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Product Management Root Cause Analysis Question: Investigating decreased average trip distance for Cabify Lite

Asked at Cabify

15 mins

Why has the average trip distance for Cabify Lite decreased by 15% in the past month?

Data Analysis Problem-Solving Strategic Thinking Transportation Urban Mobility Technology
Data Analysis Product Metrics Root Cause Analysis User Behavior Ride-Sharing

Introduction

The recent 15% decrease in average trip distance for Cabify Lite over the past month is a significant shift that warrants thorough investigation. This analysis will systematically explore potential root causes, generate data-driven hypotheses, and propose actionable solutions to address this change in user behavior.

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 there might be seasonal factors at play. Has this decrease coincided with any particular events or changes in weather patterns?

Why it matters: Seasonal trends can significantly impact travel behavior. Expected answer: No significant seasonal changes noted. Impact on approach: If confirmed, we'll focus more on internal factors.

  • Considering user segments, I'm curious about the distribution of this decrease. Is the 15% drop consistent across all user groups, or are certain segments more affected?

Why it matters: Identifying specific affected segments can narrow down potential causes. Expected answer: The decrease is more pronounced among occasional users. Impact on approach: We'll investigate factors that might be deterring occasional users from longer trips.

  • Regarding recent changes, have there been any updates to the Cabify Lite product or pricing structure in the past 1-2 months?

Why it matters: Product changes can directly influence user behavior. Expected answer: A minor UI update was implemented, but no significant feature or pricing changes. Impact on approach: We'll examine if the UI change could have inadvertently affected trip distance selection.

  • Thinking about competitive landscape, has there been any notable shift in competitor offerings or marketing strategies recently?

Why it matters: Competitor actions can impact user choices and trip patterns. Expected answer: A major competitor launched an aggressive marketing campaign for short trips. Impact on approach: We'll consider how to differentiate Cabify Lite for longer trips.

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