[In the coming weeks, Exponent is becoming Aced.](/content/blog/exponent-is-becoming-aced?src=banner/index.html)

[Skip to main content](/content/courses/data-science?src=nav#main-content/index.html)

Reviews12

Curriculum

Features

FAQ

[Upgrade now](/content/upgrade?course=data-science&src=course/index.html)

# Data Science Interview Prep

Land your dream data science role at Google, Amazon, Microsoft, Meta, Apple, and other top companies. Learn from mock interviews, frameworks, and advice from senior candidates. Practice statistics, experimentation, coding, SQL, machine learning, behavioral interviews, and more.

Top data science interview questions and answers

Coding exercises and AI feedback

Full-length mock interviews & walkthroughs

4.8/5

5,300+ students

Updated Aug 2026

[Get all access for $12 / month](/content/upgrade?course=data-science&src=course/index.html) [Try free preview](/content/courses/data-science/data-scientist-introduction/data-science-welcome/index.html)

Taught by

Apurvaa SubramaniamData Scientist, Instacart, Amazon

Shreyas LakhtakiaSenior Data Scientist, AI, Stanford, BCG

Angelica C.ML Engineer, Google

Tyler ShangSenior Data Science Manager, Tinder

Joshua BernhardDirector of Data, Intuit, Houzz

WeiChun ChangData Scientist, Houzz

Dmitri MirakyanProduct Data Science, Opendoor

Jimmy WuML Engineer, Amazon

Aazel T.Data Science Intern, Meta

Apurvaa SubramaniamData Scientist, Instacart, Amazon

Shreyas LakhtakiaSenior Data Scientist, AI, Stanford, BCG

Angelica C.ML Engineer, Google

Tyler ShangSenior Data Science Manager, Tinder

Joshua BernhardDirector of Data, Intuit, Houzz

WeiChun ChangData Scientist, Houzz

Dmitri MirakyanProduct Data Science, Opendoor

Jimmy WuML Engineer, Amazon

Aazel T.Data Science Intern, Meta

## Featured videos

Start with a free lesson, then unlock all 63 video lessons.

\\
\\
Free\\
\\
**Types of Data Science Roles**](/content/courses/data-science/data-scientist-introduction/data-scientist-interview-roles/index.html) \\
\\
Members\\
\\
**Design Campaign Experiment and Success Metrics**](/content/upgrade?course=data-science&src=course/index.html) \\
\\
Members\\
\\
**Implement a 2D Convolutional Filter**](/content/upgrade?course=data-science&src=course/index.html)

Interview prep trusted by 1M+ candidates who've landed jobs at

\\
\\
Unlock all lessons\\
\\
63 videos · AI mocks · certificate\\
\\
Get access — $12/mo](/content/upgrade?course=data-science&src=course/index.html)

### What people like about this course

Philip S.

Senior Data Scientist, Microsoft

I have a lot of academic training but was struggling to translate that into business value in interviews. Exponent's materials were super valuable...

Peter

Data Infrastructure Engineer, Faire

I'm very happy with my experience and would recommend Exponent to anyone looking for a tech job.

Lucas G.

Data Scientist, Meta

Best technical interview content available! Exponent provides exceptional technical expertise, and their mock interviews are invaluable for...

[See all reviews →](/content/reviews?src=course/index.html)

What you'll find in this course

8 courses

63 videos

60 hours

### Data Scientist Interviews Introduction

3 lessons

1 video

[Welcome to Exponent’s Data Science Interview Course!\\
\\
Free](/content/courses/data-science/data-scientist-introduction/data-science-welcome/index.html) \\
\\
Types of Data Science Roles\\
\\
Free](/content/courses/data-science/data-scientist-introduction/data-scientist-interview-roles/index.html) [The Data Science Interview Loop](/content/courses/data-science/data-scientist-introduction/data-scientist-interview-loop/index.html)

### Statistics and Experimentation Questions

8 modules

77 lessons

23 videos

Understand what types of statistics questions are asked in data science interviews and what interviewers are looking for. Review fundamental statistics concepts through concise refresher lessons. Learn how to design A/B and hypothesis tests in interviews.

Overview

2 lessons

[Introduction to Statistics and Experimentation Questions](/content/courses/data-science/statistics-experimentation-questions/statistics-experimentation-intro/index.html) [Rubric for Statistics and Experimentation Questions](/content/courses/data-science/statistics-experimentation-questions/statistics-experimentation-rubric/index.html)

Data Preprocessing

8 lessons·2 videos

Learn how to clean and transform data so your analyses are accurate and reliable.

[How to Answer Data Preprocessing and Quality Questions](/content/courses/data-science/statistics-experimentation-questions/answer-statistics-data-preprocessing-questions/index.html) [Descriptive Statistics](/content/courses/data-science/statistics-experimentation-questions/statistics-descriptive/index.html) [Data Cleaning](/content/courses/data-science/statistics-experimentation-questions/statistics-data-cleaning/index.html) [Data Transformation](/content/courses/data-science/statistics-experimentation-questions/statistics-data-transformation/index.html) [Sampling](/content/courses/data-science/statistics-experimentation-questions/statistics-sampling/index.html) [Bias](/content/courses/data-science/statistics-experimentation-questions/statistics-bias/index.html) \\
\\
Handling Outliers](/content/courses/data-science/statistics-experimentation-questions/handling-outliers/index.html) \\
\\
Normalization vs. Standardization](/content/courses/data-science/statistics-experimentation-questions/normalization-vs-standardization/index.html)

Probability

7 lessons·4 videos

Focus on the core probability concepts that interviewers actually test.

[Introduction to Probability Questions\\
\\
Free](/content/courses/data-science/statistics-experimentation-questions/probability-intro/index.html) [How to Answer Probability Questions](/content/courses/data-science/statistics-experimentation-questions/answer-probability-regression-questions/index.html) [Probability Concepts](/content/courses/data-science/statistics-experimentation-questions/statistics-probability/index.html) \\
\\
What is a P-value?](/content/courses/data-science/statistics-experimentation-questions/what-is-p-value/index.html) \\
\\
Calculate Expected Cost of Coupon Usage](/content/courses/data-science/statistics-experimentation-questions/expected-cost-coupon/index.html) \\
\\
Calculate Conditional Probability (Bayes Theorem)](/content/courses/data-science/statistics-experimentation-questions/calculate-conditional-probability-bayes/index.html) \\
\\
Calculate Probability of a Fair Coin](/content/courses/data-science/statistics-experimentation-questions/calculate-probability-of-a-fair-coin/index.html)

Regression

9 lessons·4 videos

Master regression basics and interpretations to tackle real-world analytical problems confidently.

