Course Library - Aced (formerly Exponent)

Course Library

Structured interview prep paths designed by experts and tailored for specific roles, companies, and skills.

AllPMEMSWEFDEData AnalyticsData EngineeringMachine LearningCybersecurityBehavioralSystem DesignTPMUX / Product DesignProduct AnalyticsData ScienceSQLAmazonGoogleMetaSolutions ArchitectBizOps

Learning Path

AI Engineering Interview Prep

6 courses

Ace the AI engineering interview at top companies like Google, Anthropic, Meta, and OpenAI. Learn from detailed frameworks, example questions, and mock interviews with senior engineers. Practice system design, AI/ML concepts, AI-assisted coding, and behavioral rounds.

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Learning Path

Forward Deployed Engineering Interviews

9 courses

Land your next role in forward deployed engineering (FDE) at top companies like Google, Anthropic, OpenAI, and startups. Learn from mock interviews, frameworks, and advice from senior candidates. Perfect your system design, coding, and behavioral interviews.

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Learning Path

Investment Banking Interview Prep

10 courses

Land your dream investment banking role at Goldman Sachs, J.P. Morgan, Citi, Morgan Stanley, and more. Built by analysts who ran this exact process and got the offers: 90+ written lessons, 180+ recorded mock answers, and the grading rubrics banks actually use. Prep for networking, first rounds, technicals, and Superdays.

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Learning Path

Security Engineer Interview Prep

6 courses

The first interview course dedicated to security engineers. Gain expertise in system hardening, detection architecture, cloud security, and AI-powered automation, taught by practitioners with real experience building controls at scale and by interviewers who have evaluated hundreds of candidates.

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Security Analyst Interview Prep

5 courses

The first-ever interview course designed for security analysts. Learn SIEM fundamentals, incident response and triage, automation and AI, and detection design from experts at top cybersecurity firms who’ve conducted hundreds of interviews.

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Learning Path

Product Analyst Interview Prep

7 courses

Ace your product analyst interviews—whether you’re targeting product, growth, or strategy roles. Master product sense questions, tackle real analytics case studies, and learn how to drive product decisions with data using strategies from interviewers at top tech companies and startups.

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Learning Path

Data Analyst Interview Prep

6 courses1,000 students

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.

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Learning Path

Data Engineering Interview Prep

6 courses3,700 students

Land your dream data engineering role at Meta, Google, Amazon, Microsoft, Walmart, DoorDash, and other top companies. Learn from mock interviews, frameworks, and advice from senior candidates. Practice data modeling, pipeline design, SQL, coding, behavioral interviews, and more.

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Learning Path

Data Science Interview Prep

8 courses5,300 students

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.

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Learning Path

Machine Learning Engineer Interview Prep

6 courses9,400 students

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.

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Learning Path

Product Management Interview Prep

7 courses58,100 students

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.

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Learning Path

Software Engineering Interview Prep

5 courses41,700 students

Land your dream software engineering role at Google, Amazon, Microsoft, Meta, Apple, and other top companies. Learn from mock interviews, frameworks, and advice from senior candidates—practice data structures, algorithms, system design, people management, behavioral interviews, and more.

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Learning Path

Engineering Management Interview Prep

5 courses19,400 students

Land your dream engineering manager role at Meta, Google, Amazon, Microsoft, Stripe, and other top companies. Learn from mock interviews, frameworks, and advice from senior candidates. Explore system design, people management, project retros, behavioral interviews, and more.

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Learning Path

TPM Interview Prep

5 courses18,700 students

Land your dream program management role at Google, Meta, Amazon, Microsoft, Apple, and other top companies. Learn from mock interviews, frameworks, and advice from senior candidates. Practice system design, program sense, cross-functional projects, behavioral interviews and more.

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Learning Path

Complete PMM Interview Course

6 courses3,900 students

Our product marketing management interview course teaches the fundamentals of acing the PMM interview, including sample question & answer content on process and marketing skills. Applies to all companies, including big-tech and startups. This course covers the fundamentals of product marketing management interviewing, with lessons on analytics, product sense, and how to answer the favorite campaign question.

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Learning Path

Amazon Interviews

3 courses13,400 students

Learn how to ace your Amazon interview with our in-depth look at the interview process, tips, and example interview questions.

