Goldman Sachs Data Scientist Interview Questions

What to Expect in the Goldman Sachs Data Scientist Interview

The Goldman Sachs Data Scientist interview process typically runs 4 to 6 rounds depending on seniority level. Based on candidate reports in the LeakCode database, the loop usually includes a resume review, an online assessment or coding phone screen, one or more technical rounds, a system design round (for senior and above), and a behavioral or values round.

Difficulty skews toward medium and hard LeetCode-style problems in the coding rounds. System design questions test breadth (component selection, scaling, trade-off reasoning) more than deep implementation. Behavioral questions are tied to the company's stated values and principles.

Goldman Sachs Data Scientist Questions (Sample)

Difficulty Breakdown

Based on 6 questions with difficulty labels from candidate reports.

Interview Rounds

Here is how the Goldman Sachs Data Scientist questions in the LeakCode database break down by interview round, based on what candidates reported:

Most Common Topics

Question Recency

Question counts by interview year, based on candidate-reported dates.

How to Prepare for the Goldman Sachs Data Scientist Interview

Use the LeakCode question database as your primary research tool. Filter by role (Data Scientist), then by round type to focus your prep on the specific stages in your upcoming loop. Sort by recency to see what 2026 candidates actually faced.

• Start with questions from the last 12 months. Interview processes change and recent data is the strongest signal.
• Cross-reference questions that appear in multiple sources (1p3a, Blind, Glassdoor). Multi-source confirmation means a question has stronger recurrence probability.
• For system design rounds: focus on the question patterns, not individual questions. The same design principles recur across many prompts.
• For behavioral rounds: map your experiences to the company's stated values before the interview. Most behavioral questions at top companies are derivatives of a small set of core leadership competencies.

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