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.

Automate build, test and deployment processes. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Automate build, test and deployment processes. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Automate build, test and deployment processes. 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.

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.

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.

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.

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

Monitor systems with metrics, logs and tracing. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Monitor systems with metrics, logs and tracing. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Monitor systems with metrics, logs and tracing. 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.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.

Test APIs with Postman: requests, collections, automation and error analysis.Test APIs with Postman: requests, collections, automation and error analysis.Test APIs with Postman: requests, collections, automation and error analysis.

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.

Build CI/CD workflows in GitHub or GitLab. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Build CI/CD workflows in GitHub or GitLab. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Build CI/CD workflows in GitHub or GitLab. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Document systems, runbooks and decisions traceably and keep them current.Document systems, runbooks and decisions traceably and keep them current.Document systems, runbooks and decisions traceably and keep them current.

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.

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.

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.

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.

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.

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.

Provision and version cloud infrastructure declaratively. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Provision and version cloud infrastructure declaratively. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Provision and version cloud infrastructure declaratively. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Automate end-to-end tests for web apps. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Automate end-to-end tests for web apps. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Automate end-to-end tests for web apps. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.