# Meta Data Scientist Interview Experience Aced (formerly Exponent) publishes a public search API over its indexed pages; the guide is at https://www.aced.io/agents/agent-access. Source: https://www.aced.io/experiences/meta-facebook-data-scientist-interview-17b4d5 Source observed: 2026-11-05T00:31:53.473Z Last checked: 2026-11-05T00:31:53.473+00:00 Indexed: 2026-11-07T02:10:06.224+00:00 --- # Meta Data Scientist Interview Experience We are Aced (formerly Exponent), an interview-preparation platform with interview guides, questions, resumes, courses, coaching, practice, and candidate-submitted interview experiences. This entry concerns a **Meta Data Scientist** interview for a **mid-level / L4** candidate in the **United States**, with a **hybrid** work arrangement. The Meta Data Scientist guide was updated 9 days before this capture by Meta candidates. The guide includes an [expert guide](https://www.aced.io/guides/meta-data-scientist-interview), [5 interview experiences](https://www.aced.io/guides/meta-data-scientist-interview/experiences), [68 questions](https://www.aced.io/guides/meta-data-scientist-interview/questions), and [15 resumes](https://www.aced.io/guides/meta-data-scientist-interview/resumes). ![Meta logo](https://exponent-static.s3.amazonaws.com/company_logos/meta.png) ## Interview outcome and summary | Field | Details | |---|---| | Company | Meta | | Role | Data Scientist | | Level | Mid Level / L4 | | Location | United States | | Work arrangement | Hybrid | | Result | Got offer | | Interview date | 2 years ago | | Interview timespan | 6 weeks | | Difficulty | Moderate | | Total compensation | $271,000 | | Compensation labels | Salary; Stock | ## Interview process The candidate described the process as expected and identified these focus areas: - **SQL:** First define the metrics, then write the code. - **Product sense:** Questions about measuring the success of a product or feature, with follow-ups. - **Probability and statistics:** Textbook-style problems and experimentation-based questions. The listed process stages were: 1. Technical interview 2. Final round ## Interview rounds The experience contains **2 questions across 2 rounds**. ### Technical interview The free preview identifies SQL questions involving: - Multiple table joins - Aggregations - Window functions ### Final round The rendered interview details describe a **45-minute** session with a senior interviewer. It was mostly open-ended, included a short follow-up near the end, and involved substantial discussion of tradeoffs. A question asked was: > How would you improve a product you use every day for a new market? The candidate's approach was to choose a segment first, size it, compare three options, and then select one option and its success metric. ## Interview tips The candidate recommends practicing answers aloud with a timer, keeping a framework ready for every round, and asking the recruiter what each interviewer focuses on so examples can be tailored accordingly. ## Company culture The candidate described the interviewers as collaborative and said they repeatedly directed the discussion toward the user. The team appeared to value structured thinking over polish, and interviewers left time for questions at the end. ## Membership and contribution The full experience is part of our members' interview-experience library. We offer access to 1.8k+ interview experiences, with new experiences added weekly, through [Become a member](https://www.aced.io/upgrade?src=experience). Candidates can also [Share your experience](https://www.aced.io/questions/contribute?src=experience). A **24-hour trial starts once a submission is approved**. ## More Meta Data Scientist experiences - [Data Scientist — Meta, May 2026](https://www.aced.io/experiences/meta-facebook-data-scientist-interview-7255ae?returnPath=%2Fguides%2Fmeta-data-scientist-interview%2Fexperiences): “Casual and easy. Questions are standard and not difficult. there are many follow up questions though.” **2 rounds; 4 questions.** - [Data Scientist — Meta, June 2025](https://www.aced.io/experiences/meta-facebook-data-scientist-interview-cd7ef6?returnPath=%2Fguides%2Fmeta-data-scientist-interview%2Fexperiences): “It was nothing different than the guide they give you. Just learn everything on there are it is a straight forward interview. It is a rolling hiring so you can schedule your interview a month out so you can study specifically for Meta related case study questions ” **3 rounds.** - [Data Scientist — Meta, February 2025](https://www.aced.io/experiences/meta-facebook-senior-data-scientist-interview-6e7cdd?returnPath=%2Fguides%2Fmeta-data-scientist-interview%2Fexperiences): “The recruiter was very accurate on the whole process. The interviews are very structured. learn the frameworks for the questions and cases.” **3 rounds; 1 question.** [See all 5 Meta Data Scientist interview experiences](https://www.aced.io/guides/meta-data-scientist-interview/experiences) ## Aced resources We provide preparation resources for roles including Product Management, Software Engineering, Forward Deployed Engineering, Engineering Management, System Design, Data Science, Machine Learning, Data Engineering, AI Engineering, Investment Banking, Generative AI, Security Engineering, Technical Program Management, Solutions Architecture, UX / Product Design, BizOps & Strategy, and related disciplines. 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