Goldman Sachs Data Scientist Interview Questions
Goldman Sachs Data Scientist interviews typically run 5 stages — Phone interview, HR screening / HackerRank assessment, One-on-one interviews, Presentation round, and final client-facing round — and take about 4-6 weeks, based on candidate-reported interviews on Glassdoor. Below: the exact stages, real sample questions asked, and what to prepare.
Goldman Sachs Data Scientist interview process & stages
| Stage | What happens |
|---|---|
| Phone interview | 36% of candidates report an initial phone screen |
| HR screening / HackerRank assessment | Initial screening combined with a HackerRank-style coding assessment |
| One-on-one interviews | 18% of candidates report one-on-one technical rounds |
| Presentation round | 11% of candidates report a presentation component |
| Final client-facing round | Some candidates report a final face-to-face round with a client team |
Typical timeline: 4-6 weeks
Source: Glassdoor: Goldman Sachs Data Scientist / Data Science interview reports.
Real sample Data Scientist interview questions asked at Goldman Sachs
- Write a query to identify accounts with anomalous trading volume in the past week.
- How would you build a model to detect potentially fraudulent transactions?
- Explain how you'd handle class imbalance in a fraud- or risk-detection model.
- Tell me about a time you had to present a model's limitations honestly to a skeptical stakeholder.
- How would you design an experiment to test a new risk-scoring model before full rollout?
FAQs
How many rounds does Goldman Sachs use for Data Scientist?
Candidates report phone interviews, HackerRank assessments, and multiple technical rounds; one account describes 3 rounds ending in a face-to-face interview with a client team.
Is there a coding assessment?
Yes — HackerRank-style assessments are explicitly mentioned by candidates.
Is there a presentation round?
Reported by about 11% of candidates.
How long does the process take?
Candidates report 4-6 weeks on average.
Does the role involve client-facing rounds?
For some data-science roles embedded with client teams, yes — a final client-facing interview is reported.
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Prep smarter, not longer
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