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Product Management Root Cause Analysis Question: Investigating sudden drop in RappiPay user signups in Brazil
Image of author vinay

Vinay

Updated Nov 30, 2024

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Asked at Rappi

15 mins

What caused the sudden 30% drop in new user signups for RappiPay in Brazil last week?

Data Analysis Problem Solving Strategic Thinking Fintech Digital Payments E-commerce
Data Analysis Product Metrics User Acquisition Fintech Root Cause Analysis

Introduction

The sudden 30% drop in new user signups for RappiPay in Brazil last week is a critical issue that demands immediate attention. As we analyze this product challenge, we'll follow a systematic framework to identify, validate, and address the root cause while considering both immediate and long-term implications.

Our approach will involve a thorough examination of internal and external factors, data analysis, and hypothesis generation. We'll prioritize swift action to mitigate the impact on user acquisition while developing a comprehensive strategy to 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 this could be related to a recent product update. Has there been any significant change to the RappiPay app or onboarding process in the past two weeks?

Why it matters: Recent changes often correlate with sudden metric shifts. Expected answer: Yes, there was a UI update to the signup flow. Impact on approach: If confirmed, we'd focus on analyzing the new UI's impact on user behavior.

  • Considering the specificity of the drop, I'm curious about our measurement accuracy. Has there been any change in how we track or define new user signups recently?

Why it matters: Ensures we're addressing a real issue, not a data anomaly. Expected answer: No changes to tracking methods. Impact on approach: If there were changes, we'd need to audit our data collection process first.

  • Given the magnitude of the drop, I'm wondering about external factors. Have there been any major economic events or competitor actions in Brazil recently?

Why it matters: External factors could explain the sudden change. Expected answer: No significant external events noted. Impact on approach: If external factors are at play, we'd need to consider market-wide strategies.

  • Thinking about user segments, I'm curious if this drop is uniform across all user types. Do we see any differences in the drop rate between various demographic or geographic segments?

Why it matters: Helps identify if the issue is global or specific to certain user groups. Expected answer: The drop is more pronounced in urban areas and younger users. Impact on approach: If segmented, we'd tailor our solutions to the most affected groups.

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