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Data Interview Question

Reducing Misleading Ad Content

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Requirements Clarification & Assessment

  • Objective: The primary goal is to minimize the occurrence of misleading or harmful ads on Facebook while balancing revenue considerations.
  • Scope: The focus is on any ad that is objectively offensive or violates Facebook's policies, regardless of the ad type (political, financial, health-related, etc.).
  • Current Processes:
    • Existing ad review processes include human reviews and limited AI involvement.
    • Policies and guidelines exist to remove ads containing prohibited content or inaccurate information.
  • Stakeholders:
    • Advertisers: Require a good return on investment (ROI) and fair treatment.
    • Users: Seek relevant, trustworthy information and a safe environment.
    • Facebook: Needs to maintain trust, user engagement, and revenue.
  • Challenges:
    • Balancing short-term revenue from misleading ads with long-term user trust and engagement.
    • Implementing effective detection and removal processes without alienating advertisers.
    • Addressing potential legal and ethical concerns related to ad censorship.
  • Desired Balance: Maximize revenue while ensuring high ad quality and user experience.
  • Timeline: Urgent need to reduce fake/problematic ads due to potential millions of impressions.