Introduction
The trade-off between expanding NetEase's music streaming catalog and improving recommendation algorithms is a critical decision that could significantly impact user engagement and retention. This scenario touches on the core value proposition of a music streaming service: content breadth versus content discovery. I'll analyze this trade-off by examining the current product landscape, potential impacts, and experimental approaches to inform our decision.
Analysis Approach
I'd like to outline my approach to ensure we're aligned on the analysis structure and key areas we'll cover.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Helps frame the urgency and potential impact of this decision. Expected answer: NetEase is a strong player but facing pressure from global giants entering the market. Impact on approach: Would influence whether we prioritize differentiation or feature parity.
Why it matters: Helps align the solution with our primary revenue drivers. Expected answer: 70% subscription, 30% advertising. Impact on approach: A higher subscription percentage might lean towards improving recommendations for retention.
Why it matters: Different user segments may value catalog size vs. recommendations differently. Expected answer: 60% casual, 40% power users. Impact on approach: A higher percentage of power users might favor catalog expansion.
Why it matters: Helps assess the potential gains from improving algorithms. Expected answer: Moderate accuracy with room for improvement, processing time is acceptable. Impact on approach: Significant room for improvement might favor algorithm enhancement.
Why it matters: Helps determine which option is more feasible with current resources. Expected answer: Balanced capacity, but slightly more in machine learning. Impact on approach: Might lean towards algorithm improvement if ML team has more bandwidth.
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