Interview Guides

Learn how to prepare for the Anthropic AI Safety Fellow interview and get a job at Anthropic with this in-depth guide.

Learn how to prepare for the Anthropic Machine Learning Engineer interview and get a job at Anthropic with this in-depth guide.

Learn how to prepare for the Anthropic Infrastructure Software Engineer interview and get a job at Anthropic with this in-depth guide.

Learn how to prepare for the Anthropic Software Engineer interview and get a job at Anthropic with this in-depth guide.

Learn how to prepare for the OpenAI Product Manager (PM) interview and get a job at OpenAI with this in-depth guide.

Learn how to prepare for the OpenAI Research Engineer interview and get a job at OpenAI with this in-depth guide.

Learn how to prepare for the OpenAI Full Stack Engineer interview and get a job at OpenAI with this in-depth guide.

Learn how to prepare for the OpenAI Growth Product Manager (PM) interview and get a job at OpenAI with this in-depth guide.

Learn how to prepare for the OpenAI Data Scientist interview and get a job at OpenAI with this in-depth guide.

Learn how to prepare for the OpenAI Software Engineer interview and get a job at OpenAI with this in-depth guide.

Learn how to prepare for the OpenAI Product Designer (product designer) interview and get a job at OpenAI with this in-depth guide.

Learn how to prepare for the Google Data Scientist interview and get a job at Google with this in-depth guide.

Learn how to prepare for the Google Software Engineer (SWE) interview and get a job at Google with this in-depth guide.

Learn how to prepare for the Google Associate Product Manager interview with this in-depth guide.

Learn how to prepare for the Google Product Manager (PM) interview and get a job at Google with this in-depth guide.

Learn how to prepare for the Google Engineering Manager interview with this in-depth guide.

Learn how to prepare for the Google Data Engineer interview and get a job at Google with this in-depth guide.

Learn how to prepare for the Google Technical Program Manager interview with this in-depth guide.

Learn how to prepare for the Google Strategy & Ops (BizOps) interview and get a job at Google with this in-depth guide. This guide will focus on interviewing for the lead and manager levels, but it also applies to other levels.

Learn how to prepare for the Google Product Strategy & Operations (Ops) interview and get a job at Google with this in-depth guide.

Learn how to prepare for the Google Product Marketing Manager interview with this in-depth guide.

Learn how to prepare for the Google Machine Learning Engineer interview with our in-depth guide.

Learn how to prepare for the Google Product Designer interview with this in-depth guide.

Learn how to prepare for the Meta Data Engineer interview and get a job at Meta with this in-depth guide.

Learn how to prepare for the Meta Product Manager (People Manager) interview and get a job at Meta with this in-depth guide.

Learn how to prepare for the Meta Product Manager interview and get a job at Meta with this in-depth guide.

Learn how to prepare for the Meta Machine Learning Engineer interview with this in-depth guide.

Learn how to prepare for the Meta Product Designer interview and get a job at Meta with this in-depth guide.

This in-depth guide will help you prepare for the Meta data scientist interview and get a job at Meta.

Want to land your dream job as a Meta technical program manager? Be sure to read our guide.

Learn how to prepare for the Meta Software Engineer interview and get a job at Meta with this in-depth guide.

