What is a Data Scientist? Role And Career Insights
What does a data scientist do? What is the role of a data scientist in large and small companies? Learn the key responsibilities, skills, and impac...
Aced Team
Aced Blog
Read our latest blog posts on product management, software engineering, and other tech roles.
Get a Job at Stripe: Interview Process and Top Questions
Learn how to prepare for Stripe interviews with this in-depth guide. We break down the Stripe interview process and the top questions you should e...
Aced Team
Data Scientist vs Data Engineer: Key Differences and Career Insights
Interested in learning the differences between data science and data engineering? Thinking of a career as a data scientist or a data engineer?
Aced Team
Top 20 Python ML Interview Questions and Answers (2026 Guide)
Learn the most commonly asked Python machine learning interview questions and answers, including Python fundamentals and Python libraries related t...
Aced Team
Top 25 SQL Data Science Interview Questions
SQL is a fundamental topic in data science interviews at all levels. Querying, manipulating, and interpreting data are key skills for any data scie...
Aced Team
Get a Job at TikTok: Interview Process and Top Questions
Curious about the TikTok interview process? Learn what questions to expect and how to get a job at TikTok.
Christy Umberger
Get a Job at Shopify: Interview Process and Top Questions
Curious about the Shopify interview process? Learn what questions to expect and how to get a job at Shopify.
Aced Team
Get a Job at Spotify: Interview Process and Top Questions
Curious about the Spotify interview process? Learn what questions to expect and how to get a job at Spotify.
Aced Team
Top 25 Python Data Science Interview Questions (2026 Guide)
Learn the most commonly asked Python data science interview questions and answers, including Python fundamentals and Python libraries related to da...
Aced Team
Top 25 Statistics Data Science Interview Questions (2026 Guide)
Learn the most commonly asked statistics data science interview questions and answers, including data pre-processing, probability, regression, and ...
Aced Team
Machine Learning Interview Questions & Answers (2026)
Learn the most commonly asked machine learning interview questions and answers, including conceptual, coding, and system design questions.
Aced Team
Get a Job in Tech: Interview Process and Prep
Learn about the tech interview process, including application tips, recruiter calls, technical screenings, and onsite interviews, with insights on ...
Aced Team
Introducing Aced Practice: Elevating Peer Mock Interviews
We’re excited to announce Exponent Practice, a major upgrade to our peer-to-peer mock interview platform.
Aced Team
How to Prepare for a Tech Mock Interview: Tips for Success
Mock interviews help you hone your interviewing skills, refine your responses, and familiarize yourself with likely interview questions.
Aced Team
Case Study: Georgia Tech College of Computing
How Georgia Tech's College of Computing uses Exponent to prepare their students for careers in technology. 👋Want to help your students land more t...
Aced Team
How to Get a Job After Graduating from a Coding Bootcamp
Trying to get a job after graduating from a coding bootcamp? Learn how to prepare and ace your interviews.
Aced Team
Machine Learning System Design Interview (2026 Guide)
The machine learning system design interview asks you to design a complete ML system end to end, from framing an open-ended problem to building the...
Aced Team
Machine Learning Interview Prep (2026 Guide)
Machine learning interviews in 2026 pair a software-engineering coding standard with real ML system design in a single loop. This guide breaks down...
Aced Team
Complete Guide to Negotiating Your Tech Salary and Compensation
Get the tech salary you deserve. Learn how to navigate salary negotiation, exploding offers, equity, and more.
Aced Team
Cloud Solutions for Legacy Systems as a Solutions Architect (Interview)
Implementing a cloud solution for a company's legacy system can be challenging as a Solutions Architect. Legacy systems, such as mainframes or old...
Aced Team
Navigating Price Objections as a Solutions Architect: Mock Interview and Answer
As a solutions architect, navigating price objections during the sales cycle can be a common hurdle. Learn how to address concerns in this mock int...
Aced Team
Design a Distributed Message Queue: System Design Mock Interview
Learn how to answer the system design interview question, "Design a distributed message queue," with this mock interview response from an eBay engi...
Aced Team
Design a Hotel Booking Service - System Design Interview (Question + Answer)
Design a hotel booking system in this system design mock interview. Learn about functional and non-functional requirements, back-end approaches, an...
Aced Team
Design ChatGPT - System Design Mock Interview
Learn about ChatGPT, a system that uses a Transformer model for generating replies. Discover how to design chatbots using supervised fine-tuning an...
