Customer Retention & Cohort Analysis Performed an advanced cohort retention analysis using sample...Customer Retention & Cohort Analysis Performed an advanced cohort retention analysis using sample...
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Customer Retention & Cohort Analysis Performed an advanced cohort retention analysis using sample customer data to evaluate retention patterns across acquisition cohorts. The analysis highlights customer behavior over time and helps identify retention trends and potential churn risks through data visualization.
Cohorts are the right lens here. One useful guardrail is comparing cohorts at identical ages and separating acquisition-channel mix from within-cohort retention; otherwise a newer cohort can look weaker simply because it has had less time to mature. Nice foundation for making churn actionable.
Great insights, Mo. I completely agree that adjusting for acquisition channels and cohort age is crucial to avoid misleading conclusions. Appreciate the guidance!
Glad it was useful, Amna. A practical next step is a channel-by-cohort matrix with equal observation windows and a minimum-sample flag. That makes it much easier to separate real retention shifts from acquisition-mix effects. Looking forward to seeing where you take it.
Animated Fintech UI for pie showing portfolio performance, Investment income, Investment advisory, and smart advisory features through interactive financial visualization
A motion exploration for Pie, bringing key wealth-management features to life through animated UI components.
The concept explores how portfolio performance, investment income, investment advisory, and smart advisory can be presented in a clear and engaging way while keeping the overall experience simple and premium.
A look at how motion can make financial products feel more intuitive, modern, and easier to understand.
The motion-led charts make a dense wealth-management story feel approachable; the distinct panels give each metric room to breathe while still reading as one system.
Selected examples of Data Visualization & Business Reporting using Microsoft Excel and Looker Studio.
These samples demonstrate my ability to organize complex information, identify meaningful patterns, and present business data through clear charts, dashboards, KPI summaries, and comparative visuals.
The work is relevant to presentation design projects that require financial, operational, or commercial information to be simplified into clear, decision-ready visual stories.