Want to become a data scientist at Facebook or Meta? You’re not alone. It’s one of the most sought-after roles in tech, and requires top-notch analytical and communication skills. Meta is the first to admit that the data science role at Facebook is defined a little differently than at other companies. Data scientists at Facebook often work more closely with the business team than the engineering team. Your core responsibilities as a data scientist at Facebook will be: - To use quantitative tools to uncover opportunities, help clarify goals, and give input to guide the product roadmap. - To explore, analyze, and aggregate large data sets to draw conclusions and communicate them cleanly. - To design informative experiments. - To collaborate with engineers on logging, product health monitoring, and experiment design/analysis. ## What does a Meta or Facebook data scientist do? Facebook data scientists use their technical skills and analytical aptitude to help support the growth of Facebook products. Data scientists at Facebook perform many of the same duties as those at other companies. However, Facebook differs from other major tech companies in that its Data Science role is much broader. Data scientists at Facebook are heavily involved in establishing team goals, discovering new opportunities, and making business-related predictions They do this all while serving as the standard-bearers for the experimental corporate culture Facebook wishes to foster. Data scientists at Facebook use their skills and knowledge to help support and grow the company's products. They look for ways to interpret data that can create more value. Here's what a typical data science job description at Facebook could look like: - Leverage data and business principles to drive large-scale Facebook’s Data Center programs. - Define and develop the program for metrics creation, data collection, modeling, and reporting the operational performance of Facebook’s data centers. - Collaborate with cross-functional data and business teams to define problem statements, access and manipulate data, build analytical models, explain data-gathering requirements, deliver analytics insights, and make recommendations. - Define, compute, track, and continuously validate business metrics with descriptive and predictive analytics. Leverage tools like Python, SQL, R, and Tableau for analytics. - Design & Implement statistical models such as Hypothesis testing, Forecasting, statistical process control, and simulation to evaluate critical business decisions and influence our Data Center planning & Operations. - Identify gaps in the operational processes, build analytical models for finding insights, and help in driving decisions across different org leadership. - Provide mentorship to other members of the team on the development of best practices for the design and implementation of cutting-edge analytics insights. - Lead and support various ad hoc projects, as needed, in support of Data Center strategy. ## What are the typical job requirements for a Facebook Data Scientist? - A minimum of 2 years of work experience in analytics (minimum of 1 year with a Ph.D.) - Experience with data querying languages (e.g. SQL), scripting languages (e.g. Python), and/or statistical/mathematical software (e.g. R) - Currently has, or is in the process of obtaining a Bachelor's degree in Computer Science, Computer Engineering, relevant technical field, or equivalent practical experience. Degree must be completed before joining Meta. ### Recommendations before you begin applying for Facebook data science roles: - **Turn your resume into a story:** communicating complicated information simply is paramount at Facebook. Since you’ll be making complex data interpretable to lots of non-scientists, you’ll want to make sure your abilities in this area shine. Your resume is the perfect way to demonstrate this from the very beginning. Make sure you can tell a coherent, compelling story around all the experiences listed on your resume, and why you’re an ideal candidate. Prepare your “elevator pitch” of varying lengths (30 seconds, 2 minutes, 5 minutes) and perfect it. Be prepared for follow-up questions. - **Mock interviews:** [Exponent's coaching services](https://www.tryexponent.com/coaching) are your best friend. Try mock interviews until you feel comfortable with the topics below. Don’t just work with other engineers and data scientists — grab a non-tech friend and explain your resume-building exploratory data analysis. You want to make sure you can explain yourself to non-engineers. - **Reach out:** Don’t be afraid to reach out. Find a few Facebook data scientists within the Exponent community and ask them about their experiences. They’ve gone through what you’re going through now, and they’re great sources of information and support.

Learn how to prepare for the Meta Software Engineering Internship interview and get a job at Meta with this in-depth guide.

Learn how to prepare for the Meta Data Analyst interview and get a job at Meta with this in-depth guide.

Learn how to prepare for the Meta Engineering Manager interview with this in-depth guide.

Learn how to prepare for the Meta Rotational Product Manager interview with this in-depth guide.

Learn how to prepare for the Meta Product Growth Analyst (PGA) interview and get a job at Meta with this in-depth guide. This guide focuses on interviewing for L4 and L5 candidates, but much of the information also applies to other levels.

Learn how to prepare for the Amazon Software Development Engineer (SDE) interview with this in-depth guide.

Learn how to prepare for the Amazon AI Product Manager (PM) interview and get a job at Amazon with this in-depth guide.

Learn how to prepare for the Amazon Product Manager interview with this in-depth guide.

Learn how to prepare for the Amazon Engineering Manager interview with this in-depth guide.

Learn how to prepare for the Amazon data engineer interview and get a job at Amazon with this in-depth guide.

