Explain regression discontinuity with an example

Last updated: March 30, 2026

Quick Overview

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

NVIDIA
Analytics & Experimentation
Product Manager
NVIDIA
March 30, 2026
Product Manager
Onsite
Analytics & Experimentation
Medium

550

4

597 solved


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

Analytics questions at NVIDIA evaluate your ability to define metrics, design experiments, and derive actionable insights from data. This Onsite question tests your end-to-end analytical thinking.

What the Interviewer Expects
  • Design a rigorous experiment with proper randomization and sample size calculation
  • Define primary and guardrail metrics with clear rationale
  • Address novelty effects, network effects, and interference
  • Segment results appropriately and identify heterogeneous treatment effects
  • Propose follow-up analyses when results are ambiguous
Key Topics to Cover
Novelty and primacy effects
A/B testing methodology
Long-term vs short-term metrics
Network effects and interference
Segmentation and heterogeneous effects
Funnel analysis and cohort analysis
How to Approach This
  1. Define success metrics carefully. A good metric is measurable, actionable, and aligned with business goals.
  2. Run experiments long enough to account for novelty effects and weekly seasonality.
  3. Use funnel analysis to identify where users drop off for maximum optimization impact.
  4. Segment results by key dimensions (platform, country, user cohort) to catch hidden patterns.
  5. Consider network effects and interference between treatment and control groups.
Possible Follow-up Questions
  • What would you do if a stakeholder wants to end the experiment early because initial results look good?
  • How would you handle interference between treatment and control?
  • What if the experiment shows a positive short-term effect but you suspect a negative long-term impact?
  • What if you discover a bug in the logging during the experiment?
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