Product design question
Design a product for a preliminary screening interview for a recruitment firm.
- Product design
- Medium
Practice this question out loud. An AI interviewer asks it, follows up like a real interviewer would, and scores your answer. Type or speak.
Start a mock interview on this question · Mock interview from a job description
What this question tests
Product design for a two-sided hiring workflow, checking whether you can balance candidate experience against recruiter efficiency and screening accuracy.
How to approach it
- Define the two users: recruiters needing fast, consistent candidate screening, and candidates wanting a fair, low-friction first interaction.
- Identify the core tension: automating screening speeds up recruiters but risks feeling impersonal or unfair to candidates if not designed carefully.
- Prioritize structured, consistent questions over free-form AI interviews, since consistency reduces bias and improves recruiter trust in the output.
- Propose a design: a short structured video or text screening with role-specific questions, auto-scored on relevant keywords and experience match, with a human review step before rejection.
- Address fairness explicitly: never auto-reject without human review, and disclose to candidates that this stage is a preliminary screen, not a final decision.
- Define success as reduced recruiter time per candidate reviewed and no measurable increase in adverse impact against protected groups.
What a strong answer includes
- Names bias and fairness risk explicitly and designs a human-in-the-loop safeguard, critical for any hiring-related automation.
- Prioritizes structured over free-form questions, a specific and defensible design choice for consistency and legal defensibility.
- Ties success to both efficiency and a fairness guardrail, not efficiency alone.
Common mistakes
- Designing a fully automated auto-reject system with no human review, creating legal and fairness risk.
- Ignoring candidate experience and treating this purely as a recruiter efficiency tool.
Likely follow-up questions
- How would you audit this tool for bias against protected groups?
- How would you communicate to candidates that this is only a preliminary screen?
More product design questions
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- Design a referral system for a grocery app.Google · Product design · Medium
- How will you improve engagement on LinkedIn?LinkedIn · Product design · Easy
- How can the retention rate be increased on a web/mobile job portal app?LinkedIn · Product design · Easy
- You have decided to build the feature 'Sharing recommendations' for Netflix. What happens next?LinkedIn · Product design · Medium
More questions from LinkedIn
Learn the skill behind it
Chapters of the AI PM course that teach what this question tests.
- Chapter 4: Discovery and strategy for AI products
- Chapter 7: AI UX and human oversight: design for a system that is wrong sometimes
- Chapter 14: Get the job: the AI PM interview loop