Learn how to prepare for the Amazon Technical Product Manager (PM-T) interview and get a job at Amazon with this in-depth guide. This guide focuses on interviewing for the senior (L6) and principal (L7) PM-Ts, but it also applies to other levels.

Learn how to prepare for the Amazon UX Designer interview and get a job at Amazon with this in-depth guide.

Learn how to prepare for the Amazon Senior Data Scientist interview and get a job at Amazon with this in-depth guide.

Learn how to prepare for the Amazon Technical Program Manager interview with this in-depth guide.

Learn how to prepare for the Amazon Business Intelligence Engineer interview with this in-depth guide.

Learn how to prepare for the Amazon Solutions Architect interview with this in-depth guide.

Learn how to prepare for the Amazon Business Analyst interview and get a job at Amazon with this in-depth guide. This guide focuses on interviewing for the L5 and L6 levels, but it also applies to other levels.

Learn how to prepare for the Amazon Machine Learning Engineer interview with this in-depth guide.

Learn how to prepare for the Microsoft Applied Scientist (AS) interview and get a job at Microsoft with this in-depth guide.

Learn how to prepare for the Microsoft Data Analyst interview and get a job at Microsoft with this in-depth guide.

Learn how to prepare for the Microsoft Engineering Manager interview and get a job at Microsoft with this in-depth guide. This guide focuses on interviewing for levels 64 (Microsoft's entry-level EM) through 67 (senior director), but it also applies to other levels.

Learn how to prepare for the Microsoft Data Engineer interview and get a job at Microsoft with this in-depth guide.

Learn how to prepare for the Microsoft Business Operations Program Manager interview and get a job at Microsoft with this in-depth guide.

Learn how to prepare for the Microsoft Product Designer interview and get a job at Microsoft with this in-depth guide.

Learn how to prepare for the Microsoft entry-level software engineer interview and get a job at Microsoft with this in-depth guide.

Learn how to prepare for the Microsoft Technical Program Manager interview with this in-depth guide.

Learn how to prepare for the Microsoft Product Manager interview with this in-depth guide.

Learn how to prepare for the Microsoft AI Product Manager (PM) interview and get a job at Microsoft with this in-depth guide.

Learn how to prepare for the Microsoft Software Engineer interview and get a job at Microsoft with this in-depth guide.

Learn how to prepare for the Microsoft Data Scientist interview with this in-depth guide.

Learn how to prepare for the Microsoft Machine Learning Engineer interview with this in-depth guide.

Learn how to prepare for the Apple Data Analyst interview and get a job at Apple with this in-depth guide.

Learn how to prepare for the Apple Engineering Program Manager (EPM) interview and get a job at Apple with this in-depth guide.

Learn how to prepare for the Apple Product Manager (PM) interview and get a job at Apple with this in-depth guide.

Learn how to prepare for the Apple ICT5 (Staff) Software Engineer interview and secure a role at one of the world’s most innovative companies with this detailed guide.

Learn how to prepare for the Apple Product Designer (UX) interview and get a job at Apple with this in-depth guide.

Learn how to prepare for the Apple Engineering Manager interview and get a job at Apple with this in-depth guide.

Learn how to prepare for the Apple Software Engineer interview with this in-depth guide.

Learn how to prepare for the Apple Machine Learning Engineer interview with this in-depth guide.

Learn how to prepare for the Apple Data Scientist interview with this in-depth guide.

Learn how to prepare for the SpaceX Product Manager (PM) interview and get a job at SpaceX with this in-depth guide.

Learn how to prepare for the Roblox Associate Product Manager (APM) interview and get a job at Roblox with this in-depth guide.

Learn how to prepare for the Roblox Software Engineer interview and get a job at Roblox with this in-depth guide.

Learn how to prepare for the Tesla Software Engineer (SWE) interview and get a job at Tesla with this in-depth guide.

Learn how to prepare for the Uber Technical Program Manager interview and get a job at Uber with this in-depth guide.

Learn how to prepare for the Uber Data Analyst interview and secure a role at one of the world’s most innovative companies with this detailed guide.

Learn how to prepare for the Uber Product Manager (PM) interview and get a job at Uber with this in-depth guide.