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Learning Path

Google PM Interviews

11 courses13,100 students

Learn how to ace your Google PM interview with our in-depth look at the interview process, tips, and example interview questions. We'll examine frequently asked questions about the Google interview process, including hiring criteria and tips to succeed in the interview. Product management at Google is incredibly rewarding, with its huge scale and mission to help billions of users access information.

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Learning Path

Meta (Facebook) PM Interview Course

10 courses7,600 students

Learn how to ace your Facebook PM interview with our in-depth look at the interview process, tips, and example interview questions. In this course, we'll examine frequently asked questions about the Facebook interview process, including hiring criteria and tips to succeed in the interview. Product management at Facebook is incredibly rewarding, with its huge scale and mission to connect billions of users across the world.

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Learning Path

Amazon Software Development Manager (SDM) Interview Course

5 courses2,800 students

Learn to ace the Amazon engineering management interview process from start to finish with practical examples and strategies from top managers from Amazon. Get the inside scoop on what it takes to ace the engineering management interview with this comprehensive learning track. We cover the Amazon SDM interview loop in detail, the fundamentals of people management and team planning, plus our complete system design course.

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Learning Path

Amazon Software Development Engineer (SDE) Interview Course

5 courses4,600 students

Our Amazon software engineering interview course helps you review the most important data structures, algorithms, and system design principles, with detailed questions and mock interviews with a focus on Amazon's leadership principles.

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Learning Path

Product Skills Course

4 courses5,900 students

This course covers the fundamentals of product management, helping you understand the basic skills a product manager needs.

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Learning Path

UX & Product Design Interview Prep

6 courses4,900 students

Land your dream UX and product designer job at Meta, Google, Apple, Microsoft, Amazon, and other top companies. Learn from mock interviews, take-home assignments, and advice from senior candidates. Practice user research, visual design, product design, and behavioral interviews.

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Learning Path

Solutions Architect Interview Prep

6 courses5,500 students

Land your dream solutions architect job at Amazon, Google, Meta, Microsoft, Salesforce, and other top companies. Learn from mock interviews, frameworks, and advice from senior candidates. Practice system design principles and leadership skills to ace your interviews.

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Learning Path

Amazon Solutions Architect Interview Course

7 courses1,600 students

Our Amazon AWS solution architect interview course helps you review the most important system design principles and leadership principles to ace your Amazon solution architect interview, with detailed questions and mock interviews.

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Learning Path

BizOps & Strategy Interview Prep

6 courses4,500 students

Land your dream operations and strategy role at Google, Meta, Amazon, Uber, Microsoft, and other top companies. Learn from mock interviews, frameworks, and advice from senior candidates. Practice strategic decision-making, stakeholder management, product strategy, analytics, and behavioral interviews.

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Course

Behavioral Questions for Forward-Deployed Engineers

28 lessons

A customer sits on the other side of most of the FDE job, so interviewers are deciding whether they can trust you in the room with one. We'll teach you the three question types and how to answer the customer-facing ones even if you've never held a customer-facing title.

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Course

Project Deep Dives for Forward-Deployed Engineers

4 lessons

A full 45 minutes on one project you already built, judged on technical depth as much as business impact. We'll show you how to pick the right project, structure your slides, and answer the follow-ups interviewers use to stump you.

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Course

Practical Coding Interviews

13 lessons

This course covers new practical and AI-assisted coding interviews, where engineers are expected to build, extend, and debug realistic codebases and work alongside coding agents.

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Course

Decomposition Questions

6 lessons

Learn how to answer the most challenging round in the FDE loop: decomposition questions. Pioneered by Palantir (also known as open-ended questions) and now popular at other companies, these questions reward a specific way of thinking. Demystify what interviewers are looking for, and see how real FDEs answer these questions themselves.

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Course

Mastering Agentic AI: Everything You Need to Know

3 lessons

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Course

Investment Banking Interview Fast Track

5 lessons

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Course

AI Company Interview Experiences

44 lessons

Hear from candidates who recently interviewed at leading AI companies including OpenAI, Anthropic, Nvidia, xAI, Cursor, ElevenLabs, Lovable, and more. Learn what interviewers actually ask and get practical advice from people who’ve been through the process.

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Course

Generative AI Interviews

16 lessons

Ace your interviews at AI-first and AI-powered companies. Learn to explain how Gen AI really works, where it fails, and how to use it responsibly. Understand how top tech companies build and deploy AI products and how generative AI works in production, from LLMs and RAG systems to real-world deployment.

