# Interview Questions | Aced (formerly Exponent)

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/questions
Source observed: 2026-11-04T21:21:34.620Z
Last checked: 2026-11-04T21:21:34.62+00:00
Indexed: 2026-11-05T01:45:47.428+00:00

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# Interview Questions

We provide a searchable database of **5,436 interview questions and answers**, described as verified by hiring managers and candidates. Use it to review questions, practice individual prompts, or work through complete interview loops in the order questions were asked.

[+ Share interview](https://www.aced.io/questions/contribute)

## Browse and filter

The question directory supports browsing by:

- [Product Manager](https://www.aced.io/questions?role=pm)
- [Software Engineer](https://www.aced.io/questions?role=swe)
- [Investment Banking](https://www.aced.io/questions?role=investment-banking)
- [Machine Learning Engineer](https://www.aced.io/questions?role=ml-engineer)
- [Data Scientist](https://www.aced.io/questions?role=data-science)
- [Data Engineer](https://www.aced.io/questions?role=data-engineer)
- [Engineering Manager](https://www.aced.io/questions?role=em)
- [Technical Program Manager](https://www.aced.io/questions?role=tpm)
- [Data Analyst](https://www.aced.io/questions?role=data-analyst)
- [BizOps & Strategy](https://www.aced.io/questions?role=bizops)

Available controls include role, company, category, and other filters, plus Hot and Recent views. We also provide a full-loop practice area with **52 interviews**. Work through questions from interview loops in the order they were asked.

