Introduction
To improve Kuaishou's short video recommendations and make them more personalized and engaging, we need to dive deep into user behavior, content preferences, and the underlying recommendation algorithms. I'll outline a strategic approach to enhance the user experience and increase engagement on the platform.
Step 1
Clarifying Questions (5 mins)
Why it matters: This helps us understand the scale of our user base and potential for growth. Expected answer: Kuaishou has around 600 million MAU, second to TikTok in the global market. Impact on approach: A large user base would suggest focusing on personalization at scale.
Why it matters: These metrics indicate user engagement levels and help identify areas for improvement. Expected answer: Average session duration of 30 minutes, with a DAU/MAU ratio of 0.4. Impact on approach: Lower engagement metrics would prioritize features that increase session time and frequency.
Why it matters: This balance affects our recommendation strategy and user engagement. Expected answer: 80% user-generated, 20% professional/sponsored content. Impact on approach: A high proportion of UGC would suggest focusing on improving discovery for diverse content creators.
Why it matters: Understanding our technical capabilities helps in proposing feasible improvements. Expected answer: Using a collaborative filtering algorithm with user interaction data and content features. Impact on approach: Advanced AI capabilities would allow for more sophisticated personalization strategies.
Tip
At this point, you can ask interviewer to take a 1-minute break to organize your thoughts before diving into the next step.
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