Metrics question
You are a PM for LinkedIn Trust Team. A number of senior influencers at LinkedIn have complained that they receive innumerable spam connection requests and they threaten to leave the platform or launch a tirade against LinkedIn. What do you do?
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What this question tests
Tests trust and safety crisis management balancing a vocal, high-influence user segment's complaint against broader platform-wide spam policy.
How to approach it
- Take the complaint seriously but verify the scope first: confirm via data whether spam connection requests to senior influencers are a genuine spike or a longstanding, now-vocalized issue.
- Segment the root cause: distinguish automated bot-driven spam from legitimate but excessive cold outreach (e.g. sales prospecting), since the fix differs for each.
- Propose a tiered fix: stronger automated detection and rate-limiting for bot-like connection request patterns, plus a 'high-profile account' protection mode allowing stricter default filters for users who opt in.
- Communicate directly and promptly with the affected influencers, showing the specific steps being taken, since the immediate relationship risk (churn threat) needs direct reassurance alongside the technical fix.
- Define success: reduction in spam connection request reports from this segment specifically, and retention of the affected influencer accounts, since losing high-profile users has outsized platform impact.
What a strong answer includes
- Distinguishes bot spam from legitimate-but-excessive outreach, since conflating them risks over-restricting normal networking behavior for everyone.
- Proposes a targeted protection layer for high-profile accounts rather than a blunt platform-wide change that could hurt normal user growth features.
- Balances the urgent relationship-management need (direct communication with threatening-to-leave influencers) with the underlying technical fix, addressing both.
- Picks a segment-specific success metric (spam reports from this group, their retention) rather than a vague platform-wide spam number.
Common mistakes
- Proposing a platform-wide restrictive change without considering the impact on normal user growth and networking behavior.
- Focusing only on the technical fix and ignoring the urgent need to directly communicate with the threatening-to-leave influencers.
Likely follow-up questions
- How would you balance stricter spam controls against LinkedIn's core growth incentive of easy networking?
- How would you measure whether the fix actually reduced spam versus just reduced reporting?
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Learn the skill behind it
Chapters of the AI PM course that teach what this question tests.
- Chapter 9: Prove it paid off: outcomes, economics, and pricing
- Chapter 2: Data fluency: SQL, logs, and reading the truth yourself
- Chapter 14: Get the job: the AI PM interview loop