Explain regression discontinuity with an example

Last updated: November 3, 2025

Quick Overview

Explain regression discontinuity in simple terms and provide a concrete example.

Roblox
Statistics & Math
Data Scientist
Roblox
November 3, 2025
Data Scientist
Onsite
Statistics & Math
Easy

8

5

455 solved


Explain regression discontinuity in simple terms and provide a concrete example.

Roblox values data-driven decision making. This Onsite question assesses whether you can design experiments, interpret results correctly, and avoid common statistical pitfalls like p-hacking or Simpson's paradox.

What the Interviewer Expects
  • State the correct formula or theorem with clear definitions
  • Apply the concept to the given scenario step by step
  • Interpret the result in plain language
  • Identify assumptions and when they might be violated
Key Topics to Cover
Causal inference basics
Central Limit Theorem
Multiple testing correction (Bonferroni, FDR)
Hypothesis testing (H0, H1, p-values)
How to Approach This
  1. Define your hypotheses (H0 and H1) clearly before performing any test.
  2. Calculate required sample size BEFORE running an experiment, using power analysis.
  3. Remember the Central Limit Theorem: sample means become approximately normal with large n.
  4. Watch for Simpson's paradox. Always segment data by key dimensions.
  5. Distinguish between statistical significance and practical significance.
Possible Follow-up Questions
  • How would you design a follow-up experiment based on these results?
  • What assumptions does this test make, and how would you validate them?
  • How would you handle multiple comparisons?
  • What if the sample size is very small?
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