## Featured interview loops

| Role and level | Company | Questions | Interview loop |
|---|---:|---:|---|
| Computer Vision Engineer (L5) | Meta | 8 | [Open loop](https://www.aced.io/questions/3524/experience-computer-vision?interview=meta-facebook-senior-machine-learning-engineer-interview-9efbbd) |
| AWS Product Manager (L6) | Amazon | 8 | [Open loop](https://www.aced.io/questions/6295/calculate-available-space-amazon-hurricane-warehouses?interview=amazon-staff-product-manager-interview-a0714f) |
| L5 Software Engineer, Ads | Netflix | 11 | [Open loop](https://www.aced.io/questions/2668/tell-about-your-experience?interview=netflix-senior-software-engineer-interview-00080c) |
| Engineering Manager (L6) | Google | 7 | [Open loop](https://www.aced.io/questions/1541/managing-poor-performers-team?interview=google-staff-engineering-manager-interview-fd33b1) |
| Software Engineer (L4) | Google | 11 | [Open loop](https://www.aced.io/questions/104/tell-me-about-yourself?interview=google-software-engineer-interview-597223) |
| Engineering Manager (M1/M2) | Apple | 10 | [Open loop](https://www.aced.io/questions/3208/why-work-at-apple?interview=apple-engineering-manager-interview-4e34b3) |
| Engineering Program Manager, Siri User Experience | Apple | 8 | [Open loop](https://www.aced.io/questions/3208/why-work-at-apple?interview=apple-technical-program-manager-interview-09dba9) |
| Staff Software Engineer (L5B), Ads | Uber | 6 | [Open loop](https://www.aced.io/questions/926/tell-me-about-the-most-complex-project-you-ve-worked-on-?interview=uber-staff-software-engineer-interview-6b1b44) |
| Senior Data Engineer | Meta | 6 | [Open loop](https://www.aced.io/questions/6289/query-overdue-books-per-user?interview=meta-facebook-senior-data-engineer-interview-f71127) |
| Engineering Manager (M1) | Meta | 6 | [Open loop](https://www.aced.io/questions/1532/important-feedback-provided?interview=meta-facebook-engineering-manager-interview-916dc8) |
| Software Engineer (IC3) | Apple | 7 | [Open loop](https://www.aced.io/questions/536/looking-for-next-opportunity?interview=apple-software-engineer-interview-c85e6b) |
| Engineering Manager, Data Infrastructure | Anthropic | 7 | [Open loop](https://www.aced.io/questions/6221/describe-projects-fit-team-needs?interview=anthropic-engineering-manager-interview-028476) |
| Senior Software Engineer, Apps | LinkedIn | 6 | [Open loop](https://www.aced.io/questions/276/convince-team-members?interview=linkedin-senior-software-engineer-interview-dc48e8) |
| AI Deployment Manager | Cursor | 7 | [Open loop](https://www.aced.io/questions/5838/why-cursor?interview=cursor-program-manager-interview-1acaba) |
| Technical Program Manager (L5) | Google | 8 | [Open loop](https://www.aced.io/questions/2422/when-is-design-review-completed?interview=google-senior-technical-program-manager-interview-ae5390) |
| Senior Associate, Strategic Finance | LinkedIn | 12 | [Open loop](https://www.aced.io/questions/7205/measure-linkedin-campaign-effectiveness-pilot?interview=linkedin-bizops-strategy-interview-d554d8) |
| Machine Learning Engineer | Meta | 8 | [Open loop](https://www.aced.io/questions/966/merge-two-sorted-lists?interview=meta-facebook-senior-machine-learning-engineer-interview-8719a7) |
| Senior Product Manager | Google | 10 | [Open loop](https://www.aced.io/questions/924/conflict-with-engineers?interview=google-senior-product-manager-interview-ffd98c) |
| Senior Product Manager (L5/L6) | Amazon | 8 | [Open loop](https://www.aced.io/questions/934/decision-with-limited-data?interview=amazon-senior-product-manager-interview-c21ff5) |
| Senior Software Engineer, Infrastructure | Meta | 7 | [Open loop](https://www.aced.io/questions/4416/binary-tree-vertical-order-traversal?interview=meta-facebook-senior-software-engineer-interview-dd0a91) |
| SDE II Software Development Engineer | Amazon | 7 | [Open loop](https://www.aced.io/questions/6357/maximize-contiguous-returns-k-deletions?interview=amazon-software-engineer-interview-39a0db) |
| Product Manager (Devices team) | Google DeepMind | 12 | [Open loop](https://www.aced.io/questions/3019/prioritize-structure-roadmaps-interview-question?interview=google-deepmind-product-manager-interview-3a3aff) |
| Product Manager | Coinbase | 6 | [Open loop](https://www.aced.io/questions/2668/tell-about-your-experience?interview=coinbase-product-manager-interview-3d47a1) |
| Machine Learning Engineer | Meta | 8 | [Open loop](https://www.aced.io/questions/682/count-appearances-characters-string-a?interview=meta-facebook-senior-machine-learning-engineer-interview-16fb62) |
| Senior Product Manager (L6) | Amazon | 8 | [Open loop](https://www.aced.io/questions/3339/product-management-experience?interview=amazon-senior-product-manager-interview-1c9b12) |
