Validate hypotheses through controlled experiments. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Validate hypotheses through controlled experiments. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Validate hypotheses through controlled experiments. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.

Leverage customer data and manage retention programmes. Covers confident day-to-day use: data maintenance and quality, configuration of processes and workflows, analyses and reports, and onboarding of new users.Leverage customer data and manage retention programmes. Covers confident day-to-day use: data maintenance and quality, configuration of processes and workflows, analyses and reports, and onboarding of new users.Leverage customer data and manage retention programmes. Covers confident day-to-day use: data maintenance and quality, configuration of processes and workflows, analyses and reports, and onboarding of new users.

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.

Build and optimise e-commerce flows and segments in Klaviyo. Covers confident day-to-day use: data maintenance and quality, configuration of processes and workflows, analyses and reports, and onboarding of new users.Build and optimise e-commerce flows and segments in Klaviyo. Covers confident day-to-day use: data maintenance and quality, configuration of processes and workflows, analyses and reports, and onboarding of new users.Build and optimise e-commerce flows and segments in Klaviyo. Covers confident day-to-day use: data maintenance and quality, configuration of processes and workflows, analyses and reports, and onboarding of new users.

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.

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.

Analyse and interpret data using statistical methods. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Analyse and interpret data using statistical methods. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Analyse and interpret data using statistical methods. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.

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.

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.

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.

Create dashboards and meaningful visualisations. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Create dashboards and meaningful visualisations. Covers preparing and quality-assuring the data, methodologically sound analysis, visualising results and presenting them audience-appropriately as a basis for decisions.Create dashboards and meaningful visualisations. 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.

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.

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.

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.

Receive, assess and process returns and handle refunds.Receive, assess and process returns and handle refunds.Receive, assess and process returns and handle refunds.

Calculate CAC, LTV and payback and assess business models. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Calculate CAC, LTV and payback and assess business models. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.Calculate CAC, LTV and payback and assess business models. In practice this covers independent execution, quality assurance of one's own results, and close alignment with adjacent roles and interfaces.