Aced Team
APM Map by Exponent
Discover resources to help you navigate your journey into product management APM Map is now part of Exponent: the ultimate destination for technic...
Stephen Cognetta
Exponent Acquires Nova Platform
We are thrilled to announce that Exponent has acquired the Nova platform, a next-generation professional social network founded by Andrew Tan. At ...
Stephen Cognetta
Exponent Acquires Learn Educate Discover
We're thrilled to announce that Exponent has acquired Learn Educate Discover, the popular online platform founded by Sonali Mangal.
Stephen Cognetta
Meta Layoffs Tracker
Here's what we know so far about Meta's round of layoffs in March, 2023. We spoke with employees at Meta and gathered up all the information we co...
Aced Team
How to Write a Resume for Apple + Templates
Trying to get a job at Apple? Learn how to craft the perfect resume for applying to a job at Apple.
Anthony Pellegrino
Nail the Transition From Sales to Marketing
Thinking about making the leap to marketing from sales? Skills like SEO and brand building are needed. But salespeople make some of the best market...
Anthony Pellegrino
Netflix Salary Negotiation Guide
Learn how to negotiate your Netflix compensation package, including salary, benefits, and stock options.
Anthony Pellegrino
System Design Interview: Load Balancers
Learn the fundamentals of load balancers and questions you might get during a system design interview.
Aced Team
Venture Capital Behavioral Mock Interview: Why Floodgate?
Prepare for your venture capital interviews with this mock behavioral interview. Learn how to answer why you want to work in VC and what makes you ...
Aced Team
Design Food Delivery System like Uber Eats (Mock Interview)
Learn about the system design process for Uber Eats, a food delivery app. Neeraj, an Engineering Manager at eBay, explains the functional and non-f...
Omar Hijazi
How to Succeed as a Non-Technical Product Manager
Are you a non-technical product manager looking for career advice? Learn about essential skills and how to build and manage technical products.
Anthony Pellegrino
1:1 Candidate Support—Carrus.io joins Exponent
We're excited to welcome Carrus.io to the Exponent community.
Stephen Cognetta
Should You Become a Product Manager?
Thinking of breaking into product management in 2023? Get a preview of the career and projects you'll be working on.
Aced Team
MC List is Joining Exponent
Today we're thrilled to announce that MC List, the number-one platform for finding management consulting programs, is joining Exponent. By joining...
Stephen Cognetta
How to Transition to Product Management from Any Role (2026 Guide)
PM interviews have changed in 2026, and most advice on getting into product management is running a few years behind. Meta now runs a live AI proto...
Anthony Pellegrino
How to Write a Microsoft Resume - With Resume Samples
🧠Hey there! Want to land a job at Microsoft? We’ve got you covered. Our Interview Courses can help you nail any interview question. Microsoft cou...
Anthony Pellegrino
Creating a UX Portfolio to Land the Job: A Step-By-Step Guide
Learn to create a standout UX portfolio Showcase your design skills and set yourself apart in interviews. Select the right projects to include and ...
Anthony Pellegrino
Ultimate Guide to Web3 Product Management (+ interview questions and answers)
From Web2 to Web3, discover how to navigate the rapidly evolving world of decentralized products. Break into the exciting field of Web3 and crypto ...
Aced Team
How to Become a Machine Learning Engineer
Are you considering a career as a machine learning engineer? Are you curious about transitioning from software engineering or data science into an ...
Aced Team
What Is the STAR Method? How to Use It in Interviews
The STAR method is a structured approach to answering behavioral interview questions. It helps candidates provide clear and concise responses that ...
Anthony Pellegrino
Get a Job at Netflix: Interview Process and Top Questions
Learn how to prepare for Netflix interviews with this in-depth guide. We break down the Netflix interview process and the top questions you should...
Aced Team
Get a Job at Airbnb: Interview Process and Top Questions
Interviewing for job at Airbnb? Review the interview process and top questions asked in technical and non-technical interviews.
Aced Team
What Is Business Operations & Strategy (Biz Ops)?
A role in Biz Ops gives candidates a uniquely influential position at a company. Business operations impact nearly every part of a business's succe...
Anthony Pellegrino
How Do You Talk About Being Laid Off in a Mass Layoff?
How should you talk about being laid off? What if you were laid off during a mass layoff? Here's how to answer.
Aced Team
How to Negotiate Your Severance Package in Tech
Learn how to negotiate the terms of your severance pay and package so that you can maximize your exit.
Aced Team
What Are The Responsibilities of a Scrum Master?
