Data Scientist Analytics & Experimentation Interview Questions

Practice 895 real Analytics & Experimentation interview questions for Data Scientist roles. From companies including Meta, Capital One, DoorDash, Uber, TikTok.

895 Questions 84 Companies07.27.2026
Showing 20 results
Role
CloudTrucks logo
CloudTrucks
Medium
Data Scientist

Determine North-Star Metric for CloudTrucks Driver Platform

Determine North-Star Metric for CloudTrucks Driver Platform Product Analytics Case: North-Star Metric and Booking Funnel (Driver Platform) Context You...

Analytics & Experimentation
1
0
19 people solved
Aug 4, 2025
Meta logo
Meta
Hard
Data Scientist

Estimate Fake Accounts Using Data Signals and Sampling

Estimate Fake Accounts Using Data Signals and Sampling Estimating Fake Accounts on a Social Network Background A large social platform wants to estima...

Analytics & Experimentation
5
0
42 people solved
Aug 4, 2025
Yelp logo
Yelp
Medium
Data Scientist

Modify Instagram Feature: Track User Engagement Metric

Modify Instagram Feature: Track User Engagement Metric A/B Test Design for Modifying a Disliked Social Feature Scenario A social-media company plans t...

Analytics & Experimentation
91
0
160 people solved
Aug 4, 2025
Coinbase logo
Coinbase
Medium
Data Scientist

Diagnose Retail Revenue Drop and Predict Ad Impact

Diagnose Retail Revenue Drop and Predict Ad Impact Scenario You are a data scientist for a consumer fintech app preparing to run a Super Bowl TV ad an...

Analytics & Experimentation
2
0
23 people solved
Aug 4, 2025
PayPal logo
PayPal
Medium
Data Scientist

Analyze Success Metrics and Diagnose Crypto Feature Issues

Analyze Success Metrics and Diagnose Crypto Feature Issues Post-Launch Evaluation: Crypto Trading Feature Context You are a Data Scientist evaluating ...

Analytics & Experimentation
5
0
57 people solved
Aug 4, 2025
PayPal logo
PayPal
Hard
Data Scientist

Define Success with Contact Syncing for Growth and Evaluation

Define Success with Contact Syncing for Growth and Evaluation Using "% of users with contacts synced" as a growth driver Context You are a data scient...

Analytics & Experimentation
5
0
45 people solved
Aug 4, 2025
PayPal logo
PayPal
Medium
Data Scientist

Explain P-Value and Errors in A/B Testing

Explain P-Value and Errors in A/B Testing A/B Test Design and Analysis: Core Concepts Scenario You are advising on the design and analysis of an A/B t...

Analytics & Experimentation
5
0
60 people solved
Aug 4, 2025
Meta logo
Meta
Hard
Data Scientist

Estimate Instagram Shopping Feature's Revenue and Test Impact

Estimate Instagram Shopping Feature's Revenue and Test Impact Instagram Shopping: Sizing, Experiment Design, and Troubleshooting Context Instagram is ...

Analytics & Experimentation
3
0
41 people solved
Aug 4, 2025
Meta logo
Meta
Medium
Data Scientist

Evaluate Instagram Shopping Tab Success with Key Metrics

Evaluate Instagram Shopping Tab Success with Key Metrics Instagram Shopping Tab: Post-Launch Evaluation and Sizing Context You are evaluating the succ...

Analytics & Experimentation
2
0
35 people solved
Aug 4, 2025
Affirm logo
Affirm
Easy
Data Scientist

Calculate Profit of 4-Month Loan at 30% APR

Calculate Profit of 4-Month Loan at 30% APR Credit Risk — Short-term Personal Loan Profitability Context You are evaluating the profit on a simple-int...

Analytics & Experimentation
6
0
70 people solved
Aug 4, 2025
TikTok logo
TikTok
Medium
Data Scientist

Diagnose Decline in User Engagement and Experience Quality

Diagnose Decline in User Engagement and Experience Quality Product Metrics Deep-Dive and Causal Inference (TikTok) Context You are a data scientist wo...

Analytics & Experimentation
2
0
43 people solved
Aug 4, 2025
OneMain Financial logo
OneMain Financial
Medium
Data Scientist

Determine Optimal Marketing Budget Allocation for Maximum Profit

Determine Optimal Marketing Budget Allocation for Maximum Profit Budget Allocation Across Acquisition Channels Context You are given an Excel sheet wi...

Analytics & Experimentation
92
0
262 people solved
Aug 4, 2025
Coinbase logo
Coinbase
Medium
Data Scientist

Estimate Super Bowl QR Code Scan Rate Using Historical Data

Estimate Super Bowl QR Code Scan Rate Using Historical Data Estimating QR Scan and Sign-up Conversion for a Super Bowl TV Ad Scenario A Super Bowl TV ...

Analytics & Experimentation
92
0
251 people solved
Aug 4, 2025
Meta logo
Meta
Medium
Data Scientist

Evaluate Facebook Groups Metrics and Test Comment-Collapsing Feature

Evaluate Facebook Groups Metrics and Test Comment-Collapsing Feature Facebook Groups Product Health and Feature Experiment Design Context You are eval...

Analytics & Experimentation
14
0
39 people solved
Aug 4, 2025
Upstart logo
Upstart
Hard
Data Scientist

Explain Treatment Results and Recommend Launch Criteria for Experiments

Explain Treatment Results and Recommend Launch Criteria for Experiments A/B Test Interpretation, Launch Decision, Segmentation, and Multiple-Testing C...

Analytics & Experimentation
106
0
349 people solved
Aug 4, 2025
TikTok logo
TikTok
Hard
Data Scientist

Design A/B Test for Cost-Per-Conversion Efficiency Analysis

Design A/B Test for Cost-Per-Conversion Efficiency Analysis Multi-Arm A/B Test: Comparing Cost-Per-Conversion Across Channels Scenario You need to com...

Analytics & Experimentation
154
2
324 people solved
Aug 4, 2025
Meta logo
Meta
Medium
Data Scientist

Track Metrics to Measure Push Notification Quality

Track Metrics to Measure Push Notification Quality Scenario A consumer mobile app sends push notifications to drive user engagement. You need to evalu...

Analytics & Experimentation
23
0
47 people solved
Aug 4, 2025
Lyft logo
Lyft
Medium
Data Scientist

Investigate Causes of Driver WOW Score Drop

Investigate Causes of Driver WOW Score Drop Investigating a 10% QoQ Drop in Driver WOW (Satisfaction) Context Assume WOW is a standardized driver sati...

Analytics & Experimentation
33
0
97 people solved
Aug 4, 2025
LinkedIn logo
LinkedIn
Medium
Data Scientist

Estimate Redesign Impact Using Propensity Score Matching

Estimate Redesign Impact Using Propensity Score Matching Scenario A mobile app has been redesigned. Adoption is voluntary: users choose to upgrade to ...

Analytics & Experimentation
121
0
288 people solved
Aug 4, 2025
Robinhood logo
Robinhood
Medium
Data Scientist

Diagnose Decline in First Day Funding Rate

Diagnose Decline in First Day Funding Rate Diagnostic Case: First-Day Funding Rate Drop Context You are on a product analytics team monitoring onboard...

Analytics & Experimentation
88
0
283 people solved
Aug 4, 2025

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