Phase 15 · Interview Preparation

Case Studies & Product Sense

A/B Testing & Experimentation Questions

Part of the Data Science Roadmap.

Summary

'How would you test whether this new model actually improves outcomes?' — connecting Phase 12's deployment A/B testing with the underlying statistics from Phase 2.

How to Learn This

  • 1Review Phase 12's A/B testing content and practice designing a test for a model rollout.
  • 2Prepare to discuss sample size, guardrail metrics, and how you'd interpret each possible result.
  • 3Practice explaining why offline model metrics don't guarantee real-world business impact.

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