Develop, train and evaluate ML models. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Develop, train and evaluate ML models. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Develop, train and evaluate ML models. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Process language data and build LLM applications. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Process language data and build LLM applications. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Process language data and build LLM applications. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Develop applications, scripts and data analyses with Python. Covers implementing new features, reading and refactoring existing code, writing tests, and working with package managers, debugging tools and the ecosystem's tooling.Develop applications, scripts and data analyses with Python. Covers implementing new features, reading and refactoring existing code, writing tests, and working with package managers, debugging tools and the ecosystem's tooling.Develop applications, scripts and data analyses with Python. Covers implementing new features, reading and refactoring existing code, writing tests, and working with package managers, debugging tools and the ecosystem's tooling.

Analyse and interpret data using statistical methods. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Analyse and interpret data using statistical methods. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Analyse and interpret data using statistical methods. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.

Communicate confidently in English business situations. Covers spoken and written communication in a professional context – from meetings and negotiations to presentations and confident specialist correspondence.Communicate confidently in English business situations. Covers spoken and written communication in a professional context – from meetings and negotiations to presentations and confident specialist correspondence.Communicate confidently in English business situations. Covers spoken and written communication in a professional context – from meetings and negotiations to presentations and confident specialist correspondence.

Design and evaluate experiments with statistical rigour. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Design and evaluate experiments with statistical rigour. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Design and evaluate experiments with statistical rigour. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.

Build LLM applications with APIs, agents and tool use. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Build LLM applications with APIs, agents and tool use. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Build LLM applications with APIs, agents and tool use. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Query and model data with SQL and work with relational databases. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Query and model data with SQL and work with relational databases. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Query and model data with SQL and work with relational databases. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.

Use generative AI tools productively and responsibly. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Use generative AI tools productively and responsibly. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Use generative AI tools productively and responsibly. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Clean, merge and prepare raw data for analysis. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Clean, merge and prepare raw data for analysis. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Clean, merge and prepare raw data for analysis. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.

Model and analyse data with Power Query, pivots and formulas. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Model and analyse data with Power Query, pivots and formulas. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Model and analyse data with Power Query, pivots and formulas. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.

Analyse KPIs, explain variances and deliver ad-hoc reports. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Analyse KPIs, explain variances and deliver ad-hoc reports. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Analyse KPIs, explain variances and deliver ad-hoc reports. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.

Analyse data with formulas, pivot tables and charts. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Analyse data with formulas, pivot tables and charts. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Analyse data with formulas, pivot tables and charts. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Manage documents, emails and appointments with Microsoft Office. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Manage documents, emails and appointments with Microsoft Office. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Manage documents, emails and appointments with Microsoft Office. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Build data models, DAX and dashboards in Power BI. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Build data models, DAX and dashboards in Power BI. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Build data models, DAX and dashboards in Power BI. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Structure, visualise and deliver presentations to audiences. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Structure, visualise and deliver presentations to audiences. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Structure, visualise and deliver presentations to audiences. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Build and tune retrieval-augmented generation systems. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Build and tune retrieval-augmented generation systems. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Build and tune retrieval-augmented generation systems. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.

Perform statistical analyses with SPSS or R. Covers confident day-to-day use: data maintenance and quality, configuration of processes and workflows, analyses and reports, and onboarding of new users.Perform statistical analyses with SPSS or R. Covers confident day-to-day use: data maintenance and quality, configuration of processes and workflows, analyses and reports, and onboarding of new users.Perform statistical analyses with SPSS or R. Covers confident day-to-day use: data maintenance and quality, configuration of processes and workflows, analyses and reports, and onboarding of new users.