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Product Management Root Cause Analysis Question: Investigating sudden decrease in Swvl's carpooling signups

Asked at Swvl

15 mins

What's causing the sudden 30% decrease in new user signups for Swvl's carpooling feature?

Data Analysis Problem Solving Strategic Thinking Transportation Mobility Sharing Economy
Data Analysis User Acquisition Root Cause Analysis Growth Carpooling

Introduction

The sudden 30% decrease in new user signups for Swvl's carpooling feature is a critical issue that demands immediate attention. This analysis will systematically identify, validate, and address the root cause while considering both short-term and long-term implications for the product and business.

To tackle this problem, I'll follow a structured approach that covers issue identification, hypothesis generation, validation, and solution development. My goal is to not only uncover the cause of the signup decline but also to propose actionable steps to reverse the trend and prevent similar issues in the future.

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 app or marketing strategy. Has there been any significant update to the carpooling feature or its promotion in the last month?

Why it matters: Recent changes often correlate with sudden metric shifts. Expected answer: Yes, there was a UI update or new marketing campaign. Impact on approach: If yes, we'd focus on the change's impact; if no, we'd look at external factors.

  • Considering user segments, I'm curious about the distribution of the decline. Is the 30% decrease uniform across all user demographics and regions, or is it more pronounced in specific areas?

Why it matters: Helps identify if the issue is global or localized. Expected answer: The decline varies across segments. Impact on approach: Uniform decline suggests a systemic issue, while varied decline points to segment-specific problems.

  • Given the nature of carpooling, I'm wondering about any changes in commuting patterns. Have there been any significant shifts in local transportation trends or work-from-home policies in key markets?

Why it matters: External factors could be driving the decline. Expected answer: Some changes in commuting patterns have been observed. Impact on approach: If yes, we'd need to adapt our product to new commuting realities; if no, we'd focus more on internal factors.

  • Thinking about the competitive landscape, has there been any notable launch or promotion from competitors in the carpooling space recently?

Why it matters: Competitive actions can significantly impact user acquisition. Expected answer: A competitor has launched a new feature or aggressive promotion. Impact on approach: If yes, we'd need to analyze and respond to the competitive threat; if no, we'd focus more on internal improvements.

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