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Data Interview Question

Effectiveness of Web Banner Ads

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Requirements Clarification & Assessment

  1. Understand Business Objectives:

    • Goal: Increase revenue through the integration of web banner ads.
    • Success Criteria: Define what constitutes a successful monetization strategy. This could be a specific revenue target or an improvement in key performance metrics like Click-Through Rate (CTR) or Conversion Rate.
  2. Clarify Monetization Methods:

    • Revenue Models:
      • Cost per Impression (CPM)
      • Cost per Click (CPC)
      • Affiliate-based Revenue
    • Target Audience:
      • Stable, loyal readers
      • Casual, click-bait chasers
  3. Assess Audience Characteristics:

    • User Engagement: Determine the typical engagement level of the audience (e.g., average time spent on site, pages per session).
    • Audience Segmentation: Identify if there are distinct user segments that might respond differently to banner ads.
  4. Define Success Metrics:

    • Primary Metrics: CTR, Conversion Rate, Revenue
    • Secondary Metrics: User Engagement (time on site, bounce rate), Retention Rate
  5. Experiment Design Considerations:

    • Testing Scope: Determine whether to test the number of banners, types of banners, or placement.
    • Duration: Decide on the experiment length to capture both short-term and long-term effects.
  6. Guardrail Metrics:

    • User Experience: Ensure that banner ads do not negatively impact user experience (e.g., increased bounce rate).