# Meta Data Scientist Interview Guide

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/guides/meta-data-scientist-interview
Source observed: 2026-11-04T21:21:32.620Z
Last checked: 2026-11-04T21:21:32.62+00:00
Indexed: 2026-11-05T00:50:54.374+00:00

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# Meta Data Scientist Interview Guide

Updated 9 days ago by Meta candidates. Written by Kevin Landucci, Subject Matter Expert, Interviewing.

We provide this guide for candidates preparing for Meta data science interviews. Meta evaluates product sense, analytical reasoning, and data-driven decision-making under ambiguity. About 80% of the process focuses on case studies and analytics reasoning.

## Guide sections

- [Expert guide](https://www.aced.io/guides/meta-data-scientist-interview)
- [Interview experiences — 5](https://www.aced.io/guides/meta-data-scientist-interview/experiences)
- [Questions — 68](https://www.aced.io/guides/meta-data-scientist-interview/questions)
- [Resumes — 15](https://www.aced.io/guides/meta-data-scientist-interview/resumes)

## Interview process

The Meta Data Scientist interview process typically takes **4–6 weeks** from start to finish. It tests technical depth and product judgment through three main stages:

1. **Recruiter screen:** Background, motivation, and culture fit.
2. **Technical screen:** SQL and product sense.
3. **Final round:** Case studies, an SQL round, and a behavioral interview.

Most interviews take place virtually. Senior or specialized candidates may have onsite rounds.

Browse [recent Meta Data Science questions](https://www.aced.io/questions?company=facebook&page=1&role=data-science) for examples of the format and difficulty.

We reviewed this guide with current and former Meta Data Scientists. It reflects Meta’s latest interview structure and evaluation criteria.

## Recruiter screen

The recruiter screen is a short **30-minute** conversation focused on your background, motivation, and fit for Meta’s product analytics culture.

The complete guide and additional preparation resources are available to members. Membership includes the complete guide, prep courses, practice tools, and job referrals.

- [Become a member](https://www.aced.io/upgrade?src=guide)
- [Already a member? Log in](https://www.aced.io/login?src=guide&returnPath=%2Fguides%2Fmeta-data-scientist-interview)

## Article contents

The guide includes sections on:

- Interview process
- Recruiter screen
- Technical screens
- SQL assessment
- Product sense interview
- Final round
- Case study interviews
- SQL interview
- Probability and statistics
- Behavioral interview
- Meta DS interview preparation
- FAQs about the Meta Data Scientist interview

## 15 resumes that passed Meta’s Data Scientist screen

We collect real resumes shared by candidates who got the interview, including the schools, companies, and skills they list. The collection contains **15 resumes**.

The visible examples include:

| Candidate | Career stage | Role | Organizations shown | Activity shown |
|---|---|---|---|---|
| hawkronin | New Grad | Data Scientist | Meta, Microsoft | 0 likes, 19 views |
| dhruvkk | New Grad | Data Scientist | Amazon, Microsoft, Google, Meta, Tesla, and 3 more | 0 likes, 114 views |
| camtran123510 | Full-Time | Data Scientist | Netflix, Meta, Tesla, Lucid, Amazon | Verified; 0 likes, 102 views |

The resume previews are blurred. Example preview images:

![Blurred preview of the resume](https://www.aced.io/_next/image?url=https%3A%2F%2Fq1hlr76qehnlfpdb.public.blob.vercel-storage.com%2Fresumes%2F79825f5f-e56b-44d5-9e02-c339d2f198fa%2Fr.png&w=640&q=75)

![Blurred preview of the resume](https://www.aced.io/_next/image?url=https%3A%2F%2Fq1hlr76qehnlfpdb.public.blob.vercel-storage.com%2Fresumes%2F4035e6f6-0a9d-4b6d-99a9-bd96caf637c1%2Fr.png&w=640&q=75)

![Blurred preview of the resume](https://www.aced.io/_next/image?url=https%3A%2F%2Fq1hlr76qehnlfpdb.public.blob.vercel-storage.com%2Fresumes%2F9a185eb1-330f-432f-bae2-e9e42f389640%2Fr.png&w=640&q=75)

[See all 15 resumes](https://www.aced.io/guides/meta-data-scientist-interview/resumes)

## More Data Scientist preparation

We offer mock interviews, fundamentals review, insider interview tips, and courses through our [Data Scientist content](https://www.aced.io/courses?tag=data-science&src=guide).

Aced, formerly Exponent, is a tech interview preparation platform offering free interview guides, insider tips, and courses. [Create your free account](https://www.aced.io/signup?src=guide).

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