Phase 8 · Data Cleaning & Wrangling

Topics

Outlier Handling

Part of the Data Analyst Roadmap.

Summary

Applying Phase 4's outlier detection with a clear action plan — investigate, cap, remove, or keep and flag — and always documenting the decision, since outlier handling silently changes your conclusions.

How to Learn This

  • 1Take a dataset with known outliers and decide + justify a handling strategy for each.
  • 2Practice capping (winsorizing) values instead of just deleting them, as an alternative.
  • 3Re-run a summary statistic before and after outlier handling to see the impact.
InsideEdge

Stuck on this topic? Ask an Insider

Get 1:1 guidance from people who've walked this exact path — free on the InsideEdge app.

Download
InsideEdge