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Product Management Root Cause Analysis Question: Investigating decline in Careem BIKE's customer satisfaction score in Egypt

Why has the customer satisfaction score for Careem BIKE in Egypt declined from 4.5 to 3.8 in the last month?

Data Analysis Problem Solving Strategic Thinking Transportation Sharing Economy Urban Mobility
User Experience Product Metrics Root Cause Analysis Customer Satisfaction Bike-Sharing

Introduction

The recent decline in Careem BIKE's customer satisfaction score in Egypt from 4.5 to 3.8 over the last month is a significant issue that requires immediate attention. This drop could indicate underlying problems affecting user experience and potentially impacting Careem's market position in the competitive bike-sharing industry. I'll approach this analysis systematically, focusing on identifying the root cause, validating hypotheses, and developing both short-term fixes and long-term strategies to address the issue.

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 seasonal factor at play. Has there been any significant change in weather patterns or events in Egypt that could affect bike usage?

Why it matters: Seasonal changes can dramatically impact bike-sharing services. Expected answer: Information about recent weather conditions or events. Impact on approach: If confirmed, we'd need to adjust for seasonality in our analysis.

  • Considering the metric itself, I'm curious about the sample size. Has there been any change in how we collect or calculate the customer satisfaction score?

Why it matters: Changes in measurement could explain the sudden drop. Expected answer: Details on the survey methodology and any recent changes. Impact on approach: If the methodology changed, we'd need to reassess the validity of the comparison.

  • Given the magnitude of the drop, I'm wondering if this affects all user segments equally. Do we see any patterns in satisfaction scores across different user groups?

Why it matters: Identifying affected segments could pinpoint specific issues. Expected answer: Breakdown of satisfaction scores by user segments. Impact on approach: Segment-specific issues would require targeted solutions.

  • Thinking about recent changes, have there been any significant updates to the Careem BIKE app or service in Egypt in the past month?

Why it matters: Recent changes could directly impact user satisfaction. Expected answer: Information on recent updates or changes to the service. Impact on approach: If confirmed, we'd focus on analyzing the impact of these changes.

  • Considering external factors, has there been any notable shift in the competitive landscape or regulations affecting bike-sharing in Egypt recently?

Why it matters: External factors could influence user perception and satisfaction. Expected answer: Information on market changes or new regulations. Impact on approach: If confirmed, we'd need to consider broader market strategies.

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