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Course

Technical Questions for Security Engineers

29 lessons

Get a structured playbook for every major security topic: what you’ll be asked, how to reason through it, and how to answer with clarity and technical depth.

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Course

Security System Design Interviews

7 lessons

Master security system design interviews with a structured SALT framework, real-world design rubrics, and core security patterns that help you justify every decision under pressure.

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Course

Take-home Case Studies for Security Engineers

4 lessons

Master take-home case studies with a structured approach to secure design, risk tradeoffs, and communication to both technical and non-security audiences.

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Course

Behavioral Questions for Security Engineers

7 lessons

Behavioral interviews are where many strong security engineers fall short. Learn to showcase your judgment and leadership in high-pressure situations with a proven, security-focused STAR approach.

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Course

Technical Questions for Security Analysts

31 lessons

Learn a structured investigation framework to analyze security logs, identify indicators of compromise, and communicate your threat analysis confidently in technical interviews.

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Course

Scenario-Based Questions for Security Analysts

12 lessons

Transform security incidents into confident responses. Master real-world cybersecurity scenarios, articulate your incident response methodology, and showcase the analytical mindset SOC teams value.

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Course

Take-home Case Studies for Security Analysts

6 lessons

Excel at SOC analyst interview challenges using field-tested frameworks, from security log analysis to incident triage exercises.

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Course

Behavioral Questions for Security Analysts

8 lessons

Learn how to communicate your incident response skills with structured, confident storytelling that highlights composure, collaboration, and practical security judgment.

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Course

Product Sense and Case Studies

32 lessons100 students

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.

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Course

Behavioral Interviews: A Practical Guide for Engineers

28 lessons

Get offers at the level you deserve. Prep for senior+ behavioral interviews at FAANG and Tier-1 companies. Made with staff and principal engineers from Meta, Netflix, Google, and more. Avoid downleveling, elevate past projects, and stop sounding like a robot.

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Course

Behavioral Questions for Data Analysts

13 lessons100 students

Learn how to succeed in behavioral interviews by mastering what interviewers look for and how to structure your answers. You’ll explore proven frameworks like STAR and the Triangle Method, build your story bank, and watch expert examples of strong responses to real questions.

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Course

Take-home Case Studies for Data Analysts

5 lessons100 students

Take-home case studies are a common and critical part of the data analyst interview process. Understand how to approach these projects with a structured framework. Practice with real examples to see what great submissions look like and how to stand out.

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Course

Analytical Problem Solving Questions

13 lessons200 students

Analytical problem solving occurs throughout the interview, from case studies to one-off questions. Learn to recognize the key question types, apply structured frameworks, and walk through real case examples. Use our mock interviews and evaluation rubrics to tackle any analytical question clearly and confidently.

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Course

Technical Questions for Data Analysts

26 lessons500 students

Get hands-on practice with SQL, Excel, data visualization, statistics, and the full analysis workflow. Learn how top candidates succeed with mock interviews, rubrics, and frameworks.

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Course

Data Pipeline Design Questions

30 lessons1,400 students

Learn to gather requirements, choose storage, and optimize extraction, transformation, and loading. Build scalable, fault-tolerant pipelines and avoid common pitfalls.

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Course

Data Modeling Questions

36 lessons2,300 students

Learn how to answer data modeling interview questions on topics include dimensional modeling, fact tables, normalization, star schemas, and more.

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Course

Python Coding Questions for Data Scientists

18 lessons1,000 students

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.

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Course

ML Concepts Questions for Data Scientists

29 lessons1,000 students

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

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Course

ML Coding Questions for Data Scientists

10 lessons900 students

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.

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Course

Data Communications Questions

7 lessons1,300 students

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.

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Course

Statistics and Experimentation Questions

77 lessons2,900 students

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.

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Course

ML Coding Questions

10 lessons1,400 students

Master coding interviews that assess your knowledge of machine learning frameworks. Learn how to implement core machine learning components.

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Course

ML Concepts Questions

25 lessons2,600 students

Learn best practices for answering machine learning concept interview questions.

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Course

ML System Design Questions

19 lessons6,400 students

Brush up on the fundamentals and learn a framework for tackling machine learning system design problems.

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Course

Salary Negotiation Course

24 lessons1,500 students

Increase your chances of receiving a great job offer at Google, Amazon, Meta, Microsoft, Apple, and other top companies with our salary and negotiation course. Navigate the negotiation process through scenarios and role-plays. Use our exact phrases and frameworks to secure the best compensation package.