Looking to jump into the role of Scrum Master? Agile is one of the most widely used project methodologies. Over 70% of U.S. companies say they use...
Anthony Pellegrino
Ace the BizOps Interview (Top Questions and Answers)
Get ready for your upcoming BizOps interviews with our top questions and interview guide.
Aced Team
How a Salesforce Solutions Architect Conducts Discovery Calls
See how a solutions architect from Salesforce conducts the discovery process with customers. Learn about their pain points, tech stack, and more.
Aced Team
What Happened to Tech Hiring in 2022? (+ Who's Still Hiring)
Learn where FAANG and tech candidates focused their attention in 2022 and which companies are still hiring going into 2023.
Nick
System Design Interview Prep & Questions (2026 Guide)
System design interviews are harder to pass in 2026, but the questions themselves haven't changed much. What has changed is the bar: more strong ca...
Aced Team
52 Real Product Manager Interview Questions (2026 Guide)
These are the most common product manager interview questions and answers. Verified by real interviewers, candidates, and managers.
Aced Team
Engineering Manager Interview Guide: Process, Questions, and Top Tips
Everything you need to prepare for an engineering manager interview. Top questions and answers and management advice.
Aced Team
The 10 Best Places to Find an Interview Coach
An interview coach can help you prep for upcoming interviews. Practice mock interviews and get guidance from the top interview coaching services.
Aced Team
Coalition Is Hiring Product Managers - What It's Like & How to Ace the Interview
💡Hey there! Read our full Product Management Interview Course to see video answers to all the most common interview questions. Sneak Peek: The thr...
Anthony Pellegrino
Amazon Behavioral Interview Questions and Answers (2026 Guide)
Learn how to answer the most common Amazon behavioral interview questions. Sourced and verified from real Amazon candidates.
Aced Team
What Are The Amazon Leadership Principles?
Do you have an upcoming interview at Amazon? Well, if we can only give you one piece of advice, it's this: Study the Amazon Leadership Principles...
Anthony Pellegrino
What Cloud Platforms Should You Learn For A Job In 2022?
Trying to decide which cloud platform to learn to stay competitive? We break down AWS, Google Cloud, Azure, Linode, Heroku, and more.
Anthony Pellegrino
AWS Solutions Architect Salary in 2022
AWS (Amazon Web Services) Solutions Architects have many consequential responsibilities. Specifically, they are hired to design, deploy, and mainta...
Anthony Pellegrino
The Top 10 Highest Paying Programming Languages
Want to know what programming languages pay the most? Check out the highest paid salaries for each language.
Anthony Pellegrino
The Top 12 Best Software Engineering Books You Need To Read
Your learning as a software engineer doesn't stop after you've graduated from university or a coding bootcamp. As Socrates once said: "Education ...
Anthony Pellegrino
The Best Tech Companies to Work for (According to Employees)
From high salaries to great company culture, these are the best tech companies to work for.
Aced Team
Top Node.js Interview Questions
Getting ready for a Node.js interview? Prep with these top Node.js interview questions.
Tatsat Jha
All the Ways to Answer the "Why Amazon?" Interview Question
Why do you want to work at Amazon? Learn how to answer this common interview question at Amazon.
Aced Team
How to Get a Dropbox Job Referral
Getting a job at Dropbox is one of the hardest-to-get positions in the tech sector. Dropbox product managers, software engineers, and cloud archite...
Anthony Pellegrino
How to Get a Netflix Job Referral
Are you trying to get a job referral at Netflix? A personal referral can increase your chances of landing an interview or getting the role.
Aced Team
How to Get a Square Job Referral
Getting a job at Square is one of the hardest-to-get positions in the tech sector. Square business analysts, UX researchers, and software engineers...
Anthony Pellegrino
How to Get an Airbnb Job Referral
Getting a job at Airbnb is one of the hardest-to-get positions in the tech sector. Airbnb software engineers, bizops managers, and data analysts us...
Anthony Pellegrino
How to Get an Adobe Job Referral
Getting a job at Adobe is one of the hardest-to-get positions in the tech sector. Adobe product designers, data scientists, and software engineers ...
Anthony Pellegrino
20 Docker Interview Questions & Answers to Rule Them All
Trying to brush up on your Docker or container skills before an interview? Review the top Docker interview questions and answers.
Aced Team
How BizOps Can Accelerate Your Career
Thinking about whether a role in business operations can set you up for future roles? Learn how BizOps can be a career launchpad.
