desirable desirable desirable essential desirable desirable essential essential desirable desirable desirable
Finland Data and information systems Large (250+ employees) Data Scientist R,Python,Hadoop / MapReduce,Spark 4 3 3 3 desirable desirable essential essential essential desirable essential not_required not_required desirable essential desirable essential essential not_required not_required desirable desirable
France Micro (<10 employees) Manager z-scores 3 not_required desirable
United Kingdom Scientific and market research Micro (<10 employees) Manager R,z-scores,Javascript / JQuery,Python,D3 / nvD3,Java 3 1 3 2 2 3 2 4 desirable desirable desirable essential essential desirable desirable essential desirable essential desirable essential essential desirable not_required desirable
Manager essential desirable not_required
United Kingdom Education Micro (<10 employees) Data Scientist 3 2 2 3 3 3 3 3 not_required desirable desirable essential desirable essential essential not_required
United Kingdom Education Micro (<10 employees) Data Scientist not_required desirable desirable essential desirable essential essential not_required
United Kingdom Education Micro (<10 employees) Data Scientist not_required desirable desirable essential desirable essential essential not_required
United Kingdom Education Micro (<10 employees) Data Scientist not_required desirable desirable essential desirable essential essential not_required
United Kingdom Education Micro (<10 employees) Data Scientist not_required desirable desirable essential desirable essential essential not_required
United Kingdom Education Micro (<10 employees) Data Scientist Hadoop / MapReduce,R,Python,D3 / nvD3,MongoDB,NoSQL / Cassandra,Javascript / JQuery 3 3 2 3 2 3 3 3 not_required desirable desirable essential desirable essential essential not_required essential essential not_required not_required desirable essential desirable not_required desirable desirable
Spain Education Large (250+ employees) Manager 4 4 4 4 2 4 4 3 desirable essential essential desirable desirable essential desirable not_required desirable desirable not_required not_required desirable essential not_required not_required essential desirable
Spain Education Large (250+ employees) Data Scientist desirable desirable 2 3 3 desirable 2 2 not_required not_required not_required desirable desirable desirable essential essential desirable essential desirable essential essential not_required not_required desirable essential
Other desirable not_required not_required essential essential not_required desirable desirable
Other not_required not_required desirable not_required desirable essential desirable essential
Germany Education Large (250+ employees) Manager 4 4 3 2 2 4 4 4 desirable desirable desirable desirable essential essential essential not_required
Sweden Finance and insurance services SME (10 to 250 employees) Data Scientist 4 4 3 4 3 3 3 4 desirable essential desirable desirable essential essential essential desirable
Sweden Finance and insurance services SME (10 to 250 employees) Data Scientist 4 4 3 4 3 4 3 4 desirable desirable desirable desirable essential essential essential desirable
Greece Business administration services Individual Data Scientist 2 2 3 3 3 3 3 3 not_required desirable essential essential essential desirable desirable desirable
Serbia Business administration services Micro (<10 employees) Data Scientist SQL
Poland Scientific and market research Individual Data Scientist 2 1 2 3 3 3 3 2 desirable desirable essential essential essential desirable desirable desirable
Spain Education Individual Data Scientist 1 1 3 2 2 1 1 1 desirable not_required desirable essential essential desirable essential not_required
Netherlands Finance and insurance services Micro (<10 employees) Manager ProM or Disco 4 4 4 3 4 3 3 2 desirable essential desirable desirable essential essential desirable desirable not_required desirable essential desirable essential desirable not_required not_required desirable essential
France Other desirable
United Kingdom Education Large (250+ employees) Data Scientist 1 1 1 2 2 2 1 3 not_required desirable desirable essential essential desirable essential desirable
Other Java essential desirable
Slovenia Scientific and market research SME (10 to 250 employees) Data Scientist desirable essential not_required essential essential desirable desirable desirable
United Kingdom Education SME (10 to 250 employees) Other AWS,Spark,Hadoop / MapReduce,Python,MongoDB essential essential essential
United Kingdom Agriculture Individual Data Scientist desirable essential not_required essential
Other not_required essential desirable desirable essential not_required not_required desirable
Other 2 2 1 2 2 2 desirable essential essential desirable essential essential desirable not_required
Other 2 3 3 1 2 2 2 3 desirable desirable essential essential not_required essential desirable essential
Other desirable essential desirable not_required desirable essential essential essential
Other 1 3 4 1 4 3 2 essential essential not_required essential not_required essential essential essential
Other Hadoop / MapReduce,NoSQL / Cassandra,Javascript / JQuery,D3 / nvD3 essential essential essential essential essential essential essential essential desirable desirable desirable desirable essential desirable essential essential essential
Other essential
United Kingdom Public administration and defence Large (250+ employees) Manager desirable desirable desirable essential desirable desirable desirable desirable
United Kingdom Energy Individual Data Scientist desirable essential essential desirable desirable not_required not_required essential
Other 3 essential desirable desirable
Italy Scientific and market research Micro (<10 employees) Data Scientist 4 3 3 5 5 3 4 4 desirable desirable desirable essential essential desirable essential essential
Italy Data and information systems Large (250+ employees) Data Scientist 4 4 5 5 4 4 5 4 desirable desirable desirable essential essential desirable essential not_required
Italy Scientific and market research SME (10 to 250 employees) Data Scientist 4 1 5 3 5 2 5 3 desirable not_required desirable essential essential desirable essential desirable
Italy Human health and social work SME (10 to 250 employees) Data Scientist 3 2 2 4 4 2 4 3 desirable not_required desirable essential essential not_required essential desirable
Netherlands Data and information systems Large (250+ employees) Manager 4 3 3 2 2 3 3 2 not_required not_required desirable desirable desirable desirable desirable desirable
Netherlands Professional services SME (10 to 250 employees) Data Scientist 2 2 2 4 3 1 4 3 not_required desirable desirable essential desirable essential desirable not_required
Netherlands Arts, recreation and entertainment SME (10 to 250 employees) Data Scientist 3 4 5 5 3 2 2 4 desirable desirable desirable essential desirable not_required not_required desirable
Italy Business administration services Large (250+ employees) Manager 4 4 3 5 3 5 5 5 desirable desirable desirable essential desirable essential essential desirable
Malta Data and information systems SME (10 to 250 employees) Data Scientist 3 4 3 5 4 4 2 3 desirable essential essential essential essential desirable not_required desirable
Malta Finance and insurance services SME (10 to 250 employees) Data Scientist 3 3 3 4 3 4 4 4 desirable essential desirable essential desirable desirable essential desirable
Italy Consumer services Large (250+ employees) Manager 3 2 4 4 4 3 4 4 essential essential essential essential essential essential essential desirable
Netherlands Manufacturing Large (250+ employees) Manager 3 4 4 4 4 3 3 2 not_required desirable desirable essential desirable essential desirable not_required
Netherlands Public administration and defence Large (250+ employees) Manager 4 2 4 4 5 2 4 4 desirable desirable desirable essential essential desirable essential essential
Belgium Mining Large (250+ employees) Manager 3 4 4 4 4 2 3 3 not_required essential essential essential essential desirable desirable desirable
Spain Finance and insurance services Large (250+ employees) Data Scientist 1 4 5 5 5 4 3 3 not_required desirable essential essential essential essential desirable desirable
Portugal Human health and social work Large (250+ employees) Manager 5 5 5 5 5 5 5 5 not_required not_required desirable essential desirable essential desirable desirable
Portugal Data and information systems Large (250+ employees) Manager 5 2 3 3 3 4 3 4 essential essential desirable desirable not_required desirable desirable desirable
Romania Data and information systems Large (250+ employees) Data Scientist 4 2 4 5 5 5 4 4 desirable desirable essential desirable essential essential essential desirable
Romania Scientific and market research Large (250+ employees) Manager 5 2 3 4 2 5 5 2 essential desirable essential essential desirable essential essential desirable
Germany Scientific and market research Large (250+ employees) Manager 4 3 3 5 3 2 5 3 essential desirable essential essential essential not_required essential essential
Sweden Professional services Large (250+ employees) Data Scientist 4 4 5 5 5 2 2 3 desirable desirable desirable essential desirable essential essential not_required
Spain Professional services Large (250+ employees) Manager 5 5 5 5 5 5 5 5 desirable essential desirable essential desirable desirable essential desirable
Poland Energy Manager essential desirable not_required
