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Product Management Root Cause Analysis Question: Investigating sudden drop in TripAdvisor mobile app hotel bookings

What caused the 30% decrease in hotel booking conversions through the TripAdvisor mobile app last week?

Data Analysis Problem Solving Technical Understanding Travel E-commerce Mobile Apps
Conversion Optimization Data Analysis Root Cause Analysis Travel Tech Mobile Apps

Introduction

A 30% decrease in hotel booking conversions through the TripAdvisor mobile app last week is a significant issue that demands immediate attention. This analysis will systematically identify, validate, and address the root cause while considering both short-term fixes and long-term strategic implications.

I'll approach this problem by first clarifying key details, ruling out external factors, and then diving deep into the product, user journey, and relevant metrics. From there, I'll generate data-driven hypotheses, conduct root cause analysis, and propose validation methods and next steps.

Framework overview

This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.

Step 1

Clarifying Questions (3 minutes)

  • Looking at the timing, I'm thinking this could be a recent change. Has there been any significant app update or feature release in the past two weeks?

Why it matters: Recent changes often correlate with performance shifts. Expected answer: Yes, there was a minor UI update. Impact on approach: If yes, we'd focus on changes in that update.

  • Considering user segments, I'm curious about the distribution. Is this 30% decrease uniform across all user types, or is it more pronounced in specific segments?

Why it matters: Helps narrow down potential user-specific issues. Expected answer: The decrease is more significant among iOS users. Impact on approach: We'd prioritize iOS-specific investigations if this were the case.

  • Thinking about the conversion funnel, I'm wondering about the specific step where we're seeing the drop. At which point in the booking process is the conversion rate declining most sharply?

Why it matters: Pinpoints the exact stage where users are dropping off. Expected answer: The drop is most significant at the payment stage. Impact on approach: We'd focus our analysis on the payment process and related systems.

  • Considering potential data anomalies, I'm curious about our tracking. Have there been any changes to our analytics setup or how we're measuring conversions?

Why it matters: Ensures we're not chasing a non-existent problem due to measurement errors. Expected answer: No changes to analytics or measurement methods. Impact on approach: If there were changes, we'd need to validate our data first before proceeding with other analyses.

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