[Introduction to Regression Questions\\
\\
Free](/content/courses/data-science/statistics-experimentation-questions/linear-regression-intro/index.html) [Linear Regression Concepts](/content/courses/data-science/statistics-experimentation-questions/linear-regression-concepts/index.html) [Logistic Regression Concepts](/content/courses/data-science/statistics-experimentation-questions/logistic-regression-concepts/index.html) [How to Answer Regression Questions](/content/courses/data-science/statistics-experimentation-questions/how-to-answer-regression-questions/index.html) \\
\\
Select Input for Modeling When Handling Multicollinearity](/content/courses/data-science/statistics-experimentation-questions/select-input-modeling-handling-multicollinearity/index.html) \\
\\
Gradient Descent and Model Optimization](/content/courses/data-science/statistics-experimentation-questions/gradient-descent-and-model-optimization/index.html) \\
\\
Advantages and Limitations of Linear Regression](/content/courses/data-science/statistics-experimentation-questions/advantages-and-limitations-of-linear-regression/index.html) [Modeling Linear Regression](/content/courses/data-science/statistics-experimentation-questions/linear-regression-modeling/index.html) \\
\\
R-Squared, Multicollinearity, and Statistical Tests](/content/courses/data-science/statistics-experimentation-questions/r-squared-multicollinearity-statistical-tests/index.html)

Hypothesis Tests & Confidence Intervals

4 lessons·1 video

Understand which tests to use, why, and how to interpret the results like an expert.

[Introduction to Hypothesis Tests and Confidence Intervals Questions\\
\\
Free](/content/courses/data-science/statistics-experimentation-questions/hypothesis-tests-confidence-intervals-intro/index.html) [How to Answer Hypothesis Test Questions](/content/courses/data-science/statistics-experimentation-questions/answer-hypothesis-tests-questions/index.html) [How to Calculate Confidence Intervals](/content/courses/data-science/statistics-experimentation-questions/answer-confidence-intervals-questions/index.html) \\
\\
Define Confidence Level in Confidence Interval](/content/courses/data-science/statistics-experimentation-questions/define-confidence-level-interval/index.html)

Power Analysis & Impact Sizing

5 lessons·2 videos

Know how to evaluate the strength and relevance of your experiments to make data-driven recommendations.

[Introduction to Power Analysis and Impact Sizing\\
\\
Free](/content/courses/data-science/statistics-experimentation-questions/power-analysis-impact-sizing-intro/index.html) [How to Answer Impact Sizing Questions](/content/courses/data-science/statistics-experimentation-questions/answer-impact-sizing-questions/index.html) [How to Answer Power Analysis Questions](/content/courses/data-science/statistics-experimentation-questions/answer-power-analysis-questions/index.html) \\
\\
Determine Sample Size](/content/courses/data-science/statistics-experimentation-questions/determine-sample-size/index.html) \\
\\
Calculate Revenue from New Vertical Expansion](/content/courses/data-science/statistics-experimentation-questions/calculate-revenue-new-vertical/index.html)

Experimentation

14 lessons·10 videos

Learn how to design and analyze experiments that produce clear, actionable insights.

[Introduction to Experimentation Questions\\
\\
Free](/content/courses/data-science/statistics-experimentation-questions/experimentation-ab-test-intro/index.html) [How to Answer A/B Testing Questions](/content/courses/data-science/statistics-experimentation-questions/answer-ab-test-questions/index.html) [Alternatives to A/B Testing](/content/courses/data-science/statistics-experimentation-questions/ab-test-alternatives/index.html) \\
\\
Design Campaign Experiment and Success Metrics](/content/courses/data-science/statistics-experimentation-questions/run-campaign-success-metrics-experiment/index.html) \\
\\
Design A/B test for New Campaign](/content/courses/data-science/statistics-experimentation-questions/design-ab-test/index.html) \\
\\
Design A/B Testing Alternatives](/content/courses/data-science/statistics-experimentation-questions/design-ab-test-alternatives/index.html) \\
\\
Design Test for Stories Reaction Feature](/content/courses/data-science/statistics-experimentation-questions/design-test-stories-reaction-feature/index.html) \\
\\
Design Test for Driver Matching Algorithm](/content/courses/data-science/statistics-experimentation-questions/design-test-driver-matching-algorithm/index.html) \\
\\
Increase Sales through A/B Testing](/content/courses/data-science/statistics-experimentation-questions/increase-sales-ab-test/index.html) \\
\\
Adjust P-value Threshold](/content/courses/data-science/statistics-experimentation-questions/adjust-p-value-threshold/index.html) \\
\\
Faster A/B Testing and Statistical Significance](/content/courses/data-science/statistics-experimentation-questions/faster-ab-testing-and-statistical-significance/index.html) [A/B Testing Email Campaign](/content/courses/data-science/statistics-experimentation-questions/ab-testing-email/index.html) \\
\\
Analyze A/B Test Results for Checkout](/content/courses/data-science/statistics-experimentation-questions/analyze-a-b-test-results-for-checkout/index.html) \\
\\
T-test Assumptions and Alternatives](/content/courses/data-science/statistics-experimentation-questions/t-test-assumptions-and-alternatives/index.html)

Practice Questions

28 lessons

Apply what you’ve learned with common statistics and experimentation problems you’re likely to face in interviews.

