Amazon·Data Scientist·Technical Phone Screen
Apr 2026
Amazon data science interview with a meaty causal inference question about live sports on Prime Video. One question, but it sprawled across matching, IV, and diff-in-diff so it basically felt like three interviews compressed into one.
- Amazon is considering adding live sports to Prime Video. Using observational data, estimate the causal effect on Prime membership subscriptions and engagement. Walk through your treatment and control definition, primary outcomes, covariate selection, a matching strategy with balance diagnostics, your assumptions and how you'd defend them, an instrumental variable approach using variation in promotion placement, the full 2SLS setup, and finally a diff-in-diff or event study alternative with staggered rollout.
“This was a monster.” The rest of the author's notes on Data Scientist interview at Amazon, Technical Phone Screen round, covers how they worked through the question, what the panel pushed back on, and what they would do differently.
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