Learn how to prepare for the Uber Business Operations Manager interview and get a job at Uber with this in-depth guide.

Learn how to prepare for the Uber Data Engineer interview and secure a role at one of the world’s most innovative companies with this detailed guide.

Uber is more than a ride-sharing company. It’s a global technology platform focused on solving some of the world’s toughest mobility challenges. If you’re interested in building technology to enable people, goods, and services to get from point A to point B in an efficient way, software engineering (SWE) at Uber could be a good fit for you. As of 2022, Uber is focused on three segments: - **Mobility:** Helping customers get to where they need to be through ridesharing, carsharing, rentals, public transit, and more. - **Delivery:** Allowing customers to discover the best local goods and have them delivered quickly and conveniently. This segment includes Uber Eats, Postmakes, Dsizly, and Cornershop. - **Freight:** Uber’s Freight offering comprises an on-demand platform connecting Shippers and Carriers in a digital marketplace to automate and accelerate logistics around the world. Underlying each of these segments is a talented engineering team that builds and operates Uber’s proprietary technology.

Learn how to prepare for the Uber Engineering Manager interview with this in-depth guide.

Learn how to prepare for the Netflix Product Manager (PM) interview and get a job at Netflix with this in-depth guide.

Learn how to prepare for the Netflix engineering manager interview and get a job at Netflix with this in-depth guide.

Learn how to prepare for the Netflix SWE interview and get a job at Netflix with this in-depth guide.

Learn how to prepare for the Netflix Analytics Engineer interview and get a job at Netflix with this in-depth guide.

Learn how to prepare for the Netflix ML Engineer interview and get a job at Netflix with this in-depth guide.

Learn how to prepare for the Netflix Data Engineer interview and get a job at Netflix with this in-depth guide.

Learn how to prepare for the Netflix Data Scientist interview and get a job at Netflix with this in-depth guide.

Learn how to prepare for the Netflix Technical Program Manager (TPM) interview and get a job at Netflix with this in-depth guide.

Learn how to prepare for the LangChain Software Engineer interview and get a job at LangChain with this in-depth guide.

Learn how to prepare for the LangChain Deployed Engineer interview and get a job at LangChain with this in-depth guide.

Learn how to prepare for the xAI Exceptional Engineer (SWE) interview and get a job at xAI with this in-depth guide.

Learn how to prepare for the Sierra Agent Product Manager (PM) interview and get a job at Sierra with this in-depth guide.

Learn how to prepare for the Sierra Agent Engineer interview and get a job at Sierra with this in-depth guide.

Learn how to prepare for the Stripe Product Manager interview with this in-depth guide.

Learn how to prepare for the Stripe Engineering Manager interview and get a job at Stripe with this in-depth guide.

Learn how to prepare for the Stripe SWE interview with this in-depth guide.

Learn how to prepare for the Mistral AI Product Manager interview and get a job at Mistral AI with this in-depth guide.

Learn how to prepare for the Google DeepMind Product Manager (PM) interview and get a job at DeepMind with this in-depth guide.

Learn how to prepare for the Google Gemini Product Manager (PM) interview and get a job at Gemini with this in-depth guide.

Learn how to prepare for the GitHub Copilot AI Product Manager (PM) interview and get a job at GitHub with this in-depth guide.

Learn how to prepare for the X (Twitter) Technical Program Manager interview with this in-depth guide.

Learn how to prepare for the X (Twitter) Product Manager interview with this in-depth guide.

Learn how to prepare for the X (Twitter) Product Marketing Manager interview with this in-depth guide.

Learn how to prepare for the Walmart Data Analyst interview and get a job at Walmart with this in-depth guide.

Learn how to prepare for the Walmart Data Scientist interview and get a job at Walmart with this in-depth guide.

Prepare for Walmart's Product Manager interview with our comprehensive guide.

Learn how to prepare for the Perplexity AI Product Manager (PM) interview and get a job at Perplexity AI with this in-depth guide.

Learn how to prepare for the Capital One Engineering Manager interview and get a job at Capital One with this in-depth guide.