[Standard Deviation vs Range](/content/courses/data-science/statistics-experimentation-questions/standard-deviation-vs-range/index.html) [Power vs. Confidence Level](/content/courses/data-science/statistics-experimentation-questions/power-vs-confidence-level/index.html) [Expectation of Variance](/content/courses/data-science/statistics-experimentation-questions/expectation-of-variance/index.html) [Checking Random Assignment in A/B Testing](/content/courses/data-science/statistics-experimentation-questions/checking-random-assignment-in-a-b-testing/index.html) [What is A/B testing](/content/courses/data-science/statistics-experimentation-questions/what-is-a-b-testing/index.html) [Statistical Background behind Power](/content/courses/data-science/statistics-experimentation-questions/statistical-background-behind-power/index.html) [Type I vs. Type II Error](/content/courses/data-science/statistics-experimentation-questions/type-i-vs-type-ii-error/index.html) [Multiple t-tests](/content/courses/data-science/statistics-experimentation-questions/multiple-t-tests/index.html) [Covariance vs. Correlation](/content/courses/data-science/statistics-experimentation-questions/covariance-vs-correlation/index.html) [Common Pitfalls of A/B Testing](/content/courses/data-science/statistics-experimentation-questions/common-pitfalls-of-a-b-testing/index.html) [Explain Confidence Interval](/content/courses/data-science/statistics-experimentation-questions/explain-confidence-interval/index.html) [Central Limit Theorem and its Usefulness](/content/courses/data-science/statistics-experimentation-questions/central-limit-theorem-and-its-usefulness/index.html) [Z and T-tests](/content/courses/data-science/statistics-experimentation-questions/z-and-t-tests/index.html) [Hypothesis Testing and p-values](/content/courses/data-science/statistics-experimentation-questions/hypothesis-testing-and-p-values/index.html) [Hypothesis Testing for Coin Flip](/content/courses/data-science/statistics-experimentation-questions/hypothesis-testing-for-coin-flip/index.html) [Hypothesis Testing for Amazon](/content/courses/data-science/statistics-experimentation-questions/hypothesis-testing-for-amazon/index.html) [Distribution of Daily Minutes on Facebook](/content/courses/data-science/statistics-experimentation-questions/distribution-of-daily-minutes-on-facebook/index.html) [Search Distribution](/content/courses/data-science/statistics-experimentation-questions/search-distribution/index.html) [Correlation and Outliers](/content/courses/data-science/statistics-experimentation-questions/correlation-and-outliers/index.html) [False Positive Distribution](/content/courses/data-science/statistics-experimentation-questions/false-positive-distribution/index.html) [Biased vs Unbiased Estimator](/content/courses/data-science/statistics-experimentation-questions/biased-vs-unbiased-estimator/index.html) [Statistical Significance vs Practical Significant](/content/courses/data-science/statistics-experimentation-questions/statistical-significance-vs-practical-significant/index.html) [Sampling Distribution in Inferential Statistics](/content/courses/data-science/statistics-experimentation-questions/sampling-distribution-in-inferential-statistics/index.html) [Novelty and Primary Effects in Experiments](/content/courses/data-science/statistics-experimentation-questions/novelty-and-primary-effects-in-experiments/index.html) [Non-Normal Distribution](/content/courses/data-science/statistics-experimentation-questions/non-normal-distribution/index.html) [Network Effects in A/B Testing](/content/courses/data-science/statistics-experimentation-questions/network-effects-in-a-b-testing/index.html) [What is A/B testing and when should it be used?](/content/courses/data-science/statistics-experimentation-questions/what-is-a-b-testing-and-when-should-it-be-used/index.html) [Verifying Random A/B Testing Groups](/content/courses/data-science/statistics-experimentation-questions/verifying-random-a-b-testing-groups/index.html)

### Data Communications Questions

2 modules

7 lessons

3 videos

2 hours

Learn how to present and communicate results effectively in any data science or analytics interview round. Understand how to solve ambiguous interview questions through effective communication, specifically for case studies, past project presentations, and take-home assignments.

Past Projects

4 lessons·3 videos·1 hr

Pick the right projects, structure your story, and answer common interview prompts with confidence. Watch expert mock interviews to see standout presentations in action.

[How to Present Past Projects](/content/courses/data-science/data-communications-questions/present-past-projects/index.html) \\
\\
Present a Past Project 1](/content/courses/data-science/data-communications-questions/past-project-example-1/index.html) \\
\\
Present a Past Project 2](/content/courses/data-science/data-communications-questions/past-project-example-2/index.html) \\
\\
Present a Past Project 3](/content/courses/data-science/data-communications-questions/past-project-example-3/index.html)

Take-home Assignments

3 lessons·20 min

Learn when to accept a take-home, what to expect, and how to tackle both defined and open-ended tasks to showcase your skills effectively.

[Introduction to the Take-home Assignment \\
\\
Free](/content/courses/data-science/data-communications-questions/take-home-assignments-intro/index.html) [How to Create a Take-home for Defined Tasks](/content/courses/data-science/data-communications-questions/answer-take-home-assignments-defined-tasks/index.html) [How to Create a Take-home for Open-ended Tasks](/content/courses/data-science/data-communications-questions/answer-take-home-assignments-open-ended-tasks/index.html)

### Python Coding Questions for Data Scientists

2 modules

18 lessons

2 videos

Master Python coding interviews focused on data science by exploring advanced data manipulation with Pandas and conducting statistical analysis and experiments. Gain proficiency in handling and transforming datasets, performing thorough statistical tests, and designing experiments with Python. Perfect for those looking to excel in technical interviews that assess data handling and analytical skills.

Data Manipulation

9 lessons

Master common tasks for cleaning and transforming data using pandas.

[Lowest Earning Employees\\
\\
Easy](/content/courses/data-science/python-coding-data-scientist-questions/lowest-earning-employees/index.html) [Unsold Products\\
\\
Easy](/content/courses/data-science/python-coding-data-scientist-questions/unsold-products/index.html) [Top Product Lines\\
\\
Medium](/content/courses/data-science/python-coding-data-scientist-questions/top-product-lines/index.html) [Revenue by Customer City\\
\\
Medium](/content/courses/data-science/python-coding-data-scientist-questions/revenue-by-customer-city/index.html) [Rank Salary by Department\\
\\
Medium](/content/courses/data-science/python-coding-data-scientist-questions/rank-salary-by-department/index.html) [Average Distance Between Cities\\
\\
Medium](/content/courses/data-science/python-coding-data-scientist-questions/average-distance-between-cities/index.html) [Overstretched Employees\\
\\
Hard](/content/courses/data-science/python-coding-data-scientist-questions/overstretched-employees/index.html) [Time Between Two Events\\
\\
Hard](/content/courses/data-science/python-coding-data-scientist-questions/time-between-two-events/index.html) [Improving Students\\
\\
Hard](/content/courses/data-science/python-coding-data-scientist-questions/improving-students/index.html)

Statistics & Experimentation

9 lessons·2 videos

Apply Python to run statistical tests, analyze experiments, and interpret results.

[Total Outfit Combinations\\
\\
Easy](/content/courses/data-science/python-coding-data-scientist-questions/total-outfit-combinations/index.html) [Climbing Stairs\\
\\
Easy](/content/courses/data-science/python-coding-data-scientist-questions/climbing-stairs/index.html) [Biased Coin Flip Histogram\\
\\
Easy](/content/courses/data-science/python-coding-data-scientist-questions/biased-coin-flip-histogram/index.html) \\
\\
Predict Results from a Fair Coin\\
\\
Easy](/content/courses/data-science/python-coding-data-scientist-questions/predict-coin-flip/index.html) [Handle Missing Data\\
\\
Medium](/content/courses/data-science/python-coding-data-scientist-questions/handle-missing-data/index.html) [Interpolate Data\\
\\
Medium](/content/courses/data-science/python-coding-data-scientist-questions/interpolate-data/index.html) [Convert Biased Coin to Fair Coin\\
\\
Medium](/content/courses/data-science/python-coding-data-scientist-questions/convert-biased-coin-to-fair-coin/index.html) \\
\\
Find Statistical Evidence for Conversion Rate\\
\\
Medium](/content/courses/data-science/python-coding-data-scientist-questions/statistical-evidence-conversion-rate/index.html) [Session Data Analysis\\
\\
Hard](/content/courses/data-science/python-coding-data-scientist-questions/session-data-analysis/index.html)

### SQL Interviews

9 modules

98 lessons

6 videos

Prepare for SQL interviews by practicing syntax basics, aggregations, and window functions. Learn how to manipulate data, write complex queries, and analyze information from diverse data sets.

