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Data Interview Question

Reduced Ad Fill Rate

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Requirements Clarification & Assessment

  1. Understanding Definitions:

    • Impression: Clarify whether an impression is counted when an ad is viewed or interacted with.
    • Potential Opportunities: Define what constitutes an ad opportunity. Does it include all potential ad slots, or only those that meet specific targeting criteria?
  2. Data Scope:

    • Determine the timeframe over which the 10% decline is observed (daily, weekly, monthly).
    • Investigate whether this drop is consistent across all regions, platforms (mobile vs. desktop), and advertiser campaigns.
  3. User and Advertiser Dynamics:

    • Assess changes in user activity, such as DAU (Daily Active Users), WAU (Weekly Active Users), and MAU (Monthly Active Users).
    • Evaluate any shifts in advertiser behavior or demand, including changes in ad budgets or bidding strategies.
  4. Platform and External Factors:

    • Identify any recent changes to the Facebook platform that could affect ad delivery.
    • Consider external factors like holidays or events that might influence user engagement or advertiser activity.