# Competences — data scientist Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/258e46f9-0075-4a2e-adae-1ff0477e0f30). ## Essential - **apply for research funding** (skill/competence) - **apply research ethics and scientific integrity principles in research activities** (skill/competence) - **build recommender systems** (skill/competence) - **collect ICT data** (skill/competence) - **communicate with a non-scientific audience** (skill/competence) - **conduct research across disciplines** (skill/competence) - **data engineering** (knowledge) - **data ethics** (knowledge) - **data mining** (knowledge) - **data models** (knowledge) - **data science** (knowledge) - **data visualisation software** (knowledge) - **deliver visual presentation of data** (skill/competence) - **demonstrate disciplinary expertise** (skill/competence) - **design database scheme** (skill/competence) - **develop data processing applications** (skill/competence) - **develop professional network with researchers and scientists** (skill/competence) - **disseminate results to the scientific community** (skill/competence) - **draft scientific or academic papers and technical documentation** (skill/competence) - **empirical analysis** (knowledge) - **establish data processes** (skill/competence) - **evaluate research activities** (skill/competence) - **execute analytical mathematical calculations** (skill/competence) - **handle data samples** (skill/competence) - **implement data quality processes** (skill/competence) - **increase the impact of science on policy and society** (skill/competence) - **information categorisation** (knowledge) - **information extraction** (knowledge) - **integrate gender dimension in research** (skill/competence) - **interact professionally in research and professional environments** (skill/competence) - **interpret current data** (skill/competence) - **manage data collection systems** (skill/competence) - **manage findable accessible interoperable and reusable data** (skill/competence) - **manage intellectual property rights** (skill/competence) - **manage open publications** (skill/competence) - **manage personal professional development** (skill/competence) - **manage research data** (skill/competence) - **mathematical modelling** (knowledge) - **mentor individuals** (skill/competence) - **normalise data** (skill/competence) - **online analytical processing** (knowledge) - **operate open source software** (skill/competence) - **perform data cleansing** (skill/competence) - **perform project management** (skill/competence) - **perform scientific research** (skill/competence) - **promote open innovation in research** (skill/competence) - **promote the participation of citizens in scientific and research activities** (skill/competence) - **promote the transfer of knowledge** (skill/competence) - **publish academic research** (skill/competence) - **quantitative analysis** (knowledge) - **query languages** (knowledge) - **report analysis results** (skill/competence) - **resource description framework query language** (knowledge) - **scientific literature** (knowledge) - **speak different languages** (skill/competence) - **statistical modeling techniques** (knowledge) - **statistics** (knowledge) - **synthesise information** (skill/competence) - **think abstractly** (skill/competence) - **use data processing techniques** (skill/competence) - **use databases** (skill/competence) - **visual presentation techniques** (knowledge) - **write scientific publications** (skill/competence) ## Optional - apply blended learning (skill/competence) - business analytics (knowledge) - business intelligence (knowledge) - computational biology (knowledge) - computer simulation (knowledge) - create data models (skill/competence) - data quality assessment (knowledge) - define data quality criteria (skill/competence) - design database in the cloud (skill/competence) - digital curation (knowledge) - Hadoop (knowledge) - healthcare analytics (knowledge) - image recognition (knowledge) - integrate ICT data (skill/competence) - LDAP (knowledge) - LINQ (knowledge) - make data-driven decisions (skill/competence) - manage data (skill/competence) - manage ICT data architecture (skill/competence) - manage ICT data classification (skill/competence) - marketing analytics (knowledge) - MDX (knowledge) - multidisciplinary research (knowledge) - N1QL (knowledge) - perform data mining (skill/competence) - research design (knowledge) - scientific computing (knowledge) - social network analysis (knowledge) - SPARQL (knowledge) - state estimation (knowledge) - teach in academic or vocational contexts (skill/competence) - unstructured data (knowledge) - use spreadsheets software (skill/competence) - XQuery (knowledge)