Data Cleaning Exercises

Guide · updated 2026-11-04

Building a data cleaning portfolio project

How to present a cleaning project that shows judgment, not just code.

Pick a realistic brief

Use a dataset with real problems and write a short business brief: who needs the data and for what.

Show the evidence

Include the rules, the exception report, a reconciliation and the open questions you would ask.

Explain trade-offs

Write a page on the decisions you made and the alternatives. That is what reviewers remember.

Practise it