Introduction
The Facebook News team is facing a critical decision: should we implement more content categories or focus on improving existing category accuracy? This trade-off involves balancing the breadth of content offerings against the quality and precision of current categories. I'll analyze this scenario using a structured approach, considering user experience, business impact, and technical feasibility.
I'd like to outline my approach to ensure we're aligned on the key areas I'll cover in my analysis.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Different products may have different user behaviors and priorities. Expected answer: Main Facebook app News Feed. Impact: Would focus on integrating with existing feed algorithms and user preferences.
Why it matters: Helps prioritize the decision against overall business objectives. Expected answer: Significant ad revenue from time spent in News Feed. Impact: Would emphasize solutions that maintain or increase user engagement.
Why it matters: Identifies key users we need to consider in our decision. Expected answer: Varied, but likely skews towards older demographics. Impact: Would tailor category expansion or improvement to these key segments.
Why it matters: Establishes a baseline for improvement efforts. Expected answer: Varies by category, but averaging around 80-85% accuracy. Impact: Would help determine if accuracy improvements are more pressing than expansion.
Why it matters: Determines feasibility of expansion vs. improvement efforts. Expected answer: Limited AI/ML resources, moderate content moderation team. Impact: Might lean towards improving existing categories if resources are constrained.
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