| Software Engineer (E5) | Meta | 6 | Open loop |
| Engineering Manager | Meta | 8 | [Open loop](https://www.aced.io/questions/2701/design-system-like-youtube?interview=meta-facebook-engineering-manager-interview-d11d0b) |
| Product Manager | Meta | 7 | Open loop |
| Applied Engineer, Backend | OpenAI | 6 | [Open loop](https://www.aced.io/questions/4888/thoughts-on-ai?interview=openai-software-engineer-interview-20a84c) |
| Software Engineer, Safeguards | Anthropic | 9 | [Open loop](https://www.aced.io/questions/5596/why-anthropic?interview=anthropic-senior-software-engineer-interview-2ffa5f) |
| Engineering Program Manager (IC3), Siri AI/ML | Apple | 12 | [Open loop](https://www.aced.io/questions/6287/describe-user-facing-projects-experience?interview=apple-technical-program-manager-interview-c836f6) |
| Senior Technical Program Manager | Nvidia | 9 | [Open loop](https://www.aced.io/questions/6285/describe-conflict-management-decision-making-results?interview=nvidia-senior-technical-program-manager-interview-a29707) |
| Engineering Manager, Tooling | Netflix | 7 | [Open loop](https://www.aced.io/questions/3019/prioritize-structure-roadmaps-interview-question?interview=netflix-engineering-manager-interview-e63ddc) |
| Machine Learning Engineer | Waymo | 8 | [Open loop](https://www.aced.io/questions/6390/design-organizational-hierarchy-direct-reports?interview=waymo-machine-learning-engineer-interview-a6f409) |
| Product Manager, Gemini | Google DeepMind | 6 | [Open loop](https://www.aced.io/questions/5863/ai-career-coaching-product?interview=google-deep-mind-product-manager-interview-1798cf) |
| Security Engineering Manager (M1) | Meta | 9 | [Open loop](https://www.aced.io/questions/3243/why-work-at-meta?interview=meta-facebook-engineering-manager-interview-2febf7) |
| Google Associate Product Manager (APM) | Google | 8 | [Open loop](https://www.aced.io/questions/7119/design-google-maps-remote-area?interview=google-product-manager-interview-d6ed51) |
| ML Engineer, Prompt Engineer | Anthropic | 7 | [Open loop](https://www.aced.io/questions/5596/why-anthropic?interview=anthropic-machine-learning-engineer-interview-27873a) |
| Product Manager, Fine-Tuning | OpenAI | 12 | [Open loop](https://www.aced.io/questions/5832/taking-animal-translator-to-market?interview=openai-principal-product-manager-interview-b44ff6) |
| Senior Product Manager | Pinterest | 6 | [Open loop](https://www.aced.io/questions/5486/tell-me-something-thats-not-in-your-resume?interview=pinterest-senior-product-manager-interview-83d0af) |
| Product Manager | Meta | 6 | [Open loop](https://www.aced.io/questions/2679/design-parking-lot?interview=meta-facebook-product-manager-interview-f7ed94) |
| Data Engineer | Meta | 8 | [Open loop](https://www.aced.io/questions/1510/work-experience-last-year?interview=meta-facebook-data-engineer-interview-6679f7) |
| Engagement Manager | Cognition AI | 6 | [Open loop](https://www.aced.io/questions/5816/example-of-outstanding-success?interview=cognition-ai-customer-success-manager-interview-c9de30) |
| Program Engineer | Anduril | 8 | [Open loop](https://www.aced.io/questions/1754/technical-contribution-project?interview=anduril-senior-technical-program-manager-interview-8f2df5) |
| Product Manager | Perplexity AI | 6 | [Open loop](https://www.aced.io/questions/5598/interest-in-ai?interview=perplexity-ai-product-manager-interview-26a981) |
| Senior Software Engineer, LLM Applications | Nvidia | 6 | [Open loop](https://www.aced.io/questions/3625/lru-cache?interview=nvidia-senior-software-engineer-interview-5768ad) |
| Product Manager, Gemini | Google | 7 | [Open loop](https://www.aced.io/questions/1488/end-to-end-product-you-worked-on?interview=google-senior-product-manager-interview-c97845) |
| Staff Software Engineer, Infrastructure | Anthropic | 6 | [Open loop](https://www.aced.io/questions/5780/inference-batching-system?interview=anthropic-staff-software-engineer-interview-6ecf1d) |
| Senior/Staff SWE, Inferencing | Anthropic | 12 | [Open loop](https://www.aced.io/questions/5596/why-anthropic?interview=anthropic-staff-software-engineer-interview-9bfb57) |
| Product Manager | Meta | 7 | [Open loop](https://www.aced.io/questions/4229/past-projects?interview=meta-facebook-sr-staff-product-manager-interview-4cd1a9) |
| Growth Lead (B2B / ChatGPT Team) | OpenAI | 9 | [Open loop](https://www.aced.io/questions/5995/launch-new-chatgpt?interview=openai-growth-marketing-manager-interview-0d85e4) |
| Senior Full Stack Engineer | Netflix | 6 | [Open loop](https://www.aced.io/questions/445/reviewing-culture-memo-feedback?interview=netflix-senior-software-engineer-interview-de66d8) |

