Introduction
Enhancing Grubhub's restaurant search filters to provide more personalized dining options is a critical initiative that can significantly improve user experience and drive engagement. I'll approach this challenge by analyzing user segments, identifying pain points, generating innovative solutions, and proposing a strategic implementation plan.
Step 1
Clarifying Questions (5 mins)
Why it matters: Helps determine if we should focus on acquisition or retention strategies. Expected answer: Slightly higher churn than industry average, especially among occasional users. Impact on approach: Would prioritize personalization features that encourage repeat orders.
Why it matters: Identifies areas where we can differentiate and innovate. Expected answer: Comparable basic filters, but lacking in advanced personalization features. Impact on approach: Would focus on developing unique, AI-driven personalization tools.
Why it matters: Pinpoints where in the funnel we're losing potential orders. Expected answer: 40% abandonment rate, with most occurring after viewing 2-3 restaurant options. Impact on approach: Would prioritize early-stage personalization to show more relevant options upfront.
Why it matters: Determines the foundation we have for building personalized recommendations. Expected answer: Basic order history and cuisine preferences, limited analysis of browsing patterns. Impact on approach: Would suggest investing in advanced data analytics and machine learning capabilities.
Tip
At this point, I'd like to take a 1-minute break to organize my thoughts before diving into the next step.
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