Overview

3 lessons

[Introduction to SQL and Its History\\
\\
Free](/content/courses/data-science/sql-interviews/intro-sql-history/index.html) [How to Answer SQL Interview Questions](/content/courses/data-science/sql-interviews/how-to-answer-sql-interview-questions/index.html) [Relationships and Relational Database Concepts](/content/courses/data-science/sql-interviews/relational-databases/index.html)

Fast Track

9 lessons

In a rush? This is your minimum viable prep.

[How to Prep SQL Interviews Fast\\
\\
Free](/content/courses/data-science/sql-interviews/prep-sql-interview-fast/index.html) [SQL Interview Patterns\\
\\
Free](/content/courses/data-science/sql-interviews/sql-interview-patterns/index.html) [SQL Interview Test Questions\\
\\
Free](/content/courses/data-science/sql-interviews/sql-interview-test-questions/index.html) [Joins & Duplicate Control\\
\\
Free](/content/courses/data-science/sql-interviews/sql-joins-and-duplicate-control/index.html) [Window Functions Essentials\\
\\
Free](/content/courses/data-science/sql-interviews/window-functions-essentials/index.html) [Grouping, Having, Conditional Aggregation & NULL-Safe Metrics\\
\\
Free](/content/courses/data-science/sql-interviews/sql-group-by-having/index.html) [Subqueries & CTEs\\
\\
Free](/content/courses/data-science/sql-interviews/sql-subqueries-ctes/index.html) [Dates & Bucketing\\
\\
Free](/content/courses/data-science/sql-interviews/sql-date-bucketing/index.html) [How to Perform in a SQL Interview \\
\\
Free](/content/courses/data-science/sql-interviews/sql-interview-performance/index.html)

Basic SQL Querying

8 lessons

[Basic SQL Syntax](/content/courses/data-science/sql-interviews/sql-syntax/index.html) [The WHERE Clause](/content/courses/data-science/sql-interviews/where-clause/index.html) [Logical operators: AND, OR, NOT](/content/courses/data-science/sql-interviews/logical-operators/index.html) [Finding similar results with LIKE and Wildcards](/content/courses/data-science/sql-interviews/like-and-wildcards/index.html) [Querying Missing Values with IS NULL and IS NOT NULL](/content/courses/data-science/sql-interviews/sql-null-values/index.html) [Sorting data with ORDER BY](/content/courses/data-science/sql-interviews/sorting-with-order-by/index.html) [Using LIMIT and OFFSET](/content/courses/data-science/sql-interviews/limit-and-offset/index.html) [IN and BETWEEN](/content/courses/data-science/sql-interviews/in-and-between/index.html)

Aggregations

7 lessons

[Introduction to SQL Aggregations](/content/courses/data-science/sql-interviews/introduction-to-sql-aggregations/index.html) [GROUP BY and HAVING](/content/courses/data-science/sql-interviews/group-by-and-having/index.html) [Counting with COUNT and COUNT(DISTINCT)](/content/courses/data-science/sql-interviews/count-and-count-distinct/index.html) [SUM](/content/courses/data-science/sql-interviews/sum/index.html) [Calculating Average, Min, and Max with SQL](/content/courses/data-science/sql-interviews/sql-average-min-max/index.html) [Conditional values with CASE WHEN ... ELSE](/content/courses/data-science/sql-interviews/case-when-else/index.html) [Working with Date and Time: DATE\_TRUNC, DATEDIFF, and more](/content/courses/data-science/sql-interviews/date-and-time/index.html)

Joins

8 lessons

[Joins](/content/courses/data-science/sql-interviews/joins/index.html) [Inner Joins](/content/courses/data-science/sql-interviews/inner-joins/index.html) [LEFT and RIGHT Joins](/content/courses/data-science/sql-interviews/left-and-right-joins/index.html) [Full Outer Joins](/content/courses/data-science/sql-interviews/full-outer-joins/index.html) [Unions](/content/courses/data-science/sql-interviews/unions/index.html) [Cross Joins](/content/courses/data-science/sql-interviews/cross-joins/index.html) [Subqueries and Derived tables](/content/courses/data-science/sql-interviews/subqueries/index.html) [Common Table Expressions (CTEs)](/content/courses/data-science/sql-interviews/common-table-expressions/index.html)

Window Functions

4 lessons

[Introduction to Window Functions](/content/courses/data-science/sql-interviews/window-functions/index.html) [Window functions: RANK and DENSE RANK](/content/courses/data-science/sql-interviews/rank-and-dense-rank/index.html) [Window functions: ROW\_NUMBER](/content/courses/data-science/sql-interviews/row-number/index.html) [Window functions: LAG](/content/courses/data-science/sql-interviews/lag/index.html)

Easy Practice Questions

14 lessons·3 videos

[Introduction to SQL Practice Questions\\
\\
Free](/content/courses/data-science/sql-interviews/introduction-to-sql-practice-questions/index.html) [Top Earning Employees\\
\\
Easy](/content/courses/data-science/sql-interviews/top-earning-employees/index.html) [Monthly Post Success Analysis\\
\\
FreeEasy](/content/courses/data-science/sql-interviews/monthly-post-success-analysis/index.html) [High Volume Low Success\\
\\
FreeEasy](/content/courses/data-science/sql-interviews/high-volume-low-success/index.html) \\
\\
Tree Node\\
\\
Easy](/content/courses/data-science/sql-interviews/tree-node/index.html) [Marketing Campaign Duration\\
\\
FreeEasy](/content/courses/data-science/sql-interviews/marketing-campaign-duration/index.html) [Find Average Purchase Value\\
\\
FreeEasy](/content/courses/data-science/sql-interviews/find-average-purchase-value/index.html) [Survey Sampling\\
\\
FreeEasy](/content/courses/data-science/sql-interviews/survey-sampling/index.html) [Items on Sale\\
\\
Easy](/content/courses/data-science/sql-interviews/items-on-sale/index.html) [Reddit Users\\
\\
Easy](/content/courses/data-science/sql-interviews/reddit-users/index.html) [Lyft Ride Requests\\
\\
Easy](/content/courses/data-science/sql-interviews/lyft-ride-requests/index.html) \\
\\
E-commerce: Units Ordered Yesterday \\
\\
Easy](/content/courses/data-science/sql-interviews/e-commerce-i/index.html) \\
\\
E-commerce: Units Ordered Last Week\\
\\
Easy](/content/courses/data-science/sql-interviews/e-commerce-ii/index.html) [E-commerce: Earliest Order by Customer\\
\\
Easy](/content/courses/data-science/sql-interviews/e-commerce-iv/index.html)