Learn how to prepare for the Capital One Manager, Product Management interview and get a job at Capital One with this in-depth guide.

Prepare for an Associate Product Manager (APM) interview at Capital One with our comprehensive guide.

Learn how to prepare for the Match Group Product Manager interview with this in-depth guide.

Learn how to prepare for the Oracle Software Engineer interview and get a job at Oracle with this in-depth guide.

Learn how to prepare for the Waymo Machine Learning Engineer interview and get a job at Waymo with this in-depth guide.

Learn how to prepare for the NVIDIA Software Engineer interview and get a job at NVIDIA with this in-depth guide.

Learn how to prepare for the NVIDIA Product Manager (PM) interview and get a job at NVIDIA with this in-depth guide.

Learn how to prepare for the NVIDIA AI Product Manager interview with this in-depth guide.

Learn how to prepare for the LinkedIn Data Analyst interview and secure a role at the world’s largest professional networking platform with this detailed guide.

Learn how to prepare for a frontend (UI) software engineer interview at LinkedIn.

Learn how to prepare for the LinkedIn Product Manager interview with this in-depth guide.

Learn how to prepare for the LinkedIn BizOps & Strategy interview with this in-depth guide.

Learn how to prepare for the LinkedIn Associate Product Manager interview with this in-depth guide.

Learn how to prepare for the LinkedIn Technical Program Manager interview with this in-depth guide.

Learn how to prepare for the Cursor Software Engineer interview and get a job at Cursor with this in-depth guide.

Learn how to prepare for the Airbnb Software Engineer interview with this in-depth guide.

Learn how to prepare for the Airbnb Technical Program Manager (TPM) interview and get a job at Airbnb with this in-depth guide.

Learn how to prepare for the Airbnb Data Engineer interview and get a job at Airbnb with this in-depth guide.

Learn how to prepare for the Airbnb Engineering Manager interview with this in-depth guide.

Learn how to prepare for the Airbnb Product Manager interview with this in-depth guide.

Learn how to prepare for the Slack Data Engineer interview and get a job at Slack with this in-depth guide.

Learn how to prepare for your Coinbase Engineering Manager interview and get a job at Coinbase with this in-depth guide.

Learn how to prepare for the Coinbase Product Manager interview with this in-depth guide.

Learn how to prepare for the Coinbase Software Engineer interview with this in-depth guide.

Learn how to prepare for the Dropbox Product Manager (PM) interview and get a job at Dropbox with this in-depth guide.

Learn how to prepare for the Dropbox Product Engineer interview and get a job at Dropbox with this in-depth guide.

Learn how to prepare for the Dropbox Engineering Manager interview with this in-depth guide.

Learn how to prepare for the Dropbox New Grad Product Manager interview with this in-depth guide.

Learn how to prepare for the Dropbox Technical Program Manager interview with this in-depth guide.

Learn how to prepare for the Discord Product Manager (PM) interview and get a job at Discord with this in-depth guide. This guide will focus on interviewing for the senior level, but it also applies to other levels.

Learn how to prepare for the Instacart Product Manager (PM) interview and get a job at Instacart with this in-depth guide. This guide will focus on interviewing for the senior level, but it also applies to other levels.

Learn how to prepare for the Instacart Technical Program Manager (TPM) interview and get a job at Instacart with this in-depth guide.

Learn how to prepare for the Instacart Data Scientist interview and get a job at Instacart with this in-depth guide.

Learn how to prepare for the Instacart Software Engineer interview and get a job at Instacart with this in-depth guide.

Learn how to prepare for the Salesforce Product Manager interview and get a job at Salesforce with this in-depth guide.

Learn how to prepare for the Square Product Manager interview and get a job at Square with this in-depth guide.

Learn how to prepare for the Square Program Manage interview with this in-depth guide.

Learn how to prepare for the Verily Product manager interview and get a job at Verily with this in-depth guide.

Learn how to prepare for the Pinterest Product Manager (PM) interview and get a job at Pinterest with this in-depth guide.

Learn how to prepare for the Pinterest ML Engineer interview and get a job at Pinterest with this in-depth guide.

