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Diagnose a Drop in Applications from Job Recommendation Emails

LinkedInData Scientist · Onsite

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Diagnose falling applications from job emails by tracing funnel rates, recommendation relevance, promoted-job mix, and ranking changes.

Diagnose a Drop in Applications from Job Recommendation Emails

Applications attributed to job-recommendation emails suddenly decline on one day. Describe how you would investigate the email-to-application funnel and distinguish a measurement issue, a delivery issue, and a change in recommendation relevance. Explain how you would assess a recent change in ranking weights as a possible cause.

Hints

Hint 1

Decompose volume and rates: A decline in applications can arise from fewer emails, fewer clicks per opened email, or fewer applications per click.

Follow-up questions

  • What if clicks fall while applications per click stay stable?
  • How would you separate changed job inventory from changed ranking behavior?