Poland Public administration and defence Large (250+ employees) Manager Open Refine,Python,D3 / nvD3,R,Sparql 3 3 essential desirable not_required desirable essential not_required
Austria Data and information systems Large (250+ employees) Manager Hadoop / MapReduce,Python,Apache Storm,Apache Flink,Spark
United Kingdom Education SME (10 to 250 employees) Manager AWS,Spark,R,Python,D3 / nvD3,Hadoop / MapReduce,NoSQL / Cassandra 1 1 2 3 3 3 4 2 desirable desirable essential essential essential essential essential desirable desirable desirable desirable essential desirable essential desirable desirable desirable
United Kingdom Professional services SME (10 to 250 employees) Manager desirable essential essential essential essential essential desirable essential
United Kingdom Data and information systems Large (250+ employees) Data Scientist desirable desirable desirable essential essential desirable essential desirable
France Data and information systems Large (250+ employees) Data Scientist R,Python,Java,Spark,Hadoop / MapReduce,AWS 3 3 4 3 4 4 4 2 essential essential desirable desirable desirable essential essential desirable desirable essential essential essential essential essential desirable essential desirable essential
Portugal Education Large (250+ employees) Data Scientist 4 4 2 4 3 4 3 4 desirable essential desirable essential desirable essential desirable desirable
France Data and information systems SME (10 to 250 employees) Data Scientist Python,R,MongoDB 2 2 3 3 3 3 4 3 desirable not_required essential essential essential desirable essential desirable essential essential desirable desirable essential not_required desirable not_required essential essential
United Kingdom Large (250+ employees) Data Scientist R 4 3 3 essential desirable essential essential essential desirable desirable desirable
Malta Education Large (250+ employees) Data Scientist desirable 1 1 3 2 3 1 3 not_required desirable desirable essential desirable essential desirable essential
Germany Construction Large (250+ employees) Data Scientist R,Python,D3 / nvD3,Spark,Microsoft Azure ML,GraphLab Create 3 2 2 2 2 3 3 3 desirable desirable essential desirable essential essential desirable desirable desirable not_required desirable desirable not_required essential
Norway Energy SME (10 to 250 employees) Data Scientist AWS,Javascript / JQuery,Python 2 1 1 3 3 2 2 1 desirable desirable not_required essential essential desirable essential not_required essential essential desirable essential desirable desirable desirable not_required desirable not_required
United Kingdom Professional services Individual Data Scientist Python,NoSQL / Cassandra,Spark,R,Hadoop / MapReduce,Apache Storm,Java 4 4 4 4 4 not_required desirable essential essential essential desirable essential essential essential desirable desirable essential desirable not_required essential essential desirable essential
Greece Public administration and defence Large (250+ employees) Data Scientist z-scores,NoSQL / Cassandra,sql,matlab 3 2 2 3 2 3 3 2 essential essential desirable essential desirable essential essential essential
Denmark Education Large (250+ employees) Manager Spark,Hadoop / MapReduce,R,Python,AWS 3 4 1 2 desirable 2 4 1 desirable essential not_required desirable not_required desirable essential not_required essential essential desirable essential essential desirable not_required desirable not_required not_required
Slovenia Wholesale and retail Large (250+ employees) Data Scientist 1 desirable 3 3 3 1 3 desirable desirable not_required essential essential essential desirable desirable not_required
Slovenia Wholesale and retail Large (250+ employees) Data Scientist R,Python,Hadoop / MapReduce,ProM or Disco 3 3 3 essential essential essential desirable desirable desirable essential desirable essential essential
Austria Data and information systems Micro (<10 employees) Data Scientist R,Python,Hadoop / MapReduce,NoSQL / Cassandra,Apache Storm,MongoDB,Spark,Java 3 1 2 4 4 2 4 2 desirable desirable not_required essential essential essential essential desirable essential essential desirable desirable essential desirable not_required not_required essential essential
Cyprus Wholesale and retail SME (10 to 250 employees) Data Scientist 1 1 2 2 3 1 1 2 desirable essential essential desirable essential not_required essential essential
United Kingdom Education Large (250+ employees) Manager essential essential desirable
Belgium Professional services Micro (<10 employees) Data Scientist Open Refine,R,plotly,vega desirable desirable 1 3 2 1 1 3 desirable desirable essential essential essential essential essential desirable essential essential
United Kingdom Data and information systems SME (10 to 250 employees) Data Scientist Apache Storm,R,Javascript / JQuery,D3 / nvD3,Spark,Open Refine 3 2 2 3 3 1 2 4 essential desirable desirable essential essential not_required desirable essential desirable not_required desirable essential essential not_required not_required desirable not_required essential
Data and information systems SME (10 to 250 employees) Data Scientist spark, hadoop, R, Python 3 3 2 essential desirable not_required essential desirable not_required
Slovenia Scientific and market research SME (10 to 250 employees) Data Scientist essential desirable not_required desirable desirable essential essential desirable
Slovenia Data and information systems Micro (<10 employees) Data Scientist 3 3 3 3 4 2 3 2 desirable essential desirable essential essential not_required desirable desirable
Slovenia Data and information systems Micro (<10 employees) Data Scientist 3 3 3 3 3 3 2 3 desirable essential desirable essential essential not_required not_required desirable essential desirable essential desirable not_required desirable not_required desirable desirable not_required
Slovenia Scientific and market research Large (250+ employees) Data Scientist essential desirable essential essential essential essential essential desirable
Slovenia Scientific and market research SME (10 to 250 employees) Data Scientist 2 1 1 2 2 2 3 3 desirable essential not_required essential essential essential desirable desirable
Estonia Data and information systems SME (10 to 250 employees) Data Scientist R,Hadoop / MapReduce,NoSQL / Cassandra,Spark desirable 1 2 2 2 2 4 1 desirable desirable desirable essential essential essential essential desirable desirable essential not_required not_required essential desirable not_required not_required essential essential
Slovenia Scientific and market research Large (250+ employees) Data Scientist 2 1 desirable 2 3 1 3 1 essential not_required desirable essential desirable essential essential desirable
Slovenia Data and information systems Large (250+ employees) Data Scientist 3 2 2 3 3 3 3 2 essential desirable desirable desirable essential desirable essential desirable
Slovenia Data and information systems Large (250+ employees) Data Scientist Java,R,Javascript / JQuery,D3 / nvD3 3 2 2 3 3 3 3 2 essential desirable desirable desirable essential desirable essential desirable desirable essential not_required essential desirable desirable not_required desirable desirable essential
Malta Scientific and market research Micro (<10 employees) Data Scientist desirable 2 desirable 3 3 desirable 1 3 desirable essential not_required essential essential desirable desirable essential not_required
Other desirable essential desirable not_required not_required essential
Slovenia Data and information systems Large (250+ employees) Data Scientist 3 3 3 3 3 3 essential desirable desirable desirable essential essential essential desirable
Slovenia Scientific and market research SME (10 to 250 employees) Data Scientist 1 1 2 1 2 2 3 2 desirable essential not_required essential essential essential desirable desirable
Slovenia Scientific and market research Large (250+ employees) Data Scientist QMiner 4 3 1 4 4 3 3 2 desirable desirable desirable essential desirable essential essential desirable not_required desirable essential desirable essential essential not_required not_required desirable desirable
Netherlands Wholesale and retail Large (250+ employees) Manager 2 2 3 4 3 3 3 2 desirable desirable essential essential desirable essential not_required desirable
Netherlands Manufacturing Large (250+ employees) Data Scientist 3 3 3 4 4 2 4 1 desirable essential essential essential essential desirable desirable not_required
Netherlands Business administration services SME (10 to 250 employees) Data Scientist 2 2 3 4 5 2 4 2 desirable desirable desirable essential essential desirable essential desirable
Netherlands Professional services Large (250+ employees) Manager 5 3 3 5 5 5 3 3 desirable essential desirable essential essential desirable desirable not_required
Netherlands Scientific and market research SME (10 to 250 employees) Manager 4 3 2 4 3 2 4 3 essential desirable desirable essential desirable not_required essential essential
Netherlands Manufacturing SME (10 to 250 employees) Data Scientist 2 3 2 3 4 3 2 3 essential essential essential essential essential essential essential desirable
Netherlands Human health and social work Large (250+ employees) Manager 3 2 5 5 1 5 1 3 desirable desirable desirable essential desirable desirable essential desirable
Netherlands Human health and social work Large (250+ employees) Data Scientist 4 2 4 4 5 4 4 4 desirable desirable essential essential essential essential essential desirable
Netherlands Media SME (10 to 250 employees) Manager 3 2 3 5 5 1 2 4 not_required essential desirable essential essential desirable desirable desirable