Learn how to prepare for the Pinterest Data Science interview and get a job at Pinterest with this in-depth guide.

Learn how to prepare for the JP Morgan Chase Data Scientist interview and get a job at JP Morgan Chase with this in-depth guide.

Learn how to prepare for the Shopify Product Manager interview with this in-depth guide.

Learn how to prepare for the Jane Street Software Engineer interview and get a job at Jane Street with this in-depth guide.

Learn how to prepare for the Reddit ML Engineer interview and get a job at Reddit with this in-depth guide.

Learn how to prepare for the Robinhood Product Manager (PM) interview and get a job at Robinhood with this in-depth guide.

Learn how to prepare for the DoorDash Data Scientist interview and get a job at DoorDash with this in-depth guide.

Want to land your dream job as a DoorDash product manager (PM)? Check out our guide to DoorDash PM interviewing.

Learn how to prepare for the DoorDash software engineer interview with this in-depth guide.

Learn how to prepare for the Atlassian Data Engineer interview and get a job at Atlassian with this in-depth guide.

Learn how to prepare for the Atlassian Product Manager interview with this in-depth guide.

Learn how to prepare for the Snowflake Software Engineer interview and get a job at Snowflake with this in-depth guide.

Learn how to prepare for the Dell Data Science interview and get a job at Dell with this in-depth guide.

Learn how to prepare for the Adobe Data Scientist interview and get a job at Adobe with this in-depth guide.

Learn how to prepare for the Adobe Product Manager interview with this in-depth guide.

Learn how to prepare for the Spotify Software Engineer interview and get a job at Spotify with this in-depth guide.

Learn how to prepare for and pass the Spotify data scientist interview with this in-depth guide.

Learn how to prepare for the Spotify Product Manager interview with this in-depth guide.

Learn how to prepare for the Yahoo! APM interview with this in-depth guide.

Learn how to prepare for the Twilio Product Manager interview with this in-depth guide.

Learn how to prepare for the Workday Product Manager interview with this in-depth guide.

Learn how to prepare for the Nextdoor Product Manager interview with this in-depth guide.

Learn how to prepare for the Disney Product Manager interview with this in-depth guide.

Learn how to prepare for the Intuit Product Manager interview with this in-depth guide.

Learn how to prepare for the SoFi Product Manager interview with this in-depth guide.

Learn how to prepare for the Figma Software Engineer interview with this in-depth guide.

Learn how to prepare for the Lyft Software Engineer interview with this in-depth guide.

Learn how to prepare for the Lyft Product Manager interview with this in-depth guide.

Learn how to prepare for the Asana Software Engineer interview with this in-depth guide.

Learn how to prepare for the Snap Software Engineer interview with this in-depth guide.

Learn how to prepare for the Snap Product Manager interview with this in-depth guide.

Learn how to prepare for the Snap Machine Learning Engineer interview with this in-depth guide.

Learn how to prepare for the Intel Product Manager interview with this in-depth guide.

Learn how to prepare for the TikTok Product Manager interview with this in-depth guide.

Learn how to prepare for the TikTok data scientist interview with this in-depth guide.

Learn how to prepare for the TikTok machine learning engineer interview with this in-depth guide.

Learn how to prepare for the TikTok software engineer interview with this in-depth guide.

Learn how to prepare for the Airtable Product Engineer interview with this in-depth guide.

Learn how to prepare for the IBM Product Manager interview with this in-depth guide.

Learn how to prepare for the Harvey ML Operations Engineer interview and get a job at Harvey with this in-depth guide.

Learn how to prepare for the ElevenLabs Software Engineer interview and get a job at ElevenLabs with this in-depth guide.

Learn how to prepare for the ElevenLabs Forward Deployed Engineer interview and get a job at ElevenLabs with this in-depth guide.

Are you preparing for a machine learning engineer interview at FanDuel? This comprehensive guide offers insights into the skills needed for the role and provides a curated list of top interview questions for effective prep.

Prepare for a data science interview at Tinder with our comprehensive guide.