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Design complex data models and ETL pipelines.
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Courses
Product Management
New
Ace product interviews from strategy cases to technical skills.
Engineering Management
Review key leadership and people management skills.
Software Engineering
Learn essential strategies for coding problems and more.
System Design
Define architectures, interfaces, and databases in a time crunch.
Data Science
Execute statistical techniques and experimentation effectively.
Machine Learning
Review building, evaluating, and deploying AI/ML models.
Data Engineering
Design complex data models and ETL pipelines.
Data Analytics
Translate data into actionable insights and business decisions.
View all courses
Loops
Experiences
Questions
Product Management
Behavioral Questions
Coding Questions
System Design
SQL Questions
Machine Learning
Data Analytics
Data Engineering
Browse all questions
Practice
Coaching
Mock Interviews & Coaching
Practice with our team of senior tech coaches.
Resume Review
Get your resume reviewed by a senior tech recruiter.
Salary Negotiation
Increase your offer with our expert negotiators.
Pricing
More
Job Referrals
Get job referrals to top tech companies.
Blog
Check out our blog on tech interviewing tips, strategies, and more.
Resources
Members-only articles, videos, and interviews.
Work with us
Help us grow the Exponent community.
Perks
Access exclusive member benefits.
For universities
Give your students tech interview prep.
For businesses
Improve your placement rates, outcomes, and more.
For recruiters
Post a job on Exponent's exclusive job board.
Affiliate program
Recommend us to others and earn commission.
Sign up
Log in
Google PM Interviews
Google PM Interview Overview
Google PM Introduction
Google PM Interview Loop
Google PM Evaluation Criteria
Moonshot Ideas
Product Sense Questions
Overview
Introduction to Product Sense Questions
How to Answer Product Sense Questions
Deep Dive: Clarifying Questions
Deep Dive: User Types
Identifying Pain Points
Brainstorming Product Ideas
How to Vibe Code in an Interview
Rubric for Product Sense Interviews
Favorite Product
How to Answer the “Favorite Product” Question
Picking Your Product
Having a Perspective
Improving the Product
Mock Interviews & Practice
Vibe Code a Crypto App
Improve a Product, then Vibe Code an MVP
Improve Zillow
Design Facebook Movies
Improve Headspace
Design Amusement Park App
What's Your Favorite Product?
Design Clubhouse Competitor
More Product Sense Practice
Analytical/Execution Questions
Overview
Introduction to Analytical/Execution Questions
Framework for Goal Setting & North Star Metrics
Deep Dive: North Star Metrics
How to Answer A/B Testing Questions
How to Answer Root Cause Questions
Making & Defending Decisions
Evals: How Do You Know Your AI Product is Working?
Latency, Cost, and Quality Tradeoffs
Rubric for Analytical / Execution Interviews
Archived: Estimation Questions
Mock Interviews & Practice
Optimize Newsfeed Photo Count
Set Facebook Marketplace Goals
Diagnose Nike Conversion Decline
Diagnose TikTok Usage Decline
LinkedIn Events Success Metrics
Instagram Reels Success Metrics
A/B Test Google Maps
Pick YouTube's Key Metrics
A/B Test Google's Homepage
Top 3 Variables of Uber's Passenger Pickup
Measure Success for Slack Connect
More Analytical/Execution Practice
Product Strategy Questions
Overview
Introduction to Product Strategy
How to Answer Product Strategy Questions
Staying Up to Date with Tech & Product Trends
How to Answer Go-to-Market Questions
How to Answer Pricing Questions
How to Answer Growth Questions
Rubric for Product Strategy Interviews
Mock Interviews & Practice
How Would You 2X Grammarly's Paid Subscribers?
Build an AI Career Coach
Food Delivery Time Increase
Samsung Gaming Market Entry
Biggest Threat to YouTube
Increase Airbnb Bookings
Apple Modular Phone Product
Google Rideshare Market Entry
More Product Strategy Practice
Cross-Functional Collaboration Questions
Overview
Introduction to Cross-Functional Collaboration Questions
Understanding Google's Product Culture
Building a Cross-Functional Story Bank
Questions on Conflict Resolution
Mock Interviews & Practice Questions
Conflicting Product Requirements
Advocating for a New Feature
Helping a Team Member
Craft and Execution Questions
Overview
Introduction to Craft and Execution Questions
How to Answer Craft and Execution Questions
Answering Classic Execution Questions
Mock Interviews & Practice Questions
Pre-launch Metrics Down
Prepare a Product Review
Sunsetting a Product
Define a Meaningful Social Interaction Metric
Diagnose Lyft Driver Cancellations
Diagnose TikTok Usage Decline
Mock Execution Interview Simulator
Favorite Product Questions
How to Answer the “Favorite Product” Question
Picking Your Product
Having a Perspective
Improving the Product
Google Home Hub
Technical & AI Questions
Overview
Introduction to Technical Questions
System Design for PMs
AI Technical Fluency
Rubric for Technical PM Interviews
Mock Interviews & Practice
Google Docs
Autonomous Vehicles
Design a URL Shortener
Typing a URL Into a Browser
More Technical Question Practice
Take-Home Assignments
Introduction to Take-home Assignments
AI Prompt Toolkit for Take-Home Prep
Going Above and Beyond
Rubric for Take-home Assignments
Interview Tips & Frameworks
Tips
How to Pause
Discussing Tradeoffs
How To Check In With Interviewers
Acing Phone Interviews
How To Get Unstuck
What To Do Before an Interview
Using the Whiteboard
Frameworks
Framework: Broad Then Deep
Framework: The Triangle Method
Estimation Questions
Overview
Introduction to Estimation Questions
How to Answer Estimation Questions
Estimation Strategies and Tricks
Quick Reference for Estimation Questions
Rubric for Estimation Interviews
Mock Interviews & Practice
Estimate Internet Bandwidth for Campus
Estimate Self-Driving Cars
Estimate Play Store Earnings
Estimate Airbnb's Revenue
Estimate Empire State Building Weight
Estimate Uber Drivers for SF
Estimate Restaurants In SF
Estimate Shampoo Bottle Sales
More Estimation Question Practice
Unlock full course
Google PM Interviews
Google PM Interview Overview
Google PM Introduction
Google PM Interview Loop
Google PM Evaluation Criteria
Moonshot Ideas
Product Sense Questions
Overview
Introduction to Product Sense Questions
How to Answer Product Sense Questions
Deep Dive: Clarifying Questions
Deep Dive: User Types
Identifying Pain Points
Brainstorming Product Ideas
How to Vibe Code in an Interview
Rubric for Product Sense Interviews
Favorite Product
How to Answer the “Favorite Product” Question
Picking Your Product
Having a Perspective
Improving the Product
Mock Interviews & Practice
Vibe Code a Crypto App
Improve a Product, then Vibe Code an MVP
Improve Zillow
Design Facebook Movies
Improve Headspace
Design Amusement Park App
What's Your Favorite Product?
