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Diagnose Decline in Delivery Success: Data, Hypotheses, Tests

Last updated: Mar 29, 2026

Quick Overview

This question evaluates data analysis, experimentation and statistical reasoning skills—covering segmentation, hypothesis generation, and the choice between time-series and cross-sectional tests—to diagnose a 10% drop in delivery success.

  • medium
  • DoorDash
  • Analytics & Experimentation
  • Data Scientist

Diagnose Decline in Delivery Success: Data, Hypotheses, Tests

Company: DoorDash

Role: Data Scientist

Category: Analytics & Experimentation

Difficulty: medium

Interview Round: Technical Screen

##### Scenario As a regional manager you observe that the number of successful deliveries in one territory has declined by 10%. ##### Question How would you diagnose the 10% drop in successful deliveries? Outline the data cuts, hypotheses, and statistical tests you would use. ##### Hints Talk through segmentation, time-series vs cross-section checks, customer/merchant/dasher metrics, and significance thresholds.

Quick Answer: This question evaluates data analysis, experimentation and statistical reasoning skills—covering segmentation, hypothesis generation, and the choice between time-series and cross-sectional tests—to diagnose a 10% drop in delivery success.

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DoorDash logo
DoorDash
Aug 4, 2025, 10:55 AM
Data Scientist
Technical Screen
Analytics & Experimentation
10
0

Diagnose a 10% Drop in Successful Deliveries

Scenario

You manage a territory in a food-delivery marketplace and observe that the number of successful deliveries has dropped by 10% in that territory compared to the recent baseline.

Assume “success rate” = successful deliveries / attempted deliveries. Clarify whether the 10% drop is relative (e.g., 90% → 81%) or absolute (e.g., 90% → 80%). If not specified, state how you would handle this ambiguity.

Question

How would you diagnose the 10% drop in successful deliveries? Outline:

  • The data cuts/segmentations you would run.
  • Your key hypotheses for root causes.
  • The statistical tests (and thresholds) you would apply, including time-series vs. cross-sectional checks.

Hints

Discuss segmentation, time-series vs. cross-section checks, and which customer/merchant/dasher metrics you’d examine, along with significance thresholds.

Solution

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