Validate hypotheses through controlled experiments. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Validate hypotheses through controlled experiments. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Validate hypotheses through controlled experiments. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.

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.

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.

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.

Create fast, on-brand designs with Canva. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Create fast, on-brand designs with Canva. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Create fast, on-brand designs with Canva. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Leverage customer data and manage retention programmes. Covers confident day-to-day use: data maintenance and quality, configuration of processes and workflows, analyses and reports, and onboarding of new users.Leverage customer data and manage retention programmes. Covers confident day-to-day use: data maintenance and quality, configuration of processes and workflows, analyses and reports, and onboarding of new users.Leverage customer data and manage retention programmes. Covers confident day-to-day use: data maintenance and quality, configuration of processes and workflows, analyses and reports, and onboarding of new users.

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.

Plan topics, maintain content calendars and manage deadlines. Covers forward-looking planning and prioritisation, clear alignment with all stakeholders, consistent follow-up on results and continuous improvement of processes.Plan topics, maintain content calendars and manage deadlines. Covers forward-looking planning and prioritisation, clear alignment with all stakeholders, consistent follow-up on results and continuous improvement of processes.Plan topics, maintain content calendars and manage deadlines. Covers forward-looking planning and prioritisation, clear alignment with all stakeholders, consistent follow-up on results and continuous improvement of processes.

Set up newsletters and automated campaigns. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Set up newsletters and automated campaigns. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Set up newsletters and automated campaigns. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

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.

Measure, analyse and report web and app data in GA4. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Measure, analyse and report web and app data in GA4. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Measure, analyse and report web and app data in GA4. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Build marketing and web reports in Looker Studio. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Build marketing and web reports in Looker Studio. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Build marketing and web reports in Looker Studio. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

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.

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.

Optimise websites for organic search. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Optimise websites for organic search. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Optimise websites for organic search. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

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.

Structure press releases journalistically, craft quotable copy and distribute.Structure press releases journalistically, craft quotable copy and distribute.Structure press releases journalistically, craft quotable copy and distribute.

Plan and run digital events and webinars. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Plan and run digital events and webinars. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Plan and run digital events and webinars. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.