Netherlands Media SME (10 to 250 employees) Manager 2 5 4 4 4 2 1 3 desirable desirable desirable essential desirable essential essential desirable
Spain Data and information systems Large (250+ employees) Data Scientist 5 5 4 4 4 3 2 5 essential essential not_required desirable essential essential essential essential
France Finance and insurance services SME (10 to 250 employees) Manager 3 3 1 4 2 4 4 2 essential not_required not_required essential essential essential essential not_required
France Professional services Large (250+ employees) Data Scientist 4 4 3 4 3 3 2 3 essential desirable essential desirable desirable desirable not_required essential
France Manufacturing Large (250+ employees) Data Scientist 2 3 2 4 3 3 4 2 not_required not_required not_required essential desirable essential essential desirable
France Data and information systems Large (250+ employees) Manager 4 2 2 3 1 3 1 4 not_required essential desirable essential desirable desirable not_required desirable
France Data and information systems Large (250+ employees) Manager 5 5 5 5 4 4 4 5 desirable desirable desirable essential essential desirable desirable desirable
France Professional services SME (10 to 250 employees) Manager 1 3 3 4 1 1 4 1 essential essential desirable desirable essential essential desirable desirable
France Manufacturing Large (250+ employees) Manager 3 1 5 4 4 1 1 1 desirable not_required essential essential essential desirable not_required not_required
Belgium Transport Large (250+ employees) Data Scientist 2 4 4 5 5 4 5 3 desirable essential essential essential essential not_required essential desirable
Belgium Human health and social work Large (250+ employees) Data Scientist 3 4 3 5 4 3 5 3 desirable desirable desirable essential desirable desirable essential desirable
Belgium Manufacturing Large (250+ employees) Data Scientist 5 1 4 5 3 3 4 2 desirable desirable desirable essential essential essential essential desirable
Belgium Human health and social work Large (250+ employees) Data Scientist 3 4 1 4 4 1 4 1 desirable desirable not_required desirable desirable not_required desirable desirable
Belgium Manufacturing Large (250+ employees) Manager 3 4 3 4 4 3 4 2 essential desirable desirable essential essential desirable essential desirable
Belgium Data and information systems Large (250+ employees) Data Scientist 1 2 2 3 2 1 4 1 not_required desirable desirable essential desirable not_required desirable desirable
Belgium Professional services SME (10 to 250 employees) Manager 1 2 4 3 3 2 4 3 desirable desirable essential essential essential essential essential desirable
Belgium Data and information systems Large (250+ employees) Manager 4 4 4 5 3 3 4 4 desirable essential desirable essential desirable desirable essential desirable
Belgium Human health and social work SME (10 to 250 employees) Data Scientist 5 3 2 4 3 5 2 4 desirable desirable not_required essential essential essential desirable not_required
Belgium Professional services Large (250+ employees) Manager 2 1 4 4 3 1 3 3 desirable desirable essential essential essential not_required desirable desirable
Belgium Scientific and market research SME (10 to 250 employees) Manager 3 4 4 4 4 3 3 4 desirable essential desirable essential essential essential desirable essential
Belgium Human health and social work SME (10 to 250 employees) Manager 3 3 4 5 1 1 3 2 desirable desirable desirable essential not_required not_required desirable desirable
Spain Human health and social work Large (250+ employees) Manager 2 3 4 4 4 4 3 1 desirable essential desirable essential desirable desirable essential not_required
Spain Media SME (10 to 250 employees) Data Scientist 2 3 4 4 2 4 4 3 desirable essential essential essential desirable essential desirable not_required
Spain Business administration services Large (250+ employees) Data Scientist 5 4 4 3 5 4 3 3 essential essential desirable desirable desirable essential not_required not_required
Spain Data and information systems SME (10 to 250 employees) Manager 5 4 5 5 5 4 4 4 essential essential essential essential essential essential desirable desirable
Spain Media SME (10 to 250 employees) Manager 5 4 5 5 4 5 4 5 desirable desirable desirable essential desirable essential not_required desirable
Spain Scientific and market research Large (250+ employees) Data Scientist 3 2 5 4 5 3 3 3 essential desirable desirable essential essential essential desirable essential
Spain Media SME (10 to 250 employees) Data Scientist 4 2 3 5 5 2 3 5 essential essential essential desirable desirable essential desirable desirable
Spain Human health and social work Large (250+ employees) Data Scientist 2 2 4 5 5 3 3 3 essential not_required desirable essential desirable essential essential desirable
Portugal Data and information systems Large (250+ employees) Data Scientist 2 1 2 3 4 3 4 2 desirable desirable desirable essential essential not_required essential not_required
Portugal Arts, recreation and entertainment SME (10 to 250 employees) Data Scientist 3 3 3 4 4 5 3 3 desirable essential desirable essential essential essential essential essential
Portugal Data and information systems Large (250+ employees) Data Scientist 2 4 4 4 4 3 3 3 desirable essential desirable essential essential essential desirable desirable
Portugal Data and information systems Large (250+ employees) Manager 3 2 4 4 3 3 3 3 desirable desirable essential essential essential desirable essential desirable
Greece Manufacturing Large (250+ employees) Manager 3 2 4 4 5 2 4 2 desirable desirable essential essential essential not_required essential desirable
Greece Professional services Large (250+ employees) Manager 3 4 5 4 5 3 4 2 desirable desirable desirable essential essential desirable essential not_required
Romania Media Large (250+ employees) Data Scientist 4 3 2 4 2 3 3 2 desirable desirable not_required essential desirable desirable essential desirable
Romania Finance and insurance services SME (10 to 250 employees) Manager 1 1 3 4 3 3 4 2 not_required desirable desirable essential desirable essential desirable not_required
Romania Data and information systems SME (10 to 250 employees) Data Scientist 4 4 4 5 4 3 3 3 essential essential essential desirable essential essential desirable desirable
Romania Wholesale and retail Large (250+ employees) Manager 4 3 5 4 4 3 3 4 desirable essential essential essential desirable desirable not_required desirable
Romania Manufacturing Large (250+ employees) Data Scientist 3 3 3 3 4 4 3 3 desirable essential desirable essential desirable desirable desirable not_required
Romania Data and information systems Large (250+ employees) Data Scientist 4 4 4 5 5 5 4 4 desirable desirable essential essential essential essential desirable desirable
Romania Energy Large (250+ employees) Data Scientist 2 3 2 4 3 2 4 2 desirable essential desirable essential desirable essential essential desirable
Romania Scientific and market research Large (250+ employees) Data Scientist 3 1 1 3 4 2 4 3 essential desirable desirable essential essential desirable essential desirable
Romania Scientific and market research Large (250+ employees) Manager 3 4 3 5 4 3 4 3 desirable essential essential desirable desirable essential essential essential
Romania Finance and insurance services Large (250+ employees) Data Scientist 3 3 4 4 4 3 3 4 desirable essential desirable essential essential essential essential essential
Romania Wholesale and retail SME (10 to 250 employees) Manager 2 3 3 4 3 4 3 3 desirable desirable desirable essential desirable essential desirable desirable
Romania Manufacturing Large (250+ employees) Data Scientist 3 3 3 4 4 3 2 4 desirable essential essential essential essential desirable desirable essential
Romania Media SME (10 to 250 employees) Manager 1 1 1 3 2 1 1 2 desirable essential desirable essential desirable not_required desirable desirable
Poland Media Large (250+ employees) Manager 3 4 4 5 5 4 5 4 not_required essential desirable essential desirable desirable desirable essential
Poland Media Large (250+ employees) Manager 3 4 3 5 5 3 4 5 desirable essential not_required essential essential essential desirable desirable
Bulgaria Data and information systems SME (10 to 250 employees) Data Scientist 4 4 4 3 3 5 4 4 desirable essential desirable desirable desirable essential desirable not_required
Austria Data and information systems SME (10 to 250 employees) Manager 5 4 4 5 5 3 4 5 essential essential essential essential essential essential essential essential
Austria Energy Large (250+ employees) Manager 3 3 4 5 4 3 4 3 desirable desirable essential essential essential desirable essential desirable
Austria Finance and insurance services SME (10 to 250 employees) Manager 2 3 4 2 4 2 2 1 desirable not_required desirable not_required desirable not_required not_required not_required
Austria Arts, recreation and entertainment Large (250+ employees) Data Scientist 2 3 1 3 3 2 2 2 desirable essential desirable essential desirable essential not_required desirable
Austria Human health and social work SME (10 to 250 employees) Data Scientist 1 1 3 1 1 3 2 3 essential essential desirable essential desirable essential essential essential
Austria Data and information systems Micro (<10 employees) Data Scientist 4 3 2 4 3 3 3 3 essential essential desirable essential desirable essential essential desirable
Czech Republic Scientific and market research Large (250+ employees) Data Scientist 3 1 3 5 4 4 4 4 desirable desirable desirable essential desirable desirable desirable desirable
