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Product Management Root Cause Analysis Question: Investigating Swvl Business ride rating decline

Asked at Swvl

12 mins

Why has the average trip rating for Swvl Business rides dropped by 15% in the past month?

Data Analysis Problem-Solving Strategic Thinking Transportation Technology B2B Services
Data Analysis Product Metrics Root Cause Analysis Ride-Sharing User Satisfaction

Introduction

The recent 15% drop in average trip ratings for Swvl Business rides is a concerning trend that requires immediate attention. As we delve into this issue, we'll employ a systematic approach to identify, validate, and address the root cause while considering both short-term fixes and long-term strategic implications.

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 a recent change in the service. Has there been any significant update to the Swvl Business platform or policies in the past month?

Why it matters: Recent changes often correlate with shifts in user satisfaction. Expected answer: Yes, there was a pricing update or new feature rollout. Impact on approach: If confirmed, we'd focus on the specific change and its effects.

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

Why it matters: Identifying affected segments helps narrow down potential causes. Expected answer: The drop is more pronounced in certain user groups. Impact on approach: We'd tailor our investigation to the most affected segments.

  • Given the specificity of the 15% drop, I'm wondering about our data collection. Has there been any change in how we measure or calculate trip ratings in the last month?

Why it matters: Ensures we're not dealing with a data anomaly rather than a real issue. Expected answer: No changes in measurement methodology. Impact on approach: If there were changes, we'd need to reassess the validity of the comparison.

  • Thinking about external factors, have there been any significant changes in the competitive landscape or market conditions for business ride services recently?

Why it matters: External factors could be influencing user perceptions and expectations. Expected answer: No major market shifts, but some new entrants in certain regions. Impact on approach: If confirmed, we'd need to consider competitive pressures in our analysis.

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