Medium Practice Questions

31 lessons·2 videos

[Sales by Customer City\\
\\
Medium](/content/courses/data-science/sql-interviews/sales-by-city/index.html) [Most Recent Transaction\\
\\
Medium](/content/courses/data-science/sql-interviews/most-recent-transaction/index.html) [Calculate Test Scores\\
\\
Medium](/content/courses/data-science/sql-interviews/calculate-test-scores/index.html) [Project Budgets\\
\\
FreeMedium](/content/courses/data-science/sql-interviews/project-budgets/index.html) [Instagram Likes\\
\\
Medium](/content/courses/data-science/sql-interviews/instagram-likes/index.html) \\
\\
Employee Earnings\\
\\
Medium](/content/courses/data-science/sql-interviews/employee-earnings/index.html) [Post Success By Interface\\
\\
FreeMedium](/content/courses/data-science/sql-interviews/post-success-by-interface/index.html) [Post Success By Age Group\\
\\
FreeMedium](/content/courses/data-science/sql-interviews/post-success-by-age-group/index.html) [Find Campaign Purchases\\
\\
FreeMedium](/content/courses/data-science/sql-interviews/find-campaign-purchases/index.html) [Find Revenue by Department\\
\\
Medium](/content/courses/data-science/sql-interviews/find-revenue-by-department/index.html) [Find Customers by Department\\
\\
Medium](/content/courses/data-science/sql-interviews/find-customers-by-department/index.html) [Find Second Highest Order\\
\\
Medium](/content/courses/data-science/sql-interviews/find-second-highest-order/index.html) [Find Conversion Rates\\
\\
FreeMedium](/content/courses/data-science/sql-interviews/find-conversion-rates/index.html) [Find Customer Lifetime Value (LTV)\\
\\
Medium](/content/courses/data-science/sql-interviews/find-customer-lifetime-value/index.html) [Marketing Channel Attribution\\
\\
Medium](/content/courses/data-science/sql-interviews/marketing-channel-attribution/index.html) \\
\\
Analyze Monthly Customer Transactions\\
\\
Free](/content/courses/data-science/sql-interviews/mock-interview-analyze-monthly-customer-transactions/index.html) [Sales Report\\
\\
Medium](/content/courses/data-science/sql-interviews/sales-report/index.html) [Monthly Sales Report\\
\\
Medium](/content/courses/data-science/sql-interviews/monthly-sales-report/index.html) [Top Customer by Orders\\
\\
Medium](/content/courses/data-science/sql-interviews/top-customers-by-orders/index.html) [TV Show Watch Time\\
\\
Medium](/content/courses/data-science/sql-interviews/tv-show-watch-time/index.html) [Nth Ranked Player\\
\\
Medium](/content/courses/data-science/sql-interviews/nth-ranked-player/index.html) [Number of Direct Reports\\
\\
Medium](/content/courses/data-science/sql-interviews/number-of-direct-reports/index.html) [Fraudulent Transactions\\
\\
Medium](/content/courses/data-science/sql-interviews/fraudulent-transactions/index.html) [EPA Temperature Monitoring\\
\\
Medium](/content/courses/data-science/sql-interviews/epa-temperature-monitoring/index.html) [Video Game Matchmaking\\
\\
Medium](/content/courses/data-science/sql-interviews/video-game-matchmaking/index.html) [Walmart Inventory Status\\
\\
Medium](/content/courses/data-science/sql-interviews/walmart-inventory-status/index.html) [Unique Chat Conversations\\
\\
Medium](/content/courses/data-science/sql-interviews/unique-chat-conversations/index.html) [Netflix Genre Ratings\\
\\
FreeMedium](/content/courses/data-science/sql-interviews/netflix-genre-ratings/index.html) [Remove Duplicate Emails\\
\\
Medium](/content/courses/data-science/sql-interviews/remove-duplicate-emails/index.html) [Consecutive Logins\\
\\
Medium](/content/courses/data-science/sql-interviews/consecutive-logins/index.html) [E-commerce: Total Orders by Category\\
\\
Medium](/content/courses/data-science/sql-interviews/e-commerce-iii/index.html)

Hard Practice Questions

14 lessons·1 video

[Total Transaction Volume\\
\\
FreeHard](/content/courses/data-science/sql-interviews/total-transaction-volume/index.html) [Top Salaries by Department\\
\\
FreeHard](/content/courses/data-science/sql-interviews/top-salaries-by-department/index.html) [Employee Hierarchy\\
\\
FreeHard](/content/courses/data-science/sql-interviews/employee-hierarchy/index.html) [Post Success After Failure\\
\\
Hard](/content/courses/data-science/sql-interviews/post-success-after-failure/index.html) [Find Top Customer by Year\\
\\
Hard](/content/courses/data-science/sql-interviews/find-top-customer-by-year/index.html) [Find Monthly Revenue Growth\\
\\
FreeHard](/content/courses/data-science/sql-interviews/find-monthly-revenue-growth/index.html) [Initial Contact Attribution\\
\\
Hard](/content/courses/data-science/sql-interviews/initial-contact-attribution/index.html) [Ranking Salary Deviations\\
\\
Hard](/content/courses/data-science/sql-interviews/ranking-salary-deviations/index.html) [Game Leaderboard\\
\\
Hard](/content/courses/data-science/sql-interviews/game-leaderboard/index.html) [Amazon Order Status\\
\\
FreeHard](/content/courses/data-science/sql-interviews/amazon-order-status/index.html) [Duolingo Leaderboards\\
\\
FreeHard](/content/courses/data-science/sql-interviews/language-leaderboards/index.html) [Validate Bitcoin Transactions\\
\\
Hard](/content/courses/data-science/sql-interviews/validate-bitcoin-transactions/index.html) [E-commerce: Second Earliest Order\\
\\
FreeHard](/content/courses/data-science/sql-interviews/e-commerce-v/index.html) \\
\\
SQL Stored Procedures](/content/courses/data-science/sql-interviews/advanced-sql-stored-procedures/index.html)

### Product Sense and Case Studies

3 modules

32 lessons

13 videos

Product sense is about understanding user needs and designing intuitive, high-impact solutions. In interviews, it’s tested through questions that assess your creativity, empathy, and ability to prioritize. Case studies evaluate your structured thinking—how you break down ambiguous problems and reason through them like a strategic business partner.