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Course

SQL Interviews

98 lessons6,200 students

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.

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Course

Leadership & Drive Questions

15 lessons

Behavioral interviews, now commonly referred to as Leadership & Drive interviews, play a key role in how companies assess your seniority. Learn the storytelling techniques and preparation strategies top candidates use to stand out.

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Course

Estimation Questions

14 lessons37,900 students

How many ping pong balls fit into a helicopter? Google and many other tech companies are infamous for asking seemingly ridiculous estimation questions, also known as Fermi Problems. These questions are common in product management interviews.

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Course

Analytical/Execution Questions

22 lessons36,400 students

Analytical/execution has morphed into a more rigorous round since the AI era began. We'll teach you the question types and frameworks for each.

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Course

Execution Questions

9 lessons22,600 students

Execution questions are all about dealing with a live issue in a technology platform. How would you diagnose the issue? What would you do to investigate further? In this section, we'll break down the execution question and show you detailed examples of how to ace the execution PM interview from the PM interviewers who ask the questions. Plus, we have a simulated interview experience to test yourself.

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Course

Product Sense Questions

21 lessons

Learn our approach to product sense with specific call-outs for your target level, how to tie your choices to the company's mission, and how to modernize your approach for the AI era.

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Course

Product Strategy Questions

16 lessons29,900 students

Product strategy is fundamentally different in the AI era, and we'll tell you exactly how to approach these rounds effectively within the new rules.

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Course

Program Sense Questions

8 lessons9,000 students

Program sense questions are the bread and butter of program management. They assess your ability to create, operate, and even shut-down existing programs. In this course, we outline what you need to know to ace the program sense interview.

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Course

How to Get the Interview

9 lessons22,500 students

Wondering how to get the interview? Stuck on the stages before the actual interview prep part of the process? Here's our course on how to actually get the interview, including must-know tips on how your resume is evaluated and how to get referrals.

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Course

Amazon Leadership Principles

22 lessons24,900 students

The key to success at an Amazon interview is studying their leadership principles in detail. Unlike other tech companies, Amazon asks mainly behavioral questions along the lines of their leadership principles. In this course, we lay out how to succeed in Amazon interviews along with a mock video for each Amazon leadership principle.

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Course

Take-Home Assignments

4 lessons10,500 students

Learn what take-homes actually look like today and get our AI prompt toolkit, which shows you exactly how to ideate and execute.

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Course

Favorite Product Questions

5 lessons17,200 students

What's your favorite product and why? This question is asked in nearly every PM and PMM interview question, and is critical to success in the interview. This is perhaps the most important question to prepare for out of all the questions when getting ready for the product interview.

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Course

Fundamentals of Analytics for PMs

8 lessons7,000 students

This course covers the fundamentals of analytics.

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Course

How to Design and Run Experiments

8 lessons3,200 students

This course covers the fundamentals of experimentation.

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Course

How to Conduct User Experience Research

8 lessons1,900 students

User research helps you gain the user understanding to do so effectively — and helps you answer questions that arise throughout the process.

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Course

Technical Basics for PMs

8 lessons3,000 students

Learn fundamentals of working with a technical team and key steps to take when starting to work with new engineering teams.

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Course

Cross-functional TPM Interviews

10 lessons12,200 students

Being a TPM is all about cross-functional relationships, which is why it makes sense that these questions will often come up in your interviews. Here's how to ace them.

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Course

Cross-functional PMM Interviews

4 lessons2,700 students

Being a PMM is all about cross-functional relationships, which is why it makes sense that these questions will often come up in your interviews. Here's how to ace them.

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Course

Common PMM Interview Questions

12 lessons5,200 students

This course covers the most common product marketing interview questions, with example answers. These questions are asked in almost every PMM interview, and are worth preparing before each interview.

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Course

Marketing Strategy Questions

7 lessons3,900 students

This course covers the fundamentals of marketing strategy interview questions, with example answers. Marketing strategy questions involve high-level decisions like go-to-market plans and positioning.

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Course

Marketing Case Questions

10 lessons2,700 students

This course covers the fundamentals of marketing case interview questions, with example answers. Marketing strategy questions involve high-level decisions like go-to-market plans and positioning.

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Course

User Insight Questions

6 lessons2,100 students

All great product people know how to empathize and relate to users. These questions test for a candidate's user empathy and insight abilities.