Czech Republic Business administration services Large (250+ employees) Data Scientist 2 4 2 4 4 3 3 3 desirable essential not_required essential essential desirable desirable essential
Finland Wholesale and retail SME (10 to 250 employees) Data Scientist 2 3 4 5 4 2 3 1 desirable desirable essential essential desirable desirable desirable not_required
Finland Data and information systems SME (10 to 250 employees) Manager 5 5 2 4 3 5 4 4 desirable essential not_required essential desirable essential essential desirable
Finland Data and information systems SME (10 to 250 employees) Manager 3 1 3 4 5 2 3 2 desirable not_required essential essential essential desirable desirable not_required
Finland Scientific and market research SME (10 to 250 employees) Data Scientist 3 3 2 4 3 2 3 2 essential essential essential essential desirable desirable essential desirable
Finland Data and information systems Large (250+ employees) Manager 4 3 3 4 3 4 4 3 desirable essential desirable desirable desirable desirable essential desirable
Finland Manufacturing SME (10 to 250 employees) Data Scientist 2 3 4 4 3 2 3 4 desirable essential essential essential essential essential desirable essential
Finland Transport Large (250+ employees) Data Scientist 4 4 3 5 5 3 5 4 desirable desirable desirable essential essential desirable essential desirable
Finland Scientific and market research Large (250+ employees) Data Scientist 3 2 3 4 3 1 2 4 desirable essential essential essential desirable desirable desirable desirable
Finland Manufacturing SME (10 to 250 employees) Data Scientist 3 3 4 3 3 4 2 4 not_required desirable essential desirable desirable desirable desirable desirable
Finland Manufacturing Large (250+ employees) Data Scientist 2 2 3 4 3 1 3 1 not_required desirable desirable essential desirable not_required desirable not_required
Finland Manufacturing Large (250+ employees) Manager 4 4 4 3 4 3 3 3 essential essential desirable essential essential desirable desirable desirable
Finland Finance and insurance services Micro (<10 employees) Manager 4 4 4 4 4 4 3 4 desirable essential desirable desirable desirable desirable not_required desirable
Germany Manufacturing Large (250+ employees) Manager 2 1 3 4 2 3 3 1 not_required not_required desirable essential desirable desirable essential not_required
Germany Manufacturing Large (250+ employees) Data Scientist 4 4 4 4 3 2 3 4 essential essential essential essential desirable desirable essential desirable
Germany Media Large (250+ employees) Data Scientist 4 3 4 2 2 4 2 3 desirable desirable not_required essential essential not_required essential desirable
Germany Data and information systems Large (250+ employees) Data Scientist 2 3 3 4 4 3 3 2 desirable essential desirable essential essential desirable essential not_required
Germany Data and information systems Large (250+ employees) Data Scientist 3 4 4 3 3 4 3 4 desirable essential essential essential desirable essential essential essential
Germany Wholesale and retail Large (250+ employees) Data Scientist 2 2 2 4 4 2 3 3 desirable not_required not_required essential desirable not_required desirable not_required
Germany Transport Large (250+ employees) Manager 1 1 1 1 1 1 1 1 essential essential desirable desirable essential essential desirable essential
Germany Manufacturing Large (250+ employees) Data Scientist 3 4 3 4 4 3 4 3 desirable desirable essential essential desirable desirable desirable essential
Germany Manufacturing Large (250+ employees) Data Scientist 4 3 3 2 1 3 3 5 desirable desirable essential essential essential essential desirable not_required
Germany Human health and social work Large (250+ employees) Manager 3 3 3 5 5 2 4 3 desirable desirable desirable essential essential desirable desirable not_required
Luxembourg Finance and insurance services Large (250+ employees) Data Scientist 3 5 3 4 5 3 4 3 desirable essential desirable essential essential essential essential essential
Luxembourg Data and information systems Large (250+ employees) Data Scientist 2 3 4 3 3 3 3 3 desirable essential desirable desirable desirable desirable essential not_required
Luxembourg Data and information systems Large (250+ employees) Manager 2 4 4 5 4 3 3 3 desirable essential essential essential desirable essential desirable not_required
Luxembourg Finance and insurance services SME (10 to 250 employees) Manager 2 2 2 4 3 3 3 1 desirable desirable desirable essential desirable desirable essential not_required
Sweden Energy Large (250+ employees) Data Scientist 4 2 2 4 3 2 4 3 desirable not_required not_required desirable desirable desirable desirable essential
Sweden Scientific and market research SME (10 to 250 employees) Data Scientist 3 4 5 5 5 4 4 5 desirable essential desirable essential essential essential essential desirable
Sweden Education Micro (<10 employees) Manager 5 4 5 5 5 4 5 5 desirable essential desirable essential essential desirable desirable essential
Sweden Wholesale and retail SME (10 to 250 employees) Data Scientist 5 4 5 5 5 4 5 5 desirable essential desirable essential desirable essential desirable desirable
Sweden Finance and insurance services SME (10 to 250 employees) Manager 5 3 4 4 2 1 3 4 essential desirable desirable essential desirable not_required desirable desirable
Sweden Data and information systems Large (250+ employees) Manager 4 4 4 4 4 2 3 4 desirable desirable desirable essential desirable not_required desirable essential
Sweden Scientific and market research SME (10 to 250 employees) Data Scientist 3 3 2 5 3 2 3 2 desirable desirable not_required essential desirable desirable desirable not_required
Sweden Data and information systems Large (250+ employees) Data Scientist 5 3 3 3 4 1 2 2 desirable essential essential essential essential essential essential desirable
Slovakia Data and information systems Large (250+ employees) Data Scientist 3 5 3 5 4 3 3 3 desirable essential desirable essential essential essential desirable desirable
Sweden Manufacturing Large (250+ employees) Data Scientist 2 4 3 5 4 2 3 3 desirable essential desirable essential essential desirable desirable desirable
Slovakia Wholesale and retail SME (10 to 250 employees) Data Scientist 2 2 1 4 2 3 1 2 desirable essential not_required essential desirable desirable not_required not_required
Sweden Manufacturing Large (250+ employees) Manager 5 2 5 5 4 3 4 5 essential not_required essential essential essential essential desirable desirable
Italy Consumer services SME (10 to 250 employees) Data Scientist 5 3 3 5 4 3 3 1 essential desirable desirable essential essential desirable desirable not_required
Netherlands Professional services Large (250+ employees) Data Scientist 1 2 1 3 2 1 2 2 not_required desirable essential essential essential not_required essential desirable
Netherlands Human health and social work Large (250+ employees) Data Scientist 4 2 5 4 4 2 4 2 essential desirable desirable essential essential not_required essential not_required
France Professional services SME (10 to 250 employees) Data Scientist 2 3 4 3 4 3 3 3 desirable essential desirable essential desirable essential essential desirable
France Public administration and defence Micro (<10 employees) Manager 5 4 5 4 5 5 5 4 not_required essential not_required essential not_required essential essential desirable
France Energy Large (250+ employees) Data Scientist 5 5 5 5 5 5 5 5 essential desirable essential essential essential desirable desirable desirable
France Finance and insurance services SME (10 to 250 employees) Manager 5 3 5 5 5 3 5 5 desirable essential desirable essential desirable essential essential desirable
France Data and information systems Individual Manager 5 5 4 4 5 4 4 3 essential desirable desirable essential essential essential desirable desirable
France Human health and social work Individual Manager 5 5 5 5 5 5 5 5 desirable essential desirable essential desirable essential desirable desirable
France Data and information systems Large (250+ employees) Manager 5 5 5 5 5 5 5 5 essential essential desirable essential essential essential essential desirable
France Public administration and defence Large (250+ employees) Manager 2 3 2 4 1 2 2 2 desirable desirable not_required essential not_required desirable not_required not_required
Belgium Wholesale and retail Large (250+ employees) Data Scientist 1 1 4 1 4 4 2 1 not_required desirable essential essential essential desirable desirable desirable
Belgium Professional services Large (250+ employees) Manager 4 2 3 5 4 5 3 4 desirable essential desirable essential desirable not_required essential essential
Belgium Human health and social work Large (250+ employees) Manager 3 4 3 5 3 2 2 2 desirable desirable desirable essential essential not_required desirable desirable
Belgium Scientific and market research SME (10 to 250 employees) Manager 3 2 3 4 4 2 3 4 not_required not_required not_required essential essential not_required essential essential
Spain Professional services Large (250+ employees) Manager 5 3 3 4 5 4 3 4 desirable desirable desirable essential essential essential desirable desirable
Spain Human health and social work Large (250+ employees) Manager 1 2 3 5 5 5 3 1 not_required desirable desirable desirable essential essential desirable not_required
Spain Professional services Large (250+ employees) Manager 3 1 2 2 3 2 2 3 desirable essential essential essential essential essential essential not_required
Spain Construction Large (250+ employees) Manager 4 4 3 4 4 3 2 3 desirable essential desirable desirable essential essential not_required desirable
