Data Scientist Analytics & Experimentation Interview Questions
Practice 863 real Analytics & Experimentation interview questions for Data Scientist roles. From companies including Meta, Capital One, DoorDash, Uber, TikTok.
"I got asked a hardcore MCM DP question and I saw it on PracHub as well. Solved that question in 5 minutes. Without PracHub I doubt I could solve it in 5 hours. Though somehow didn't get hired, perhaps I guess I solved it too fast? /s"
"Believe me i'm a student here jn US. Recently interviewed for MSFT. They asked me exact question from PracHub. I saw it the night before and ignored it cause why waste time on random sites. I legit wanna go back and redo this whole thing if I had chance. Not saying will work for everyone but there is certainly some merit to that website. And i'm gonna use it in future prep from now on like lc tagged"
"10 years of experience but never worked at a top company. PracHub's senior-level questions helped me break into FAANG at 35. Age is just a number."
"I was skeptical about the 'real questions' claim, so I put it to the test. I searched for the exact question I got grilled on at my last Meta onsite... and it was right there. Word for word."
"Got a Google recruiter call on Monday, interview on Friday. Crammed PracHub for 4 days. Passed every round. This platform is a miracle worker."
"I've used LC, Glassdoor, and random Discords. Nothing comes close to the accuracy here. The questions are actually current — that's what got me. Felt like I had a cheat sheet during the interview."
"The solution quality is insane. It covers approach, edge cases, time complexity, follow-ups. Nothing else comes close."
"Legit the only resource you need. TC went from 180k -> 350k. Just memorize the top 50 for your target company and you're golden."
"PracHub Premium for one month cost me the price of two coffees a week. It landed me a $280K+ starting offer."
"Literally just signed a $600k offer. I only had 2 weeks to prep, so I focused entirely on the company-tagged lists here. If you're targeting L5+, don't overthink it."
"Coaches and bootcamp prep courses cost around $200-300 but PracHub Premium is actually less than a Netflix subscription. And it landed me a $178K offer."
"I honestly don't know how you guys gather so many real interview questions. It's almost scary. I walked into my Amazon loop and recognized 3 out of 4 problems from your database."
"Discovered PracHub 10 days before my interview. By day 5, I stopped being nervous. By interview day, I was actually excited to show what I knew."
"I recently cleared Uber interviews (strong hire in the design round) and all the questions were present in prachub."
"The search is what sold me. I typed in a really niche DP problem I got asked last year and it actually came up, full breakdown and everything. These guys are clearly updating it constantly."
How would you measure Group Call success?
You are interviewing for a Data Scientist role at a social communication product similar to Meta. The team asks you to evaluate a Group Call feature t...
How would you measure misinformation impact and recommendation bias?
You are interviewing for an experienced Data Scientist role on a short-form video platform (e.g., TikTok). Product sense / case questions come up freq...
Detect and evaluate "stolen" posts
You are a Data Scientist at a Twitter-like app. The platform suspects an increase in “stolen posts” (users reposting/plagiarizing others’ content with...
LinkedIn Product Case Opportunity Sizing
LinkedIn Product Case: Segmentation, Opportunity Sizing, and Adoption Prediction You are interviewing for a Data Scientist role focused on analytics a...
Explain why IG Story usage exceeds Facebook
Explain why IG Story usage exceeds Facebook Product analytics case: Instagram vs Facebook Stories You work on Stories across two apps: Instagram (IG) ...
Evaluate Impact of Increasing Stranger Content in Feeds
Evaluate Impact of Increasing Stranger Content in Feeds Feed-Ranking Strategy: Friends vs. Stranger Content Background A personalized feed currently m...
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 ...
Analyze Comment Distribution Using Statistical Metrics and Tests
Analyze Comment Distribution Using Statistical Metrics and Tests Assessing Concentration of Comments Across Posts Scenario You are analyzing comments ...
Design Experiments for Causal Inference in Marketing Analytics
Design Experiments for Causal Inference in Marketing Analytics Technical Phone Screen: Marketing Experiments and Causal Inference Prompt You are inter...
Boost Engagement and Purchases in Meta Social Products
Boost Engagement and Purchases in Meta Social Products Meta Social Products: Driving Comments in Facebook Groups and In‑App Purchases on Instagram Con...
Evaluate Cohort Posting Patterns Using Metrics and Tests
Evaluate Cohort Posting Patterns Using Metrics and Tests Assessing Whether Cohorts Have the Same or Different Posting Patterns Context You have multip...
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...
Compare Instagram and Facebook Stories Using Key Performance Metrics
Compare Instagram and Facebook Stories Using Key Performance Metrics Scenario You are a data scientist tasked with quantitatively comparing the succes...
Evaluate Push Notification Impact on Rideshare Supply Shortages
Evaluate Push Notification Impact on Rideshare Supply Shortages Experiment Design: Push Notifications for Airport Surge Shortage Resolution Context Wh...
Design A/B Test for New Recommendation Algorithm Launch
Design A/B Test for New Recommendation Algorithm Launch A/B Test Design: New Recommendation Algorithm Objective Design a rigorous A/B test to estimate...
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...
Investigate Why DAU Stagnates Despite High Downloads
Investigate Why DAU Stagnates Despite High Downloads Investigating High Daily Downloads but Flat DAU Scenario Adobe Express reports approximately 1M d...
Determine User Demand for New Video-Calling Feature
Determine User Demand for New Video-Calling Feature Analytics Design: Demand Sizing, Evaluation Metrics, and Trade-offs for a New Video-Calling Featur...
Optimize Experiment Thresholds for Impactful Feature Launches
Optimize Experiment Thresholds for Impactful Feature Launches Scenario You are the data scientist for a consumer health product running ~100 concurren...
Interpret Results and Address Multiple Testing Concerns
Interpret Results and Address Multiple Testing Concerns Experiment Interpretation with Multiple Testing Context - An A/B experiment is run independent...