Analytical Questions

16 lessons·5 videos

\\
\\
Introduction to Analytical Questions\\
\\
Free](/content/courses/data-science/product-sense-case-studies-questions/intro-analytical/index.html) [How to Answer A/B Testing Questions](/content/courses/data-science/product-sense-case-studies-questions/ab-testing/index.html) [How to Answer Metrics Questions](/content/courses/data-science/product-sense-case-studies-questions/how-to-answer-metrics-questions/index.html) [Rubric for Analytical Interviews](/content/courses/data-science/product-sense-case-studies-questions/analytical-rubric/index.html) [Pick YouTube's Key Metrics](/content/courses/data-science/product-sense-case-studies-questions/youtube-metrics/index.html) [A/B Test Google's Homepage](/content/courses/data-science/product-sense-case-studies-questions/improve-google/index.html) [Top 3 Variables of Uber's Passenger Pickup](/content/courses/data-science/product-sense-case-studies-questions/uber-eta/index.html) \\
\\
Instagram Reels Success Metrics](/content/courses/data-science/product-sense-case-studies-questions/instagram-reels/index.html) \\
\\
LinkedIn Events Success Metrics](/content/courses/data-science/product-sense-case-studies-questions/linkedin-events/index.html) \\
\\
A/B Test Google Maps](/content/courses/data-science/product-sense-case-studies-questions/mock-analytical-abtest-maps/index.html) [Measure Success for Slack Connect](/content/courses/data-science/product-sense-case-studies-questions/practice-slack-connect/index.html) \\
\\
Measure Success for Instagram Discovery](/content/courses/data-science/product-sense-case-studies-questions/measure-success-instagram-discovery/index.html) [A/B Testing Email Campaign](/content/courses/data-science/product-sense-case-studies-questions/ab-testing-email/index.html) [Improving Facebook’s DAU](/content/courses/data-science/product-sense-case-studies-questions/improving-facebooks-dau/index.html) [Diagnosing Instagram DAU Drop](/content/courses/data-science/product-sense-case-studies-questions/diagnosing-instagram-dau-drop/index.html) [More Analytical/Execution Practice](/content/courses/data-science/product-sense-case-studies-questions/more-analytical-practice/index.html)

Product Design Questions

4 lessons·3 videos

\\
\\
Introduction to Product Design Questions](/content/courses/data-science/product-sense-case-studies-questions/intro-product/index.html) [How to Answer Product Design Questions](/content/courses/data-science/product-sense-case-studies-questions/product-design/index.html) \\
\\
Design Facebook Movies\\
\\
Free](/content/courses/data-science/product-sense-case-studies-questions/mock-interview-facebook-movies/index.html) \\
\\
Design Audio Product for Meta](/content/courses/data-science/product-sense-case-studies-questions/design-audio-product-meta/index.html)

Case Studies

12 lessons·5 videos

[Introduction to the Case Study Interview\\
\\
Free](/content/courses/data-science/product-sense-case-studies-questions/case-studies-data-intro/index.html) [How to Answer Case Study Interview Questions](/content/courses/data-science/product-sense-case-studies-questions/answer-case-studies-data/index.html) \\
\\
Investigate Sudden Viewer Drop at Meta](/content/courses/data-science/product-sense-case-studies-questions/investigate-sudden-viewer-drop/index.html) \\
\\
Integrate Data in Netflix License Renewal](/content/courses/data-science/product-sense-case-studies-questions/use-data-netflix-license-renewal/index.html) \\
\\
Balance Ads vs Follower Instagram Posts](/content/courses/data-science/product-sense-case-studies-questions/balance-instagram-ads-followers/index.html) \\
\\
Onsite Technical Round: Combination of SQL, Statistics, and Case Study](/content/courses/data-science/product-sense-case-studies-questions/onsite-technical-round-combination-of-sql-statistics-and-case-study/index.html) \\
\\
Improve Snap Camera Speed](/content/courses/data-science/product-sense-case-studies-questions/snap-camera-speed/index.html) [Instagram Messaging with 3rd Party](/content/courses/data-science/product-sense-case-studies-questions/instagram-messaging-with-3rd-party/index.html) [Facebook Video for Individuals with Hearing Disabilities](/content/courses/data-science/product-sense-case-studies-questions/facebook-video-for-individuals-with-hearing-disabilities/index.html) [Evaluating Facebook’s Emotion Scale](/content/courses/data-science/product-sense-case-studies-questions/evaluating-facebooks-emotion-scale/index.html) [Identifying Conversations in Comments](/content/courses/data-science/product-sense-case-studies-questions/identifying-conversations-in-comments/index.html) [Measuring Product-Market Fit for Meta Video](/content/courses/data-science/product-sense-case-studies-questions/measuring-product-market-fit-for-meta-video/index.html)

### ML Coding Questions for Data Scientists

2 modules

10 lessons

7 videos

Master coding interviews that assess your knowledge of ML frameworks. Learn how to implement core ML components. Particularly important for DS candidates applying for roles in machine learning and algorithms.

Overview

3 lessons

[Introduction to ML Coding Interviews\\
\\
Free](/content/courses/data-science/ml-coding-data-scientist-questions/ml-coding-data-scientist-intro/index.html) [How to Answer ML Coding Interview Questions](/content/courses/data-science/ml-coding-data-scientist-questions/answer-ml-coding-questions/index.html) [Rubric for ML Coding Interviews](/content/courses/data-science/ml-coding-data-scientist-questions/ml-coding-rubric/index.html)

Mock Interviews & Practice Questions

7 lessons·7 videos

Practice actual ML coding questions and compare your answers with experts.

\\
\\
Implement the KNN Algorithm\\
\\
Easy](/content/courses/data-science/ml-coding-data-scientist-questions/implement-k-nearest-neighbor-algorithm/index.html) \\
\\
Implement K-Means Clustering \\
\\
Easy](/content/courses/data-science/ml-coding-data-scientist-questions/implement-k-means-algorithm/index.html) \\
\\
Optimal Value of K in K-Means](/content/courses/data-science/ml-coding-data-scientist-questions/optimal-value-k-in-kmeans/index.html) \\
\\
Implement a 2D Convolutional Filter\\
\\
Medium](/content/courses/data-science/ml-coding-data-scientist-questions/implement-2d-convolutional-filter/index.html) \\
\\
Predict User App Deletion\\
\\
Hard](/content/courses/data-science/ml-coding-data-scientist-questions/predict-likelihood-app-delete/index.html) \\
\\
Predict Harmful Text\\
\\
Hard](/content/courses/data-science/ml-coding-data-scientist-questions/predict-harmful-text-ml/index.html) \\
\\
Split Dataset for Training, Evaluation, Testing](/content/courses/data-science/ml-coding-data-scientist-questions/split-dataset-training-evaluation-testing/index.html)

### ML Concepts Questions for Data Scientists

3 modules

29 lessons

8 videos

Learn best practices for answering ML concepts questions. Particularly important for data science candidates applying for roles in machine learning and algorithms.