Aced Team
How to Get an Uber Employee Job Referral
Getting a job at Uber is one of the hardest-to-get positions in the tech sector. Uber engineers, operations managers, and product designers use pro...
Anthony Pellegrino
How to Get a Salesforce Job Referral
Getting a job at Salesforce is one of the hardest-to-get positions in the tech sector. Salesforce software engineers, cloud architects, and data sc...
Anthony Pellegrino
How to Get a LinkedIn Job Referral
Getting a job at LinkedIn is one of the hardest-to-get positions in the tech sector. LinkedIn product managers, data scientists, and software engin...
Anthony Pellegrino
How to Get a Spotify Job Referral
Getting a job at Spotify is one of the hardest-to-get positions in the tech sector. Spotify engineers, product marketing managers, and UX researche...
Anthony Pellegrino
How to Get a Lyft Employee Job Referral
Getting a job at Lyft is one of the hardest-to-get positions in the tech sector. Lyft product managers, data scientists, and software engineers use...
Anthony Pellegrino
What Does a Product Manager Do All Day? - A Day In the Life of a Product Manager
Thinking of becoming a Pm and trying to figure out what a product manager does all day? Check out our overview of a typical day for a product manager.
Anthony Pellegrino
Get a Job at Microsoft: Interview Process and Top Questions
Curious about the Microsoft interview process? Learn what questions to expect and how to get a job at Microsoft.
Aced Team
APM List is joining Exponent
Getting your first junior product management role can make or break your career. Often called 'associate product manager' or 'rotational product ma...
Stephen Cognetta
Microservices and distributed systems are unreliable. Here's what to do about it
Microservices and distributed systems are unreliable. Here's what to do about it.
Aced Team
What's the Difference Between a Product Designer and a UX Designer?
🎨Hey there! Getting ready for a UX or product design interview? Check out our full Product Designer Interview Course. Many people hear the term "d...
Aced Team
Get a Job at Apple: Interview Process and Top Questions
Curious about the Apple interview process? Learn what questions to expect and how to get a job at Apple.
Aced Team
How to Find Remote Jobs in 2022
Looking to work remotely and work from home for a tech company or startup? We share our favorite places to find remote work.
Anthony Pellegrino
Top 15 SQL Interview Questions and Answers (with Examples)
Preparing for a system design or software engineering interview and need to refresh your SQL skills? Here are the most important SQL concepts for a...
Aced Team
Daily Product Prep is joining Exponent
Interviewing for product management roles has always been one of Exponent's core competencies. We're thrilled to announce today that we're continui...
Stephen Cognetta
Top React Interview Questions for Experienced and Beginner Developers
Getting ready for a software engineering interview and need to brush up on your React skills? We've got the most common React interview questions.
Tatsat Jha
These Companies are Still Popular Among Candidates in 2022 After Hiring Freezes
Hiring freezes across tech have affected candidates' confidence. Here are the companies they're still applying to and which ones they're avoiding.
Nick
Get a Job at Meta: Interview Process and Top Questions
Curious about the Meta interview process? Learn what questions to expect and how to get a job at Meta.
Aced Team
MongoDB Interview Questions and Answers For Experienced and Beginner Developers
In this article, we outline the most common MongoDB interview questions and answers from beginner to advanced NoSQL concepts.
Amany Mounes
Get a Job at Google: Interview Process and Top Questions (2026)
Getting ready for a job at Google and want to know more about the interview process? We've got you covered. Everything from the phone screen to the...
Aced Team
All the Ways to Answer the "Why Google?" Interview Question
Trying to get a job at Google? Get ready to answer the "Why Google?" interview question about why you want to work at one of the world's most impor...
Aced Team
How to Find an Executive Coach
Here's exactly how to find an executive coach for you or your company.
Stephen Cognetta
The 10 Best System Design Books to Sharpen Your Skills
Looking for system design books to brush up on the fundamentals or learn more about microservices? We curated some of our favorites.
Anthony Pellegrino
How to Get An Apple Referral
Getting ready for an Apple interview? Learn how to source a referral at Apple to increase your chances of getting an interview or job. This informa...
Anthony Pellegrino
The 20 Kubernetes Interview Questions & Concepts You Need to Master
Preparing for a DevOps or cloud engineering interview and need to brush up on your Kubernetes knowledge? We've compiled a list of the top Kubernete...
Aced Team
Answers To The Most Common REST API Interview Questions
The most commonly asked REST API interview questions to prep for system design, software engineering, and other technical interviews.
Tatsat Jha