## Questions on the current listing

Each question can be marked as asked, practiced, or saved. Questions with video answers are labelled accordingly.

1. [A major airline operating out of JFK is seeing significant delays getting aircraft out of the gate, and leadership wants to cut turnaround time. How would you approach this? Has video answer](https://www.aced.io/questions/7446/reduce-airport-delays)
2. [You’re a consultant hired by the mayor of San Francisco. You have two weeks to come up with three recommendations to address homelessness in the city. How would you approach this? Has video answer](https://www.aced.io/questions/7445/solve-sf-homelessness)
3. [How would you use AI to improve the grocery shopping experience? Has video answer](https://www.aced.io/questions/7444/ai-grocery-experience)
4. [How would you grow seat expansion at Notion?](https://www.aced.io/questions/7341/grow-seat-expansion-notion) — a year ago; 8 answers
5. [What's your favorite product and why? Has video answer](https://www.aced.io/questions/20/favorite-product) — a month ago; 334 answers
6. [Tell me about yourself.](https://www.aced.io/questions/6812/describe-yourself-introduction-summary) — 4 months ago; 56 answers
7. [Design the AI document classification system.](https://www.aced.io/questions/7422/design-ai-document-classification-system) — a month ago; 1 answer
8. [You own an internal AI platform that other teams build agents on. What's your strategy, and if you could only own one metric, what would it be?](https://www.aced.io/questions/6611/internal-ai-platform-strategy-metrics) — 6 months ago; 16 answers
9. [How would you improve YouTube’s recommendation algorithm?](https://www.aced.io/questions/5452/improve-youtube-recommendation-algorithm) — 8 months ago; 75 answers
10. [How would you implement a computer vision process?](https://www.aced.io/questions/7432/implement-computer-vision-process) — 8 days ago
11. [Tell me about a time when you made short-term sacrifices for long-term gains. Has video answer](https://www.aced.io/questions/653/time-short-term-sacrifices-long-term-gains) — a month ago; 121 answers
12. [Explain how a rate limiter works.](https://www.aced.io/questions/7418/explain-rate-limiter-works) — a month ago; 4 answers
13. [Design a chatbot for merchants.](https://www.aced.io/questions/7395/design-chatbot-for-merchants) — a month ago; 1 answer
14. [Tell me about a time when you handled a difficult stakeholder.](https://www.aced.io/questions/551/time-handled-difficult-stakeholder) — a month ago; 105 answers
15. [How do you approach GenAI safety in consumer products? Has video answer](https://www.aced.io/questions/5983/how-do-you-approach-genai-safety-in-consumer-products) — 8 months ago; 30 answers
16. [Design a system to track reviews abuse on Amazon.com.](https://www.aced.io/questions/4988/design-system-track-review-abuse-amazon) — a year ago; 38 answers
17. [Design an LLM-based Q&A System.](https://www.aced.io/questions/6601/design-llm-based-qa-system) — 7 months ago; 6 answers
18. [How have you adopted AI in your workflows? Walk through examples.](https://www.aced.io/questions/6396/describe-ai-adoption-workflow-examples) — 20 days ago; 7 answers
19. [How would you improve a water bottle?](https://www.aced.io/questions/5671/improve-a-water-bottle) — a year ago; 31 answers
20. [Why do you think we should not hire you?](https://www.aced.io/questions/4629/why-no-hire) — a year ago; 49 answers

The listing displays **1–20 of 5,436** questions and provides pagination for pages **1, 2, 3, and 272**, plus a next-page control.

## Contribute an interview

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