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.

Isolate, debug and durably fix defects. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Isolate, debug and durably fix defects. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Isolate, debug and durably fix defects. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.

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.

Integrate AI assistants productively into development work. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Integrate AI assistants productively into development work. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Integrate AI assistants productively into development work. 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.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.

Design, document and integrate APIs. Covers development from briefing through drafts and feedback loops to the final result – respecting brand guidelines, audience needs and deadlines.Design, document and integrate APIs. Covers development from briefing through drafts and feedback loops to the final result – respecting brand guidelines, audience needs and deadlines.Design, document and integrate APIs. Covers development from briefing through drafts and feedback loops to the final result – respecting brand guidelines, audience needs and deadlines.

Containerise applications and operate container environments. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Containerise applications and operate container environments. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Containerise applications and operate container environments. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Manage source code with Git and merge work in teams. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Manage source code with Git and merge work in teams. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Manage source code with Git and merge work in teams. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Apply measuring equipment and document test results. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Apply measuring equipment and document test results. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Apply measuring equipment and document test results. 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.

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.

Describe requirements in structured specification documents and align them with stakeholders.Describe requirements in structured specification documents and align them with stakeholders.Describe requirements in structured specification documents and align them with stakeholders.

Know relevant standards and apply them in projects. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Know relevant standards and apply them in projects. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Know relevant standards and apply them in projects. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Create manuals and specifications to standards. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Create manuals and specifications to standards. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Create manuals and specifications to standards. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Estimate effort (story points, planning poker) and plan sprints realistically.Estimate effort (story points, planning poker) and plan sprints realistically.Estimate effort (story points, planning poker) and plan sprints realistically.

Organise backlogs, boards and docs in Jira and Confluence. Covers confident day-to-day use: data maintenance and quality, configuration of processes and workflows, analyses and reports, and onboarding of new users.Organise backlogs, boards and docs in Jira and Confluence. Covers confident day-to-day use: data maintenance and quality, configuration of processes and workflows, analyses and reports, and onboarding of new users.Organise backlogs, boards and docs in Jira and Confluence. Covers confident day-to-day use: data maintenance and quality, configuration of processes and workflows, analyses and reports, and onboarding of new users.

Create models, simulations and analyses in MATLAB/Simulink. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Create models, simulations and analyses in MATLAB/Simulink. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Create models, simulations and analyses in MATLAB/Simulink. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.