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Product Management Root Cause Analysis Question: Investigating sudden drop in Cabify Executive driver sign-ups

What caused the sudden 30% drop in new driver sign-ups for Cabify Executive last week?

Data Analysis Problem-Solving Strategic Thinking Ride-Sharing Transportation Gig Economy
Data Analysis User Onboarding Root Cause Analysis Ride-Sharing Driver Acquisition

Introduction

The sudden 30% drop in new driver sign-ups for Cabify Executive last week 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 our product and business.

I'll approach this problem by first clarifying key details, ruling out external factors, and then diving deep into our product, metrics, and potential internal causes. We'll generate data-driven hypotheses, conduct root cause analysis, and develop a comprehensive plan to resolve the issue and prevent future occurrences.

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 have been a recent change in our onboarding process. Have we implemented any updates to the driver sign-up flow in the past two weeks?

Why it matters: Recent changes could directly impact sign-up rates. Expected answer: Yes, we updated the background check process. Impact on approach: If confirmed, we'd focus on analyzing the new process for potential friction points.

  • Considering the specificity of the drop, I'm wondering about our data accuracy. Can you confirm that our tracking systems for new driver sign-ups are functioning correctly and haven't changed?

Why it matters: Ensures we're addressing a real issue, not a data anomaly. Expected answer: Yes, our tracking systems are accurate and unchanged. Impact on approach: If there's an issue with tracking, we'd need to fix that before analyzing further.

  • Given the competitive nature of the ride-sharing market, I'm curious about external factors. Have there been any significant moves from our competitors, like increased driver incentives, in the past month?

Why it matters: Competitor actions could explain the drop in sign-ups. Expected answer: No major changes from competitors. Impact on approach: If competitors have made moves, we'd need to consider market positioning in our solution.

  • Thinking about user segments, I'm wondering if this drop is uniform across all driver types. Can we break down the 30% drop by driver categories (e.g., part-time vs. full-time, urban vs. suburban)?

Why it matters: Helps identify if the issue affects all drivers or specific segments. Expected answer: The drop is more pronounced among part-time urban drivers. Impact on approach: This would focus our investigation on factors specifically affecting that segment.

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