| 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 |
| 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 | ||||||||||||||||||||||||||
| Education | Large (250+ employees) | Data Scientist | Python,R | 3 | 2 | essential | desirable | not_required | essential | essential | desirable | desirable | ||||||||||||||||||
| 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 | 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 | ||||||||||||||||||||
| 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 | ||||||||||||
| 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 | ||
| 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 | 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 | |
| Other | desirable | not_required | not_required | essential | essential | not_required | desirable | desirable | ||||||||||||||||||||||
| 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 | |||||||||||
| 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 | ||||||||||||||||||||||||||
| 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 | ||||||||||||||||||||||||||||
| 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 | ||||||||||||||||||
| 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 | |||||||||||||||||||
| 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 |
| Malta | Education | Large (250+ employees) | Data Scientist | desirable | 1 | 1 | 3 | 2 | 3 | 1 | 3 | not_required | desirable | desirable | essential | desirable | essential | desirable | 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 |
| 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 |
| 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 |