Overview

7 lessons·1 video

\\
\\
Introduction to ML Concepts Interviews](/content/courses/data-science/ml-concepts-questions-data-scientists/ml-concepts-intro/index.html) [How to Answer ML Data Handling Questions](/content/courses/data-science/ml-concepts-questions-data-scientists/answer-ml-data-questions/index.html) [How to Answer ML Model Questions](/content/courses/data-science/ml-concepts-questions-data-scientists/answer-ml-model-questions/index.html) [How to Answer ML Evaluation Questions](/content/courses/data-science/ml-concepts-questions-data-scientists/answer-ml-evaluation-questions/index.html) [How to Answer ML Production Questions](/content/courses/data-science/ml-concepts-questions-data-scientists/answer-ml-production-questions/index.html) [Rubric for ML Concepts Interviews](/content/courses/data-science/ml-concepts-questions-data-scientists/ml-concepts-rubric/index.html) [ML Interviews Glossary](/content/courses/data-science/ml-concepts-questions-data-scientists/ml-interview-terms-glossary/index.html)

Model & Algorithm Fundamentals

9 lessons

All you need to know about the most commonly tested models and algorithms, from the core math to practical implementation.

[Linear Regression\\
\\
Free](/content/courses/data-science/ml-concepts-questions-data-scientists/linear-regression/index.html) [Logistic Regression](/content/courses/data-science/ml-concepts-questions-data-scientists/logistic-regression/index.html) [Decision Trees](/content/courses/data-science/ml-concepts-questions-data-scientists/decision-trees/index.html) [Linear SVM](/content/courses/data-science/ml-concepts-questions-data-scientists/linear-svm/index.html) [K Nearest Neighbors](/content/courses/data-science/ml-concepts-questions-data-scientists/k-nearest-neighbors/index.html) [Neural Network](/content/courses/data-science/ml-concepts-questions-data-scientists/neural-network/index.html) [K-Means Clustering](/content/courses/data-science/ml-concepts-questions-data-scientists/k-means/index.html) [Density-Based Spatial Clustering (DBSCAN)](/content/courses/data-science/ml-concepts-questions-data-scientists/dbscan/index.html) [Supervised Model Evaluation](/content/courses/data-science/ml-concepts-questions-data-scientists/model-evaluation/index.html)

Mock Interviews & Practice Questions

13 lessons·7 videos

\\
\\
Describe Linear Regression](/content/courses/data-science/ml-concepts-questions-data-scientists/describe-linear-regression/index.html) [Explain the Bias-Variance Tradeoff](/content/courses/data-science/ml-concepts-questions-data-scientists/bias-variance-tradeoff/index.html) \\
\\
Explain “Training" and “Testing” Data](/content/courses/data-science/ml-concepts-questions-data-scientists/training-testing-data/index.html) \\
\\
Discuss Batch, Mini-Batch, Stochastic Gradient Descent](/content/courses/data-science/ml-concepts-questions-data-scientists/gradient-descent/index.html) \\
\\
Explain Feature Scaling and Normalization](/content/courses/data-science/ml-concepts-questions-data-scientists/feature-scaling-normalization/index.html) \\
\\
Explain Classification vs Regression](/content/courses/data-science/ml-concepts-questions-data-scientists/classification-vs-regression/index.html) \\
\\
Identify When Model Needs Refresh](/content/courses/data-science/ml-concepts-questions-data-scientists/model-refresh/index.html) \\
\\
Handle an Exploding Gradient](/content/courses/data-science/ml-concepts-questions-data-scientists/exploding-gradient/index.html) [Build Fraud Detection Model](/content/courses/data-science/ml-concepts-questions-data-scientists/fraud-detection/index.html) [Describe How Decision Trees are Created](/content/courses/data-science/ml-concepts-questions-data-scientists/describe-decision-trees/index.html) [Measure Algorithm Success](/content/courses/data-science/ml-concepts-questions-data-scientists/measure-algorithm-success/index.html) [Compare Forecast Models to Other ML Models](/content/courses/data-science/ml-concepts-questions-data-scientists/forecast-models-differences/index.html) [Build Recommendation System for Online Courses](/content/courses/data-science/ml-concepts-questions-data-scientists/course-recommendation-system/index.html)

### Get this course, plus everything Aced has to offer

[Upgrade now →](/content/upgrade?course=data-science&src=course/index.html)

Question database and community answers
Get full access to our database of 3,000+ verified interview questions
and browse by company, role, or interview stage. Post your answers
and get community feedback.

Access all our company interview guides
We'll walk you step-by-step through every part of the
interview process, from the recruiting phone screen through
the final round.

Join our members-only Slack community
Connect with your peers in our 25,000-member strong Slack community.
Ask questions, practice interviews, and make connections at
top tech companies.

Mock interviews with AI and peers
Practice real interview questions with unlimited mock interviews,
including early access to our new AI interviewer.

### Frequently asked questions

What's included in the Exponent membership?

With a paid monthly or annual membership, you’ll get:

- Full access to this interview course and 100+ other **interview prep courses and modules**.
- Hundreds of **real interview questions, answers, and walkthroughs**
- Self-paced **video lessons** with expert interview answer frameworks
- Access to **interview rubrics and sample answers** for common interview types
- Unlimited access to **peer-to-peer mock interviews** for product sense, behavioral, and more.
- Access to **AI tools** for mock interview feedback
- A complete library of **company-specific interview guides**
- Membership in our private **Slack community**

Does Exponent offer interview coaching in addition to this course?

Yes! You can purchase coaching for interview prep and career coaching by visiting [https://www.tryexponent.com/coaching](/content/coaching/index.html).

Related courses

Course

Course

### [Data Analyst Interview Prep](/content/courses/data-analytics/index.html)

Ace your data analyst interviews—whether you're targeting product, marketing, or business analyst roles. Tackle real take-home case studies, sharpen your technical and dashboarding skills, and get strategies from interviewers at top tech companies and startups.

Start learning

Course

Course

### [Machine Learning Engineer Interview Prep](/content/courses/ml-engineer/index.html)

Land your dream machine learning role at Meta, Google, Amazon, Apple, Microsoft, Nvidia, and other top companies. Learn from mock interviews, frameworks, and advice from senior candidates. Explore ML system design, core concepts, coding, behavioral interviews, and more.

Start learning

Course

Course

### [Product Management Interview Prep](/content/courses/pm/index.html)

Land your dream PM role at Anthropic, OpenAI, Meta, Apple, Google, and more. AI product sense rounds, vibe-coding prototypes, metrics questions, and the AI fluency interviewers now expect. Ace product strategy, product sense, analytical & execution, leadership & drive (behavioral), and technical PM interviews.

Start learning

formerly Exponent](/content/?src=nav/index.html)

Get updates in your inbox with the latest tips, job listings, and more.

