Rethink LinkedIn Job Matching for Members Switching to a New Field
Company: LinkedIn
Role: Product Manager
Category: Product Design & Strategy
Difficulty: medium
Interview Round: Other
You are a product manager at LinkedIn working on job recommendations. How would you improve the jobs LinkedIn recommends to members who are actively exploring a move into a different career?
```hint Question the signals
Consider which parts of a member's profile and activity drive job recommendations for most people, and why those same signals might steer someone who wants to leave their field in the wrong direction.
```
### Clarifying Questions
- Should I focus on members who already know which field they want to enter, or on those still comparing several possible directions?
- Is the goal more applications from these members, more interviews and hires, or keeping them engaged with LinkedIn through what can be a long transition?
- Can the product ask members to state their intended direction, or should it rely only on behavior LinkedIn can infer, given that some members keep a job search hidden from their current employer?
- Are hiring-side changes in scope, such as letting employers mark roles as open to career switchers?
### What a Strong Answer Covers
- Why recommendations built from past titles and industry fail career switchers, and which switcher segment to serve first
- Concrete pain points traced through the switcher's journey, from exploring options to getting interviews
- Prioritized solutions that change the recommendation inputs, the roles shown and how each match is explained
- Success metrics tied to interviews and completed switches, with guardrails for hirers and for other members' recommendations
- Risks such as the privacy of switching intent, unrealistic matches and fairness
### Follow-up Questions
- How would you evaluate a recommendation model for switchers offline when there is little history of people making the exact move a member wants?
- If recruiters complain that applications from switchers are poor fits, what would you change first?
- How would you handle a member whose stated target field conflicts with what their activity on LinkedIn suggests?
Overview: A product improvement prompt asking how LinkedIn should change the job recommendations it shows members who are exploring a move into a different career. It tests segmentation, an understanding of why history-based matching fails career switchers, two-sided marketplace thinking, prioritized solutions, and metrics with guardrails for hirers.