Design Clubhouse Competitor
More Product Sense Practice
Analytical/Execution Questions
Overview
Introduction to Analytical/Execution Questions
Framework for Goal Setting & North Star Metrics
Deep Dive: North Star Metrics
How to Answer A/B Testing Questions
How to Answer Root Cause Questions
Making & Defending Decisions
Evals: How Do You Know Your AI Product is Working?
Latency, Cost, and Quality Tradeoffs
Rubric for Analytical / Execution Interviews
Archived: Estimation Questions
Mock Interviews & Practice
Optimize Newsfeed Photo Count
Set Facebook Marketplace Goals
Diagnose Nike Conversion Decline
Diagnose TikTok Usage Decline
LinkedIn Events Success Metrics
Instagram Reels Success Metrics
A/B Test Google Maps
Pick YouTube's Key Metrics
A/B Test Google's Homepage
Top 3 Variables of Uber's Passenger Pickup
Measure Success for Slack Connect
More Analytical/Execution Practice
Product Strategy Questions
Overview
Introduction to Product Strategy
How to Answer Product Strategy Questions
Staying Up to Date with Tech & Product Trends
How to Answer Go-to-Market Questions
How to Answer Pricing Questions
How to Answer Growth Questions
Rubric for Product Strategy Interviews
Mock Interviews & Practice
How Would You 2X Grammarly's Paid Subscribers?
Build an AI Career Coach
Food Delivery Time Increase
Samsung Gaming Market Entry
Biggest Threat to YouTube
Increase Airbnb Bookings
Apple Modular Phone Product
Google Rideshare Market Entry
More Product Strategy Practice
Cross-Functional Collaboration Questions
Overview
Introduction to Cross-Functional Collaboration Questions
Understanding Google's Product Culture
Building a Cross-Functional Story Bank
Questions on Conflict Resolution
Mock Interviews & Practice Questions
Conflicting Product Requirements
Advocating for a New Feature
Helping a Team Member
Craft and Execution Questions
Overview
Introduction to Craft and Execution Questions
How to Answer Craft and Execution Questions
Answering Classic Execution Questions
Mock Interviews & Practice Questions
Pre-launch Metrics Down
Prepare a Product Review
Sunsetting a Product
Define a Meaningful Social Interaction Metric
Diagnose Lyft Driver Cancellations
Diagnose TikTok Usage Decline
Mock Execution Interview Simulator
Favorite Product Questions
How to Answer the “Favorite Product” Question
Picking Your Product
Having a Perspective
Improving the Product
Google Home Hub
Technical & AI Questions
Overview
Introduction to Technical Questions
System Design for PMs
AI Technical Fluency
Rubric for Technical PM Interviews
Mock Interviews & Practice
Google Docs
Autonomous Vehicles
Design a URL Shortener
Typing a URL Into a Browser
More Technical Question Practice
Take-Home Assignments
Introduction to Take-home Assignments
AI Prompt Toolkit for Take-Home Prep
Going Above and Beyond
Rubric for Take-home Assignments
Interview Tips & Frameworks
Tips
How to Pause
Discussing Tradeoffs
How To Check In With Interviewers
Acing Phone Interviews
How To Get Unstuck
What To Do Before an Interview
Using the Whiteboard
Frameworks
Framework: Broad Then Deep
Framework: The Triangle Method
Estimation Questions
Overview
Introduction to Estimation Questions
How to Answer Estimation Questions
Estimation Strategies and Tricks
Quick Reference for Estimation Questions
Rubric for Estimation Interviews
Mock Interviews & Practice
Estimate Internet Bandwidth for Campus
Estimate Self-Driving Cars
Estimate Play Store Earnings
Estimate Airbnb's Revenue
Estimate Empire State Building Weight
Estimate Uber Drivers for SF
Estimate Restaurants In SF
Estimate Shampoo Bottle Sales
More Estimation Question Practice
Unlock full course
Courses
Google PM Interviews
Cross-Functional Collaboration Questions
Mock Interviews & Practice Questions
Advocating for a New Feature
Premium
Watch Matt, former Google APM and Exponent coach, answer a cross-functional collaboration question on handling conflicting priorities.
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