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Data Interview Question

New Job Candidate Communication Feature

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Requirements Clarification & Assessment

  1. Objective Understanding:

    • The goal is to evaluate the effectiveness of a new feature allowing job candidates to directly message hiring managers for real-time updates.
    • The feature aims to enhance engagement and potentially improve hiring outcomes on LinkedIn.
  2. Constraints:

    • An AB test was not feasible before the feature's release.
    • The feature is currently only available to premium subscribers, providing a specific user segment for analysis.
  3. Clarifying Questions:

    • What specific metrics are we using to define "effectiveness" (e.g., increased hires, user engagement)?
    • Are there any existing benchmarks or historical data for comparison?
    • How are messages tracked, and what data privacy considerations are in place?
    • Are there any geographical or industry restrictions currently applied to the feature?
  4. Data Availability:

    • Access to user engagement metrics (e.g., number of messages sent/received, time spent on platform).
    • Data on premium subscription rates pre- and post-feature release.
    • Information on the number of job applications and successful hires.
  5. Stakeholder Alignment:

    • Ensure alignment with product managers, engineering, and marketing teams regarding the feature's objectives and success criteria.