Spain Human health and social work Large (250+ employees) Data Scientist 1 3 2 4 4 2 1 1 desirable essential desirable essential essential desirable desirable not_required
Greece Data and information systems SME (10 to 250 employees) Manager 4 4 3 4 4 4 3 4 essential essential desirable essential desirable essential desirable desirable
Romania Scientific and market research Large (250+ employees) Data Scientist 3 4 3 4 4 4 3 4 desirable essential not_required essential essential essential desirable desirable
Romania Human health and social work SME (10 to 250 employees) Data Scientist 5 4 4 5 4 5 4 3 desirable essential desirable desirable desirable essential desirable desirable
Bulgaria Media Large (250+ employees) Manager 4 3 4 4 4 4 4 3 essential essential essential essential desirable desirable essential desirable
Czech Republic Media SME (10 to 250 employees) Data Scientist 3 3 4 5 5 1 3 2 desirable desirable desirable essential desirable desirable essential desirable
Czech Republic Consumer services Large (250+ employees) Manager 5 5 5 2 5 4 4 4 desirable essential not_required essential desirable not_required essential essential
Czech Republic Finance and insurance services Large (250+ employees) Data Scientist 5 3 4 4 4 3 4 4 essential essential desirable desirable essential not_required desirable desirable
Czech Republic Manufacturing Large (250+ employees) Data Scientist 1 1 2 4 3 1 2 1 desirable essential desirable essential essential desirable desirable desirable
Czech Republic Professional services Large (250+ employees) Data Scientist 3 3 3 5 5 3 4 1 desirable desirable desirable essential essential desirable desirable not_required
Czech Republic Human health and social work Large (250+ employees) Data Scientist 3 4 4 5 4 4 3 4 desirable essential desirable essential essential desirable essential essential
Germany Real estate Large (250+ employees) Data Scientist 3 2 3 5 4 2 3 2 desirable desirable desirable essential essential desirable essential desirable
Germany Business administration services Large (250+ employees) Manager 2 3 2 4 2 3 2 3 not_required desirable essential essential desirable essential desirable desirable
Germany Finance and insurance services Large (250+ employees) Manager 3 2 3 5 4 3 4 2 desirable desirable desirable essential essential desirable essential desirable
Germany Wholesale and retail Large (250+ employees) Manager 4 2 5 5 5 2 3 2 essential not_required essential essential essential not_required essential desirable
Germany Media Large (250+ employees) Data Scientist 3 1 3 5 4 3 2 2 desirable not_required desirable essential desirable essential not_required not_required
Germany Scientific and market research Large (250+ employees) Data Scientist 1 4 4 3 4 4 2 4 desirable essential desirable essential essential desirable not_required desirable
Germany Scientific and market research Large (250+ employees) Manager 4 2 4 4 4 2 3 2 desirable desirable desirable essential desirable not_required desirable not_required
Germany Media Large (250+ employees) Data Scientist 4 3 2 5 3 4 3 3 desirable desirable not_required essential desirable desirable desirable desirable
Germany Wholesale and retail Large (250+ employees) Manager 4 3 5 3 3 4 5 2 essential not_required essential desirable essential desirable essential desirable
Germany Wholesale and retail Large (250+ employees) Manager 3 5 4 4 4 3 3 1 desirable essential essential essential desirable desirable desirable not_required
Slovakia Media Large (250+ employees) Data Scientist 4 4 4 4 3 3 3 3 desirable essential essential essential essential desirable desirable desirable
Slovakia Manufacturing Large (250+ employees) Data Scientist 4 3 5 4 4 2 3 3 desirable desirable desirable essential essential desirable desirable desirable
Sweden Scientific and market research SME (10 to 250 employees) Manager 5 4 3 4 4 4 3 5 essential essential desirable essential essential essential essential essential
Slovakia Media Large (250+ employees) Data Scientist 1 1 1 1 1 1 1 3 desirable essential desirable essential essential essential essential essential
Sweden Arts, recreation and entertainment Large (250+ employees) Data Scientist 4 2 2 4 3 2 4 1 desirable essential desirable essential desirable desirable essential not_required
Slovakia Transport Large (250+ employees) Manager 4 3 3 4 4 3 4 3 desirable desirable essential essential essential desirable essential desirable
Sweden Education SME (10 to 250 employees) Data Scientist 4 3 2 3 4 4 4 2 desirable desirable desirable essential essential desirable essential not_required
Sweden Energy Large (250+ employees) Data Scientist 3 3 3 4 4 4 4 4 desirable essential desirable essential essential essential essential desirable
Republic of Cyprus Wholesale and retail SME (10 to 250 employees) Manager 3 4 3 3 3 2 3 2 essential essential desirable essential essential desirable desirable not_required
Austria Professional services Large (250+ employees) Data Scientist 3 4 2 5 4 5 4 3 desirable essential desirable essential essential essential desirable desirable
Austria Finance and insurance services Large (250+ employees) Data Scientist 3 3 4 4 3 4 5 4 essential essential desirable desirable desirable essential essential desirable
Austria Data and information systems SME (10 to 250 employees) Data Scientist 4 2 3 4 3 2 4 4 essential not_required desirable essential essential desirable desirable not_required
Bulgaria Professional services Large (250+ employees) Data Scientist 3 3 4 5 5 2 5 2 desirable essential desirable essential essential desirable essential desirable
Bulgaria Professional services Large (250+ employees) Data Scientist 3 2 3 5 4 3 5 4 desirable desirable desirable essential desirable desirable essential desirable
Republic of Cyprus Transport Large (250+ employees) Data Scientist 4 4 3 4 1 3 3 4 desirable essential not_required essential not_required desirable desirable desirable
Republic of Cyprus Accommodation and food services Large (250+ employees) Data Scientist 3 5 3 5 4 4 5 4 essential essential essential essential essential essential essential essential
Republic of Cyprus Scientific and market research Large (250+ employees) Manager 4 4 3 3 3 4 4 3 essential desirable essential essential essential essential desirable desirable
Denmark Data and information systems SME (10 to 250 employees) Data Scientist 2 3 2 3 3 2 2 2 essential essential essential essential desirable desirable desirable essential
Ireland Professional services Large (250+ employees) Manager 4 3 5 3 5 4 4 4 essential desirable desirable desirable desirable essential essential essential
UK Education Large (250+ employees) Manager 5 5 5 5 5 4 5 5 essential desirable essential essential desirable desirable essential essential
Ireland Finance and insurance services Large (250+ employees) Data Scientist 3 3 4 5 5 3 2 2 desirable essential essential essential essential essential desirable not_required
Luxembourg Scientific and market research Large (250+ employees) Manager 4 3 3 3 5 4 4 4 desirable desirable desirable desirable essential essential essential desirable
Luxembourg Finance and insurance services Large (250+ employees) Data Scientist 3 4 4 5 4 4 3 4 desirable desirable essential essential desirable essential desirable essential
Greece Data and information systems Micro (<10 employees) Manager 4 2 4 4 4 5 2 4 desirable essential essential essential desirable essential not_required desirable
Italy Public administration and defence Large (250+ employees) Manager 5 4 5 3 5 4 5 5 desirable desirable desirable essential desirable desirable essential desirable
Italy Consumer services Large (250+ employees) Data Scientist 4 2 3 3 3 3 3 4 desirable essential not_required essential desirable essential desirable desirable
Italy Real estate Large (250+ employees) Data Scientist 2 3 3 2 2 2 3 3 essential essential desirable desirable desirable essential essential not_required
Italy Consumer services Large (250+ employees) Manager 4 4 4 5 5 4 5 4 essential essential essential essential essential essential essential desirable
Malta Accommodation and food services Large (250+ employees) Data Scientist 3 3 4 5 4 2 4 2 desirable desirable essential essential essential desirable essential desirable
Republic of Cyprus Consumer services SME (10 to 250 employees) Data Scientist 3 3 4 5 5 4 4 2 desirable desirable essential essential essential essential essential essential
Republic of Cyprus Media Large (250+ employees) Data Scientist 3 4 4 4 3 3 3 2 desirable essential essential essential desirable desirable desirable not_required
Republic of Cyprus Media Large (250+ employees) Data Scientist 5 3 1 3 3 3 5 3 essential essential essential essential desirable desirable essential essential
Republic of Cyprus Media SME (10 to 250 employees) Data Scientist 5 4 4 4 5 5 3 5 desirable desirable desirable essential essential essential desirable desirable
Republic of Cyprus Data and information systems SME (10 to 250 employees) Data Scientist 2 3 5 5 3 4 3 2 desirable essential desirable essential not_required essential desirable not_required
Republic of Cyprus Human health and social work Individual Data Scientist 4 3 4 5 5 4 5 4 desirable desirable not_required essential essential essential desirable desirable
Republic of Cyprus Accommodation and food services SME (10 to 250 employees) Data Scientist 2 3 3 4 4 2 4 4 essential essential essential desirable essential essential desirable desirable
Republic of Cyprus Manufacturing Large (250+ employees) Data Scientist 4 4 4 4 5 5 4 3 desirable essential desirable essential essential essential essential desirable
