Diagnose 4% weekly revenue drop using history

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Quick Overview

Diagnose a 4% week-over-week revenue drop using only 104 weeks of weekly totals, deciding whether it is ordinary noise or a genuine anomaly and how unusual it is. Handle seasonality, moving holidays, and a single prior observation of the same week, then extend the analysis with geo-level orders, order value, users, and marketing spend.

Diagnose 4% weekly revenue drop using history

Company: Instacart

Role: Data Scientist

Category: Analytics & Experimentation

Difficulty: medium

Interview Round: Technical Screen

Overview: Diagnose a 4% week-over-week revenue drop using only 104 weeks of weekly totals, deciding whether it is ordinary noise or a genuine anomaly and how unusual it is. Handle seasonality, moving holidays, and a single prior observation of the same week, then extend the analysis with geo-level orders, order value, users, and marketing spend.

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Instacart
Oct 13, 2025
mediumData ScientistTechnical ScreenAnalytics & Experimentation
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