Project overview

This sample illustrates the case-study layout. Real project evidence is still required.

Business problem

A demonstration of cohort analysis for understanding repeat purchasing.

Objectives

Define the business question, prepare the data and evaluate the findings.

Dataset

No verified dataset has been attached to this sample.

Tools used

Python, Pandas, Matplotlib

Data cleaning and preparation

Project-specific preparation steps will be documented here.

Analysis approach

Methods and assumptions will be explained alongside the evidence.

Dashboard and visualisation

The chart above uses synthetic figures for layout demonstration.

Key insights

Cohorts reveal patterns that an overall average can conceal.

Recommendations

Recommendations will be grounded in the completed analysis.

Business impact

No measured impact is claimed.

Challenges

Project-specific limitations will be recorded here.

What I learned

Personal reflection will be supplied with the actual project.

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