Sign up

## Follow Us

[Subscribe to Aced on YouTube](https://www.youtube.com/@aced_io?sub_confirmation=1 "Subscribe to Aced on YouTube")[Follow Aced on LinkedIn](https://www.linkedin.com/company/tryexponent/ "Follow Aced on LinkedIn")[Follow Aced on TikTok](https://www.tiktok.com/@aced_io "Follow Aced on TikTok")[Follow Aced on Instagram](https://www.instagram.com/aced__io/ "Follow Aced on Instagram")[Like Aced on Facebook](https://www.facebook.com/tryexponent "Like Aced on Facebook")[Follow Aced on X](https://x.com/aced_io "Follow Aced on X")

Products

[Pricing](/content/upgrade?src=footer/index.html) [Courses](/content/courses?src=footer/index.html) [Coaching](/content/coaching?src=footer/index.html) [Interview Guides](/content/guides?src=footer/index.html) [Interview Experiences](/content/experiences?src=footer/index.html) [Interview Questions](/content/questions?src=footer/index.html) [Peer Mock Interviews](/content/practice?src=footer/index.html) [Job Referrals](/content/jobs/referrals?src=footer/index.html) [All Companies](/content/companies?src=footer/index.html)

Courses

[Product Management](/content/courses/pm?src=footer/index.html) [Software Engineering](/content/courses/software-engineering?src=footer/index.html) [Forward Deployed Engineering](/content/courses/forward-deployed-engineering?src=footer/index.html) [AI Engineering](/content/courses/ai-engineering?src=footer/index.html) [System Design](/content/courses/system-design-interviews?src=footer/index.html) [Data Analytics](/content/courses/data-analytics?src=footer/index.html) [Product Analytics](/content/courses/product-analytics?src=footer/index.html) [Data Engineer](/content/courses/data-engineering?src=footer/index.html) [Security Engineering](/content/courses/security-engineer?src=footer/index.html) [Security Analyst](/content/courses/security-analyst?src=footer/index.html)

[Engineering Management](/content/courses/engineering-management?src=footer/index.html) [Technical Program Management](/content/courses/tpm?src=footer/index.html) [UX / Product Design](/content/courses/product-designer-interview?src=footer/index.html) [Data Science](/content/courses/data-science?src=footer/index.html) [SQL Interviews](/content/courses/sql-interviews?src=footer/index.html) [Solutions Architect](/content/courses/solution-architect-interview?src=footer/index.html) [BizOps & Strategy](/content/courses/bizops?src=footer/index.html) [Machine Learning](/content/courses/ml-engineer?src=footer/index.html) [Engineering Behavioral](/content/courses/eng-behavioral?src=footer/index.html) [Generative AI](/content/courses/gen-ai-interviews?src=footer/index.html)

See more...

Interview Questions

[PM Interview Questions](/content/questions?role=pm&src=footer/index.html) [TPM Interview Questions](/content/questions?role=tpm&src=footer/index.html) [EM Interview Questions](/content/questions?role=em&src=footer/index.html) [Software Engineering Interview Questions](/content/questions?role=swe&src=footer/index.html) [Forward Deployed Engineering Interview Questions](/content/questions?role=forward-deployed-engineer&src=footer/index.html) [Data Analytics Interview Questions](/content/questions?role=data-analyst&src=footer/index.html) [Data Engineering Interview Questions](/content/questions?role=data-engineer&src=footer/index.html) [Solutions Architect Interview Questions](/content/questions?role=solutions-architect&src=footer/index.html) [BizOps Interview Questions](/content/questions?role=bizops&src=footer/index.html) [Designer Interview Questions](/content/questions?role=product-designer&src=footer/index.html)

[Machine Learning Interview Questions](/content/questions?role=ml-engineer&src=footer/index.html) [Data Science Interview Questions](/content/questions?role=data-science&src=footer/index.html)

See more...

Interview Experiences

[All Experiences](/content/experiences?src=footer/index.html) [Verified Experiences](/content/experiences?verified=true&src=footer/index.html) [Share Interview Experience](/content/questions/contribute?src=footer/index.html) [PM Experiences](/content/experiences?role=pm&src=footer/index.html) [EM Experiences](/content/experiences?role=em&src=footer/index.html) [SWE Experiences](/content/experiences?role=swe&src=footer/index.html) [OpenAI Experiences](/content/experiences?company=openai&src=footer/index.html) [Anthropic Experiences](/content/experiences?company=anthropic&src=footer/index.html) [Google Experiences](/content/experiences?company=google&src=footer/index.html) [Meta Experiences](/content/experiences?company=meta-facebook&src=footer/index.html)

Popular articles

[Ace the System Design Interview](/content/blog/system-design-interview-guide?src=footer/index.html) [Top Product Manager Interview Questions](/content/blog/top-product-manager-interview-questions?src=footer/index.html) [Amazon Behavioral Interview Questions](/content/blog/how-to-nail-amazons-behavioral-interview-questions?src=footer/index.html) [Best Tech Companies To Work For](/content/blog/best-tech-companies-to-work-for?src=footer/index.html) [Ace the Engineering Manager Interview](/content/blog/how-to-prepare-for-an-engineering-manager-interview?src=footer/index.html) [Aced Blog](/content/blog?src=footer/index.html)

Guides

[Google PM Interviews](/content/guides/google-product-manager-interview?src=footer/index.html) [AWS Solutions Architect Interviews](/content/guides/amazon-solutions-architect-interview?src=footer/index.html) [Amazon PM Interviews](/content/guides/amazon-product-manager-interview?src=footer/index.html) [Google EM Interviews](/content/guides/google-engineering-manager-interview?src=footer/index.html) [Amazon SDM Interviews](/content/guides/amazon-software-development-manager-interview?src=footer/index.html) [Microsoft PM Interviews](/content/guides/microsoft-product-manager-interview?src=footer/index.html)

Coaching

[1:1 Coaching](/content/coaching?src=footer/index.html) [Mock Interviews](/content/coaching?category=mock_interviews&src=footer/index.html) [Resume Review](/content/resume?src=footer/index.html) [Career Coaching](/content/coaching?category=career_coaching&src=footer/index.html) [Negotiation](/content/coaching?category=negotiation&src=footer/index.html)

For Partners

[Affiliate Program](/content/affiliate?src=footer/index.html) [Work With Us](/content/collaborate/index.html) [For Universities](/content/pages/university/index.html) [For Businesses](/content/pages/business/index.html)

Company

[Work With Us](/content/collaborate/index.html) [About Aced](/content/about/index.html) [Support and FAQ](/content/support?src=footer/index.html) [Reviews](/content/reviews?src=footer/index.html) [Aced Blog](/content/blog?src=footer/index.html)

Exponent Labs, LLC ©2026

[Terms of Service](/content/tos/index.html) \| [Privacy](/content/privacy/index.html)

/courses/data-science?src=nav

StripeM-Inner