Support people in their professional and personal growth. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Support people in their professional and personal growth. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Support people in their professional and personal growth. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. moreSupport people in their professional and personal growth. 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, 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. moreDevelop, 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. moreDevelop 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.

Identify, engage and balance stakeholder groups. Covers forward-looking planning and prioritisation, clear alignment with all stakeholders, consistent follow-up on results and continuous improvement of processes.Identify, engage and balance stakeholder groups. Covers forward-looking planning and prioritisation, clear alignment with all stakeholders, consistent follow-up on results and continuous improvement of processes.Identify, engage and balance stakeholder groups. Covers forward-looking planning and prioritisation, clear alignment with all stakeholders, consistent follow-up on results and continuous improvement of processes. moreIdentify, engage and balance stakeholder groups. Covers forward-looking planning and prioritisation, clear alignment with all stakeholders, consistent follow-up on results and continuous improvement of processes.

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. moreDesign 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.

Agree goals, appraise performance and give structured feedback. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Agree goals, appraise performance and give structured feedback. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Agree goals, appraise performance and give structured feedback. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. moreAgree goals, appraise performance and give structured feedback. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Set and track goals with OKRs and align teams around them. Covers forward-looking planning and prioritisation, clear alignment with all stakeholders, consistent follow-up on results and continuous improvement of processes.Set and track goals with OKRs and align teams around them. Covers forward-looking planning and prioritisation, clear alignment with all stakeholders, consistent follow-up on results and continuous improvement of processes.Set and track goals with OKRs and align teams around them. Covers forward-looking planning and prioritisation, clear alignment with all stakeholders, consistent follow-up on results and continuous improvement of processes. moreSet and track goals with OKRs and align teams around them. Covers forward-looking planning and prioritisation, clear alignment with all stakeholders, consistent follow-up on results and continuous improvement of processes.

Lead, motivate and develop teams. Covers forward-looking planning and prioritisation, clear alignment with all stakeholders, consistent follow-up on results and continuous improvement of processes.Lead, motivate and develop teams. Covers forward-looking planning and prioritisation, clear alignment with all stakeholders, consistent follow-up on results and continuous improvement of processes.Lead, motivate and develop teams. Covers forward-looking planning and prioritisation, clear alignment with all stakeholders, consistent follow-up on results and continuous improvement of processes. moreLead, motivate and develop teams. Covers forward-looking planning and prioritisation, clear alignment with all stakeholders, consistent follow-up on results and continuous improvement of processes.

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. moreUse 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. moreClean, 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.

Collaborate efficiently with Teams, Slack, Confluence and similar. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Collaborate efficiently with Teams, Slack, Confluence and similar. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Collaborate efficiently with Teams, Slack, Confluence and similar. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. moreCollaborate efficiently with Teams, Slack, Confluence and similar. 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. moreModel 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. moreAnalyse 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. moreAnalyse 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. moreManage 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. moreBuild 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. moreStructure, 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.

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. moreQuery 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.