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.

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.

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.

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.

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.

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.

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.

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.

Develop and operationalise unit and company strategies. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Develop and operationalise unit and company strategies. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Develop and operationalise unit and company strategies. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Plan and monitor budgets and prepare forecasts. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Plan and monitor budgets and prepare forecasts. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Plan and monitor budgets and prepare forecasts. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.

Evaluate investments with business cases and profitability calculations. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Evaluate investments with business cases and profitability calculations. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Evaluate investments with business cases and profitability calculations. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Plan business models, derive goals and steer the company via KPIs. This includes assessing specific cases, applying current requirements and case law, legally sound documentation, and advising business units in plain language.Plan business models, derive goals and steer the company via KPIs. This includes assessing specific cases, applying current requirements and case law, legally sound documentation, and advising business units in plain language.Plan business models, derive goals and steer the company via KPIs. This includes assessing specific cases, applying current requirements and case law, legally sound documentation, and advising business units in plain language.

Plan staff, material and capacity to demand. Covers forward-looking planning and prioritisation, clear alignment with all stakeholders, consistent follow-up on results and continuous improvement of processes.Plan staff, material and capacity to demand. Covers forward-looking planning and prioritisation, clear alignment with all stakeholders, consistent follow-up on results and continuous improvement of processes.Plan staff, material and capacity to demand. Covers forward-looking planning and prioritisation, clear alignment with all stakeholders, consistent follow-up on results and continuous improvement of processes.

Moderate conflict conversations and actively de-escalate situations. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Moderate conflict conversations and actively de-escalate situations. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Moderate conflict conversations and actively de-escalate situations. 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.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.

Source, interview and select candidates. Covers forward-looking planning and prioritisation, clear alignment with all stakeholders, consistent follow-up on results and continuous improvement of processes.Source, interview and select candidates. Covers forward-looking planning and prioritisation, clear alignment with all stakeholders, consistent follow-up on results and continuous improvement of processes.Source, interview and select candidates. Covers forward-looking planning and prioritisation, clear alignment with all stakeholders, consistent follow-up on results and continuous improvement of processes.

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.

Organise first days: equipment, access, induction plans and appointments.Organise first days: equipment, access, induction plans and appointments.Organise first days: equipment, access, induction plans and appointments.