Republic of Cyprus Transport Large (250+ employees) Manager 5 4 4 5 4 4 4 3 desirable essential desirable essential essential essential essential essential
Republic of Cyprus Wholesale and retail SME (10 to 250 employees) Data Scientist 1 2 3 4 4 1 3 2 not_required desirable essential essential essential desirable essential desirable
Republic of Cyprus Professional services Large (250+ employees) Data Scientist 4 4 3 5 5 4 5 4 essential essential desirable essential essential essential essential desirable
Estonia Transport Large (250+ employees) Data Scientist 3 2 3 4 4 1 5 2 desirable desirable essential essential desirable desirable essential not_required
Hungary Energy Large (250+ employees) Data Scientist 1 2 5 5 5 2 4 3 desirable essential essential essential essential not_required essential desirable
Hungary Consumer services Large (250+ employees) Data Scientist 2 4 3 5 4 3 2 2 desirable essential desirable essential desirable essential desirable essential
Hungary Manufacturing Large (250+ employees) Data Scientist 3 2 2 3 3 4 3 3 essential desirable not_required essential desirable essential desirable essential
Hungary Professional services Large (250+ employees) Data Scientist 5 2 1 3 3 2 4 4 essential desirable desirable essential desirable desirable essential essential
Hungary Consumer services Large (250+ employees) Data Scientist 3 4 4 5 5 4 5 3 essential essential essential essential essential essential essential essential
Hungary Professional services SME (10 to 250 employees) Data Scientist 3 2 5 4 4 4 3 3 desirable essential essential essential desirable essential essential desirable
Denmark Media SME (10 to 250 employees) Data Scientist 4 2 5 4 4 2 3 4 desirable essential not_required desirable essential essential desirable desirable
Croatia Data and information systems SME (10 to 250 employees) Data Scientist 4 3 2 4 5 1 4 1 essential essential desirable essential essential essential essential desirable
Croatia Data and information systems SME (10 to 250 employees) Manager 5 3 5 4 4 3 5 3 essential desirable essential essential desirable desirable desirable desirable
Croatia Professional services SME (10 to 250 employees) Manager 3 4 5 5 5 5 5 4 not_required desirable essential essential desirable essential essential desirable
Croatia Manufacturing Large (250+ employees) Data Scientist 3 3 5 5 4 2 3 4 not_required desirable desirable essential essential desirable desirable essential
Croatia Human health and social work SME (10 to 250 employees) Data Scientist 4 3 4 4 4 3 3 3 desirable desirable desirable essential not_required desirable essential desirable
Croatia Human health and social work Large (250+ employees) Manager 5 3 5 5 5 1 5 3 essential desirable desirable essential essential not_required essential desirable
UK Agriculture Large (250+ employees) Data Scientist 2 4 2 4 5 2 3 2 desirable essential desirable essential essential desirable essential desirable
UK Energy Large (250+ employees) Manager 3 3 4 5 5 4 4 2 desirable desirable not_required essential essential not_required essential desirable
UK Data and information systems SME (10 to 250 employees) Data Scientist 4 2 2 2 3 3 3 2 desirable desirable not_required essential essential desirable essential desirable
UK Energy Large (250+ employees) Data Scientist 3 4 3 4 4 1 2 3 desirable essential desirable essential essential not_required not_required essential
UK Energy Large (250+ employees) Data Scientist 2 3 4 4 5 4 3 3 essential desirable desirable essential essential desirable essential desirable
UK Energy Large (250+ employees) Data Scientist 4 4 5 4 5 4 4 4 essential essential essential essential essential desirable essential desirable
UK Construction Large (250+ employees) Data Scientist 3 2 3 2 3 3 2 3 desirable essential essential essential essential essential essential desirable
UK Real estate Large (250+ employees) Data Scientist 3 2 4 4 4 2 3 3 essential desirable essential essential essential desirable essential desirable
UK Construction Large (250+ employees) Manager 3 5 4 5 5 5 5 4 not_required essential desirable essential essential essential essential essential
UK Construction SME (10 to 250 employees) Data Scientist 4 2 3 4 4 1 3 1 desirable desirable desirable essential essential desirable essential not_required
Poland Finance and insurance services Large (250+ employees) Data Scientist 4 2 3 5 3 5 5 3 desirable desirable desirable essential desirable essential desirable not_required
Poland Media Large (250+ employees) Data Scientist 3 4 4 5 4 3 3 4 desirable essential desirable essential essential essential essential desirable
Latvia Transport Large (250+ employees) Data Scientist 3 4 4 5 5 4 4 4 desirable essential desirable essential desirable essential desirable desirable
Spain Real estate SME (10 to 250 employees) Data Scientist 5 5 5 5 5 4 5 5 desirable essential essential essential essential essential essential desirable
Portugal Consumer services Large (250+ employees) Data Scientist 1 1 3 3 3 1 4 2 desirable desirable desirable essential essential desirable essential desirable
Portugal Consumer services Large (250+ employees) Data Scientist 3 4 3 5 4 4 4 3 desirable essential desirable essential essential essential essential desirable
Ireland Manufacturing SME (10 to 250 employees) Data Scientist 4 4 5 4 5 4 4 4 desirable desirable desirable essential essential essential desirable desirable
Ireland Finance and insurance services Large (250+ employees) Data Scientist 5 3 4 5 4 4 4 5 essential not_required essential essential essential essential essential essential
Ireland Consumer services SME (10 to 250 employees) Data Scientist 4 5 4 5 5 4 4 5 desirable desirable desirable essential essential essential desirable desirable
Ireland Finance and insurance services SME (10 to 250 employees) Data Scientist 2 4 3 3 5 4 3 2 essential desirable desirable essential essential essential essential desirable
Ireland Finance and insurance services Large (250+ employees) Data Scientist 3 3 3 4 4 4 3 4 desirable essential desirable essential desirable desirable desirable desirable
Lithuania Scientific and market research Large (250+ employees) Data Scientist 4 3 2 5 4 3 5 4 essential essential essential essential essential essential essential essential
Lithuania Scientific and market research SME (10 to 250 employees) Manager 4 3 3 5 4 4 5 2 essential desirable desirable essential essential essential essential not_required
Lithuania Scientific and market research SME (10 to 250 employees) Manager 3 3 3 4 3 2 5 4 desirable essential essential essential essential desirable essential essential
Lithuania Finance and insurance services SME (10 to 250 employees) Data Scientist 4 4 3 5 4 2 4 2 essential desirable desirable essential desirable not_required desirable not_required
UK Education Large (250+ employees) Manager 4 4 3 5 5 4 5 3 essential essential desirable desirable essential desirable essential desirable
UK Education Large (250+ employees) Data Scientist 4 3 3 4 4 3 5 4 desirable essential desirable essential essential desirable essential essential
UK Education Large (250+ employees) Manager 4 3 1 2 2 3 5 2 desirable desirable not_required desirable desirable desirable desirable not_required
Latvia Transport Large (250+ employees) Data Scientist 2 4 3 5 5 2 3 3 desirable essential desirable essential essential desirable essential desirable
Latvia Accommodation and food services Large (250+ employees) Data Scientist 2 3 2 5 4 3 4 3 not_required essential not_required essential desirable essential desirable not_required
Latvia Accommodation and food services SME (10 to 250 employees) Data Scientist 4 4 4 5 4 4 4 4 essential essential essential essential desirable essential essential desirable
Latvia Professional services SME (10 to 250 employees) Data Scientist 3 4 4 4 4 4 3 3 desirable essential desirable essential essential essential desirable desirable
Latvia Wholesale and retail Large (250+ employees) Manager 3 4 3 5 4 3 4 3 desirable essential desirable essential desirable desirable essential not_required
Latvia Manufacturing Large (250+ employees) Data Scientist 3 2 3 5 4 1 4 1 desirable desirable desirable essential essential not_required desirable not_required
Latvia Real estate SME (10 to 250 employees) Data Scientist 3 3 4 5 4 3 3 4 essential essential essential essential desirable desirable desirable desirable
Latvia Finance and insurance services Large (250+ employees) Data Scientist 3 3 3 4 3 3 4 3 desirable desirable desirable essential desirable desirable desirable not_required
Denmark Energy Large (250+ employees) Data Scientist 5 3 4 5 4 4 4 3 essential desirable desirable essential desirable essential essential desirable
Denmark Consumer services Large (250+ employees) Data Scientist 3 2 2 4 4 1 3 3 essential desirable essential essential essential not_required essential essential
Denmark Data and information systems SME (10 to 250 employees) Data Scientist 3 3 4 4 5 5 4 4 desirable desirable desirable essential essential essential essential desirable
Denmark Transport Large (250+ employees) Data Scientist 5 2 3 5 4 4 4 3 essential desirable desirable essential essential essential essential desirable
Denmark Business administration services SME (10 to 250 employees) Data Scientist 4 2 4 4 4 3 5 3 essential desirable desirable essential essential essential essential desirable
Denmark Scientific and market research SME (10 to 250 employees) Manager 4 1 2 4 3 4 2 3 desirable not_required not_required essential desirable desirable desirable desirable