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Course

Interview Tips & Frameworks

9 lessons30,400 students

All great product people know how to empathize and relate to users. These questions test for a candidate's user empathy and insight abilities.

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Course

System Design Interviews

71 lessons30,000 students

Learn how to answer the latest system design questions across product, infrastructure, and AI domains. Features in-depth video examples, written breakdowns, and helpful reference patterns. Watch senior engineers and managers answer these questions in mock interview videos.

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Course

How to Break into Fintech

7 lessons1,000 students

From cryptocurrency to social payments, the fintech industry is booming with lots of exciting opportunities. If you're interested in learning more, check out this guide for 'Breaking into Fintech', where we include interviews with industry experts, explain some top trends, and even list some of the most exciting companies operating in the space!

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Course

Behavioral Interviews

13 lessons14,200 students

Behavioral interviews are an essential part of every interview, yet candidates often underprepare for them. Especially in more senior roles, you'll be tested on your ability to effectively communicate, listen, and speak to past experiences.

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Course

People Management Questions

21 lessons13,800 students

Here's how to answer questions about people management in engineering manager interviews.

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Course

Project Retrospective Questions

6 lessons7,900 students

Here's how to answer project retrospective questions in engineering manager interviews.

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Course

Software Engineering Coding Questions

118 lessons23,200 students

Review fundamental SWE concepts to help you tackle programming problems with confidence. Master the key data structures and algorithms in a variety of real coding questions and expert videos.

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Course

Behavioral Interviews for Engineers

11 lessons11,000 students

This course will teach you to answer experiential, hypothetical, and culture-fit interview questions with ease.

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Course

App Critiques

8 lessons2,600 students

This course covers how to effectively answer an app critique question in a product design interview, UX design interview, or visual design interview.

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Course

Portfolio Reviews

6 lessons2,100 students

This course covers how to effectively answer portfolio review questions in a product design interview, UX design interview, or visual design interview.

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Course

Behavioral Interviews for Solutions Architects

11 lessons1,600 students

This course will teach you to answer experiential, hypothetical, and presentation interview questions with ease.

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Course

Cross-Functional Collaboration Questions

7 lessons3,000 students

Worried Google's new Cross-Functional Collaboration PM interview? We'll teach you exactly what to expect, what Google looks for in product leaders, and how to build a robust story bank that positions you as the perfect PM hire.

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Course

Craft and Execution Questions

9 lessons3,000 students

Preparing for Google's new Craft and Execution PM interview? We'll teach you exactly what to expect, how to prepare, and run through some review exercises designed to position you as a master of the craft of product management.

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Course

Stakeholder Management Questions

5 lessons2,300 students

This course teaches the fundamentals of stakeholder management interviewing for BizOps, from getting to know your audience and tailoring presentations accordingly, to building trustful relationships and establishing credibility.

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Course

Strategic Decision-Making Questions

8 lessons2,400 students

Learn a foolproof process for answering strategic decision-making questions in BizOps interviews, from gathering problem context, to establishing guiding principles, to building an option set and iterating again and again.

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Course

Project Management Questions

4 lessons1,800 students

Learn the basics of project management interviewing for BizOps, from establishing level of ownership to project management tools, frameworks and best-practices for project team collaboration.

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Course

BizOps Behavioral Interview Tips

5 lessons1,500 students

Learn to build an interview-ready story bank for behavioral questions, practice frameworks to keep you engaged and on-track, and find suggestions for further practice.

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Course

Design Challenges

6 lessons1,400 students

This course covers all you need to know to ace design challenges, including design thinking, whiteboard challenges, and take-homes.

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Course

Technical Questions for Solutions Architects

7 lessons1,800 students

In this course, you'll prepare for technical questions you're likely to get as an Solutions Architect. You'll review key cloud architecture concepts as they apply in the real world, practice choosing APIs, designing database schemas and more, through interview answers written by senior solutions architects.

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Course

BizOps Data Questions

8 lessons2,700 students

Learn the basics of data skills for BizOps interviews, from gut-checking raw data, to basic data manipulation and visualization, setting metrics, and experimentation using A/B tests.

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Course

Customer Interaction Interviews

12 lessons1,700 students

Ace your SA interviews with this customer interaction course! Written by a Senior Solutions Architect @ Salesforce, you'll learn frameworks for acing discovery, demos, and objection handling, both in interviews and on-the-job.

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