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      Data Scientist Interview

      28 Jan 2019
      Anonymous interview candidate
      Menlo Park, CA
      No offer
      Positive experience
      Difficult interview

      Application

      I applied through an employee referral. The process took 4 weeks. I interviewed at Meta (Menlo Park, CA) in Jan 2018

      Interview

      Applied for the new grad position through referral. 1 month. HR phone screen followed by Tech phone screen (SQL and problem solving), Onsite (4 rounds - SQL, Prob & Stats, Problem solving, Product Interpretation). SQL questions are really easy and basic. Technical section was really easy but product based rounds were difficult.

      Interview questions [3]

      Question 1

      1. FB has hired raters to rate ads. 80% are careful rates and rate 60% of the ads as good and 40% as bad, 20% are lazy raters and rate 100% ads as good. What is the probability that an ad is rated good? Given that 3 ads have been rated as good, what is the probability that they were rated by a lazy rater? Given that n ads have been rated as good, what is the probability that they were rated by a lazy rater? You want to classify raters as careful/lazy, how would you do that using all the probabilities and ideas discussed above (open ended question)?
      1 Answer

      Question 2

      2. How would you estimate the prevalence of fake news on FB? Define a metric.
      Answer question

      Question 3

      3. How would you change an experiment (FB introducing stories to Instagram) to account for network effect?
      Answer question
      1

      Other Data Scientist interview reviews for Meta

      Data Scientist Interview

      19 Jun 2026
      Anonymous employee
      Accepted offer
      Neutral experience
      Difficult interview

      Application

      I interviewed at Meta

      Interview

      Tough interview overall—definitely not what I expected. The technical rounds were intense, particularly when they had me design an A/B test for the News Feed ranking algorithm. I had to discuss metrics and sample sizes in detail. Lucky for me, the time I spent on PracHub right before the interview helped me nail that deep-dive question as it mirrored what I practiced. The behavioral questions felt standard but were still challenging. After a whirlwind process, they extended an offer, which I happily accepted.

      Interview questions [1]

      Question 1

      Design an A/B test to evaluate a new ranking algorithm for the Facebook News Feed. Walk through metric selection (engagement, time-spent, MSI, well-being), unit of randomization given network effects between friends, sample size and power calculations, how you'd detect novelty effects vs. true lift, and how you'd handle a guardrail metric regressing while the primary metric is up.
      Answer question

      Data Scientist Interview

      11 Jun 2026
      Anonymous employee
      Cambridge, MA
      Accepted offer
      Positive experience
      Difficult interview

      Application

      I interviewed at Meta (Cambridge, MA)

      Interview

      Total 7 rounds: first round for resume screening, second for technical screening, then for on-site virtual with 4 interviews back to back, then hiring manager round after team matching and then salary negotiation with HR

      Interview questions [1]

      Question 1

      Meta’s evaluation rubrics focus heavily on "Product Thinking over Fancy Math". Interviewers want to see if you can operate like a product owner with an analytical mindset, navigating messy scenarios affecting billions of users
      Answer question

      Data Scientist Interview

      23 May 2026
      Anonymous employee
      Menlo Park, CA
      Accepted offer
      Neutral experience
      Difficult interview

      Application

      I interviewed at Meta (Menlo Park, CA)

      Interview

      The Interview Process is very structured - First Tech Screening round - 45 mins (usually can extend a bit depending on the interviewer) - 2 SQL Questions ( Medium to Hard ) - based on Joins Full Loop - 4 rounds 45 mins each. - SQL - Behavioral - Analytical Execution - stats & prob, A/B testing, case study - Analytical Reasoning - Case study

      Interview questions [1]

      Question 1

      Questions on Bayes Theorem, Probability distribution, etc.
      Answer question

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