Denmark Scientific and market research SME (10 to 250 employees) Data Scientist 2 3 3 4 4 4 3 3 desirable essential not_required essential essential essential desirable desirable
Denmark Energy Large (250+ employees) Data Scientist 4 3 4 4 3 3 2 2 desirable desirable desirable essential essential essential desirable not_required
Denmark Transport Micro (<10 employees) Data Scientist 5 3 3 4 3 4 4 4 essential desirable desirable essential essential essential desirable essential
Denmark Professional services Large (250+ employees) Data Scientist 4 3 2 4 3 4 5 5 desirable desirable not_required essential desirable essential essential essential
Denmark Data and information systems SME (10 to 250 employees) Data Scientist 3 4 3 4 4 4 4 3 desirable essential essential essential essential not_required essential essential
Denmark Finance and insurance services Large (250+ employees) Data Scientist 3 4 3 3 4 4 5 4 desirable essential essential desirable essential essential essential essential
Denmark Human health and social work Large (250+ employees) Data Scientist 3 2 1 4 4 5 3 3 essential desirable desirable essential essential not_required desirable desirable
Croatia Consumer services Micro (<10 employees) Data Scientist 4 2 4 4 4 3 3 3 desirable desirable desirable essential essential essential desirable desirable
Greece Data and information systems SME (10 to 250 employees) Data Scientist 4 4 4 4 4 4 4 4 essential essential essential essential essential essential essential essential
Greece Manufacturing Large (250+ employees) Data Scientist 3 3 4 4 4 4 3 3 desirable desirable desirable essential essential essential essential essential
Greece Consumer services SME (10 to 250 employees) Data Scientist 3 3 3 5 4 4 5 2 desirable essential not_required essential essential essential desirable not_required
Greece Data and information systems SME (10 to 250 employees) Data Scientist 3 3 5 4 2 5 4 5 desirable desirable desirable essential essential essential essential desirable
Greece Mining Large (250+ employees) Manager 2 4 3 4 3 3 2 3 essential essential essential essential essential not_required essential desirable
Greece Data and information systems SME (10 to 250 employees) Data Scientist 3 4 1 4 3 5 4 5 not_required desirable desirable essential desirable essential desirable essential
Ireland Agriculture SME (10 to 250 employees) Data Scientist 3 5 3 5 5 4 4 3 desirable essential desirable essential essential desirable desirable desirable
Ireland Finance and insurance services Large (250+ employees) Data Scientist 4 4 3 5 4 4 5 3 desirable essential desirable essential desirable essential desirable desirable
Slovenia Scientific and market research SME (10 to 250 employees) Data Scientist 5 3 5 5 4 5 4 3 desirable desirable essential essential essential essential desirable desirable
Slovenia Education Large (250+ employees) Manager 4 5 4 5 5 5 4 5 essential essential desirable essential essential essential desirable desirable
Slovenia Data and information systems Large (250+ employees) Data Scientist 3 5 3 4 4 3 3 4 desirable desirable desirable essential essential essential desirable desirable
Slovenia Media Large (250+ employees) Data Scientist 3 4 4 5 5 2 4 3 essential desirable essential desirable desirable essential desirable desirable
Slovenia Finance and insurance services Large (250+ employees) Data Scientist 5 2 5 4 4 2 3 2 desirable essential essential essential essential desirable essential not_required
Slovenia Manufacturing Large (250+ employees) Data Scientist 2 3 2 3 3 3 3 2 desirable essential essential essential essential desirable essential desirable
Slovenia Education SME (10 to 250 employees) Data Scientist 3 2 5 5 5 2 5 3 desirable desirable not_required essential essential desirable essential desirable
UK Accommodation and food services Large (250+ employees) Data Scientist 3 4 3 5 5 4 5 3 desirable essential desirable essential essential desirable essential desirable
UK Accommodation and food services Large (250+ employees) Data Scientist 5 2 5 5 5 2 3 2 desirable essential essential essential essential essential desirable not_required
UK Consumer services Large (250+ employees) Data Scientist 4 4 5 3 5 4 4 4 desirable essential essential essential essential desirable essential desirable
UK Finance and insurance services SME (10 to 250 employees) Data Scientist 2 3 5 4 3 2 5 3 desirable essential desirable essential desirable desirable essential desirable
UK Human health and social work Large (250+ employees) Manager 5 5 5 5 5 5 5 5 essential essential not_required essential desirable essential not_required desirable
UK Finance and insurance services Large (250+ employees) Manager 3 5 4 5 5 3 5 3 desirable essential essential essential essential essential essential desirable
UK Scientific and market research Large (250+ employees) Data Scientist 2 3 3 4 3 3 3 2 desirable essential essential essential essential essential essential not_required
Malta Finance and insurance services SME (10 to 250 employees) Data Scientist 3 3 3 5 4 1 4 1 essential desirable essential essential essential essential essential essential
Malta Professional services Individual Manager 2 2 1 3 1 1 2 2 desirable essential essential essential desirable desirable desirable not_required
Malta Professional services SME (10 to 250 employees) Data Scientist 4 3 4 5 5 4 3 3 desirable essential essential essential desirable essential essential desirable
Malta Public administration and defence SME (10 to 250 employees) Data Scientist 5 5 4 5 5 5 5 5 desirable essential desirable essential essential essential essential essential
Austria Energy Large (250+ employees) Data Scientist 4 2 5 5 5 4 5 4 desirable not_required essential desirable essential essential essential desirable
Austria Media SME (10 to 250 employees) Manager 2 3 2 4 4 4 5 1 desirable essential desirable desirable desirable essential essential desirable
Austria Scientific and market research SME (10 to 250 employees) Data Scientist 2 3 4 5 4 2 2 4 desirable desirable desirable essential desirable desirable desirable desirable
Austria Scientific and market research SME (10 to 250 employees) Data Scientist 3 4 1 5 5 2 4 4 desirable desirable not_required essential essential desirable essential essential
Austria Professional services SME (10 to 250 employees) Data Scientist 3 3 4 4 4 2 4 2 not_required essential desirable essential desirable desirable desirable desirable
Estonia Education Large (250+ employees) Data Scientist 5 3 3 4 3 4 3 4 desirable essential desirable essential desirable essential essential desirable
Estonia Professional services Large (250+ employees) Manager 5 5 5 5 5 5 5 5 essential essential essential essential essential essential essential essential
Estonia Professional services Large (250+ employees) Manager 3 4 4 4 3 5 4 3 desirable essential essential essential desirable essential essential desirable
Ireland Education Large (250+ employees) Data Scientist 5 4 3 4 3 4 4 3 desirable desirable desirable essential essential desirable desirable desirable
Ireland Education Large (250+ employees) Manager 5 3 3 3 3 5 4 5 desirable desirable essential essential essential essential essential essential
Ireland Education Large (250+ employees) Data Scientist 3 2 2 4 4 2 5 3 desirable desirable desirable essential essential desirable essential desirable
Ireland Arts, recreation and entertainment Large (250+ employees) Data Scientist 4 3 4 5 4 4 4 5 essential desirable essential essential desirable desirable essential desirable
Portugal Accommodation and food services Large (250+ employees) Data Scientist 4 2 3 4 4 5 4 4 essential not_required desirable desirable desirable essential desirable desirable
Portugal Education SME (10 to 250 employees) Manager 2 1 3 2 2 1 2 3 essential desirable essential essential essential desirable essential desirable
Portugal Transport Large (250+ employees) Data Scientist 4 3 4 5 5 3 4 3 desirable desirable desirable essential essential desirable essential desirable
Portugal Education Large (250+ employees) Manager 4 3 2 3 3 4 4 3 desirable essential not_required essential desirable essential essential desirable
Bulgaria Professional services Micro (<10 employees) Manager 2 4 4 5 4 3 3 4 not_required essential desirable desirable desirable essential desirable not_required
Bulgaria Business administration services SME (10 to 250 employees) Manager 5 4 5 4 5 2 5 5 desirable not_required essential essential essential desirable desirable not_required
Lithuania Professional services SME (10 to 250 employees) Manager 2 2 3 3 2 2 3 3 desirable desirable desirable essential essential not_required essential desirable
Lithuania Education Large (250+ employees) Manager 3 2 3 4 4 4 4 4 desirable desirable not_required essential desirable essential essential desirable
Sweden Tourism Large (250+ employees) Data Scientist 4 3 3 4 3 5 5 5 desirable desirable desirable essential desirable essential essential essential
Croatia Tourism SME (10 to 250 employees) Data Scientist 3 2 4 5 5 1 4 2 desirable desirable essential essential essential desirable essential desirable
Estonia Human health and social work SME (10 to 250 employees) Manager 5 4 1 5 4 1 5 4 essential desirable desirable essential desirable not_required desirable desirable
Finland Education Large (250+ employees) Data Scientist 5 2 3 3 4 5 4 3 desirable desirable desirable essential essential essential essential desirable
Finland Education Large (250+ employees) Manager 5 4 3 4 4 5 5 4 desirable desirable desirable desirable desirable desirable desirable not_required
