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Online assessment · Goldman Sachs

Goldman Sachs OA Questions 2026: Coding & Aptitude Guide

Goldman Sachs online assessment questions for 2026 fresher hiring — coding difficulty, aptitude sections, and preparation strategy for engineering analyst roles in India.

8 min readUpdated 2026-07-15Target: Goldman Sachs OA questions 2026

Goldman Sachs OA is known for tough coding + quant-heavy aptitude. Unlike service companies, GS tests mathematical reasoning and edge-case handling. Here is the format and what to practice.

Goldman Sachs OA structure

The GS online assessment typically has two coding problems and sometimes a quant/math section. The coding problems are LeetCode medium-hard level with strict time limits. The quant section tests probability, combinatorics, and mathematical reasoning.

Unlike product companies, GS values correctness and edge-case handling over speed. Partial solutions may not score well — aim for full test-case coverage.

Coding problem patterns

GS coding problems often involve: arrays with mathematical constraints, DP with optimization, graph problems with weighted edges, and string parsing with edge cases.

  • DP: coin change variants, matrix paths
  • Graphs: shortest path, connectivity
  • Arrays: two-pointer with math conditions
  • Strings: parsing, regex-like pattern matching
  • Math-heavy: GCD, modular arithmetic, probability

Quant aptitude section

If your role is Engineering Analyst or Quant, expect probability and statistics questions. Topics: conditional probability, expected value, permutations/combinations, basic linear algebra. Practice from CAT-level quant materials and probability puzzles.

After the OA — interview loop

GS typically has 2–3 technical interviews after the OA. Each covers a coding problem, CS fundamentals, and sometimes a system design or puzzle question. Behavioral focuses on teamwork, ethics, and why finance + tech.

How Apply helps for Goldman Sachs

Tailor your resume with GS JD language (Python/Java, algorithms, data structures, analytical). Use Interview prep with company set to Goldman Sachs for practice questions. Learning tracks cover DSA and system design fundamentals.

Related prep guides

  • Morgan Stanley OA: Coding Themes & Prep for Technology Roles
  • JP Morgan Interview Experience: Tech Analyst & SDE Rounds
  • Amazon OA Questions: What SDE Intern & Graduate Roles Ask

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