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.

Write maintainable code and assure quality through reviews. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Write maintainable code and assure quality through reviews. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Write maintainable code and assure quality through reviews. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. moreWrite maintainable code and assure quality through reviews. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Build and operate data pipelines and platforms. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Build and operate data pipelines and platforms. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Build and operate data pipelines and platforms. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. moreBuild and operate data pipelines and platforms. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Design business and technical data models. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Design business and technical data models. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Design business and technical data models. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions. moreDesign business and technical data models. 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.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. moreIsolate, 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.

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. moreManage 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.

Work within agile frameworks and support teams. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Work within agile frameworks and support teams. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Work within agile frameworks and support teams. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. moreWork within agile frameworks and support teams. 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. moreIntegrate 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.

Orchestrate data workflows with Airflow. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Orchestrate data workflows with Airflow. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Orchestrate data workflows with Airflow. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. moreOrchestrate data workflows with Airflow. 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. moreDesign, document and integrate APIs. Covers development from briefing through drafts and feedback loops to the final result – respecting brand guidelines, audience needs and deadlines.

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

Process large data volumes with Spark, Kafka and similar. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Process large data volumes with Spark, Kafka and similar. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Process large data volumes with Spark, Kafka and similar. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. moreProcess large data volumes with Spark, Kafka and similar. 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.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. moreAutomate 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.

Architect, deploy and operate cloud services. This includes assessing specific cases, applying current requirements and case law, legally sound documentation, and advising business units in plain language.Architect, deploy and operate cloud services. This includes assessing specific cases, applying current requirements and case law, legally sound documentation, and advising business units in plain language.Architect, deploy and operate cloud services. This includes assessing specific cases, applying current requirements and case law, legally sound documentation, and advising business units in plain language. moreArchitect, deploy and operate cloud services. This includes assessing specific cases, applying current requirements and case law, legally sound documentation, and advising business units in plain language.

Develop and test data models as code with dbt. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Develop and test data models as code with dbt. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Develop and test data models as code with dbt. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. moreDevelop and test data models as code with dbt. 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.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. moreContainerise 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.

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

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. moreCommunicate confidently in English business situations. Covers spoken and written communication in a professional context – from meetings and negotiations to presentations and confident specialist correspondence.

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. moreDocument 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. moreOrganise 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.

Automate administrative tasks with scripts. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Automate administrative tasks with scripts. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Automate administrative tasks with scripts. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. moreAutomate administrative tasks with scripts. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.

Model and operate cloud data warehouses on Snowflake. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Model and operate cloud data warehouses on Snowflake. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Model and operate cloud data warehouses on Snowflake. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces. moreModel and operate cloud data warehouses on Snowflake. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.