Hungary Public administration and defence SME (10 to 250 employees) Manager 4 4 3 4 2 3 3 4 desirable desirable essential essential essential essential essential essential
Latvia Tourism SME (10 to 250 employees) Data Scientist 2 1 4 3 4 1 3 2 desirable not_required essential essential essential not_required essential desirable
Luxembourg Education Large (250+ employees) Data Scientist 4 4 2 3 2 3 3 1 desirable essential not_required desirable desirable essential essential not_required
Austria Public administration and defence Large (250+ employees) Manager 5 3 4 5 4 4 5 5 desirable essential desirable essential essential essential essential essential
Bulgaria Water and waste management Large (250+ employees) Data Scientist 4 3 3 5 4 5 4 3 essential essential essential essential desirable essential essential desirable
Croatia Public administration and defence Large (250+ employees) Manager 4 3 1 5 3 3 5 3 desirable desirable not_required not_required desirable desirable essential desirable
Latvia Public administration and defence Large (250+ employees) Manager 4 3 2 3 3 3 4 4 essential essential desirable desirable essential essential essential essential
Malta Public administration and defence SME (10 to 250 employees) Manager 1 1 3 4 4 3 3 3 desirable essential desirable desirable essential essential desirable desirable
Malta Public administration and defence Large (250+ employees) Data Scientist 2 2 3 3 4 2 2 3 desirable essential desirable essential desirable desirable desirable essential
Finland Public administration and defence SME (10 to 250 employees) Manager 3 4 3 5 4 2 5 3 desirable desirable desirable essential desirable desirable essential desirable
Lithuania Transport SME (10 to 250 employees) Data Scientist 3 4 4 3 4 4 4 3 desirable essential desirable desirable essential essential essential desirable
Malta Tourism SME (10 to 250 employees) Manager 1 3 3 3 3 3 2 3 not_required essential desirable desirable desirable desirable desirable essential
Poland Transport Large (250+ employees) Data Scientist 4 4 5 5 5 4 4 4 desirable essential essential essential essential essential desirable desirable
Poland Real estate Large (250+ employees) Data Scientist 2 4 4 5 5 4 4 4 desirable essential desirable essential essential essential essential desirable
Bulgaria Tourism Large (250+ employees) Data Scientist 4 3 5 5 3 4 5 2 desirable essential essential desirable desirable essential essential not_required
Bulgaria Public administration and defence Large (250+ employees) Data Scientist 5 5 3 5 5 5 4 5 essential essential desirable essential essential essential essential essential
Bulgaria Accommodation and food services Large (250+ employees) Manager 2 1 4 4 4 2 3 3 essential not_required essential essential essential not_required essential not_required
Greece Tourism SME (10 to 250 employees) Data Scientist 1 4 3 5 3 5 3 1 desirable essential essential essential essential essential desirable not_required
Greece Media Large (250+ employees) Manager 5 5 4 5 4 4 5 4 essential essential desirable desirable desirable desirable essential desirable
Latvia Tourism SME (10 to 250 employees) Data Scientist 1 3 4 5 4 2 3 4 not_required essential desirable desirable essential not_required essential desirable
Latvia Public administration and defence Large (250+ employees) Data Scientist 5 3 3 5 4 3 5 5 essential desirable desirable essential essential desirable essential essential
Lithuania Public administration and defence Large (250+ employees) Data Scientist 4 3 3 4 5 4 5 3 essential essential desirable desirable essential essential essential desirable
Poland Arts, recreation and entertainment Large (250+ employees) Data Scientist 5 4 4 3 3 3 5 4 desirable essential desirable essential desirable desirable desirable desirable
Poland Arts, recreation and entertainment SME (10 to 250 employees) Manager 4 4 4 4 4 4 3 5 desirable desirable not_required desirable desirable not_required not_required desirable
Hungary Tourism SME (10 to 250 employees) Data Scientist Java,NoSQL / Cassandra 1 1 2 3 3 1 2 1 desirable desirable essential essential essential desirable essential desirable not_required desirable desirable essential essential essential desirable not_required desirable essential
Malta Scientific and market research Large (250+ employees) Data Scientist Java,R,Python desirable 2 desirable 3 2 desirable 1 2 desirable essential not_required essential essential not_required desirable essential desirable desirable essential essential essential essential not_required desirable desirable desirable
Hungary Professional services SME (10 to 250 employees) Manager Javascript / JQuery,Apache Storm,Python,NoSQL / Cassandra,Java,QMiner 1 1 1 2 3 desirable 3 3 desirable desirable desirable essential essential desirable essential essential desirable desirable essential essential desirable desirable not_required essential essential essential
United Kingdom Scientific and market research SME (10 to 250 employees) Data Scientist Python,AWS,D3 / nvD3,Spark,Javascript / JQuery 3 3 2 4 2 1 1 4 essential desirable essential essential desirable desirable desirable essential desirable desirable desirable desirable not_required desirable not_required not_required desirable essential
Spain Education Individual Data Scientist ProM or Disco,Hadoop / MapReduce,Spark,MongoDB,D3 / nvD3,Javascript / JQuery,Python 2 1 1 1 1 1 1 1 desirable desirable desirable essential essential essential essential essential not_required essential essential desirable desirable not_required not_required desirable not_required essential
France Data and information systems Micro (<10 employees) Data Scientist D3 / nvD3,R,Python,Spark,Open Refine 2 1 3 2 3 1 1 2 desirable desirable essential essential essential not_required desirable not_required desirable desirable essential desirable essential desirable not_required not_required essential essential
Portugal Scientific and market research Micro (<10 employees) Data Scientist R,Python,Hadoop / MapReduce,D3 / nvD3 3 3 4 3 4 3 3 3 not_required not_required desirable not_required desirable essential essential essential essential not_required desirable not_required not_required not_required desirable not_required desirable essential
Slovenia Education Micro (<10 employees) Manager Hadoop / MapReduce,Javascript / JQuery,Apache Flink,Spark desirable 3 2 desirable desirable essential not_required essential essential essential desirable desirable desirable essential essential desirable essential essential not_required desirable desirable not_required
Sweden Education Large (250+ employees) Data Scientist R,Python,Java,Javascript / JQuery,Hadoop / MapReduce 3 4 2 4 3 3 4 4 essential essential desirable essential essential essential essential essential essential essential desirable not_required desirable desirable
Greece Education Micro (<10 employees) Other ProM or Disco,NoSQL / Cassandra,Python,MongoDB,Apache Storm,AWS,Spark,Hadoop / MapReduce 3 2 2 2 2 3 3 4 essential essential essential essential essential essential essential desirable essential essential essential desirable essential desirable desirable not_required essential essential
Italy Finance and insurance services Large (250+ employees) Manager NoSQL / Cassandra,R,Hadoop / MapReduce,D3 / nvD3,Spark 2 2 2 2 2 2 2 2 desirable desirable desirable not_required essential essential essential desirable desirable desirable desirable essential desirable desirable desirable
Italy Finance and insurance services Large (250+ employees) Manager R,Hadoop / MapReduce,NoSQL / Cassandra,AWS,MongoDB 1 3 3 3 3 1 2 2 essential desirable desirable desirable essential essential essential not_required desirable desirable desirable desirable not_required essential not_required not_required desirable essential
Data and information systems Large (250+ employees) Data Scientist 3 3 3 3 essential desirable essential essential essential desirable desirable not_required
Italy Data and information systems Large (250+ employees) Data Scientist 2 4 4 not_required desirable essential essential desirable not_required
Italy Finance and insurance services Large (250+ employees) Data Scientist R,MongoDB,ProM or Disco,NoSQL / Cassandra,AWS 2 1 2 2 2 1 essential desirable essential essential essential not_required desirable desirable essential not_required desirable desirable essential
Italy Public administration and defence Large (250+ employees) Manager R,NoSQL / Cassandra,Spark 2 1 4 1 1 1 1 1 essential desirable desirable desirable desirable essential essential not_required desirable desirable desirable desirable not_required essential not_required not_required essential essential
Italy Public administration and defence Large (250+ employees) Data Scientist z-scores,NoSQL / Cassandra,Spark,R 1 1 1 1 1 1 3 1 essential desirable desirable desirable desirable essential essential not_required desirable desirable desirable essential not_required essential not_required not_required essential essential
Italy Education Micro (<10 employees) Manager Apache Storm,NoSQL / Cassandra,Hadoop / MapReduce,MongoDB,Spark,ProM or Disco,R,D3 / nvD3 4 4 1 3 3 3 2 4 desirable desirable essential essential essential desirable essential not_required essential desirable essential essential essential desirable not_required not_required not_required not_required
Germany Data and information systems SME (10 to 250 employees) Data Scientist desirable essential desirable essential desirable essential essential essential
Other Apache Storm
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