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Product Management Root Cause Analysis Question: Investigating declining gold transaction values on investment platform
Image of author vinay

Vinay

Updated Nov 19, 2024

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Asked at Ajaib

15 mins

Why has the average order value for gold transactions on Ajaib's platform declined by 20% over the past quarter?

Data Analysis Problem Solving User Experience Design Fintech Investment Platforms Digital Gold
Data Analysis Fintech Root Cause Analysis User Behavior Gold Investment

Introduction

The decline in average order value for gold transactions on Ajaib's platform by 20% over the past quarter is a significant issue that requires immediate attention. This analysis will systematically identify, validate, and address the root cause while considering both short-term and long-term implications for the platform's performance and user experience.

To tackle this problem, I'll follow a structured approach that covers issue identification, hypothesis generation, validation, and solution development. My goal is to provide a comprehensive analysis that not only addresses the immediate concern but also sets the stage for long-term improvements in Ajaib's gold transaction ecosystem.

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 seasonal factors at play. Has this decline coincided with any particular season or event in the gold market?

Why it matters: Seasonal trends could explain temporary fluctuations in order value. Expected answer: No significant seasonal correlation identified. Impact on approach: If seasonal, we'd focus on cyclical strategies; if not, we'd look deeper into platform-specific issues.

  • Considering user segments, I'm curious about the distribution of this decline. Is the 20% decrease uniform across all user types, or are certain segments more affected?

Why it matters: Identifying specific affected segments could pinpoint targeted issues. Expected answer: The decline is more pronounced among newer users. Impact on approach: If segment-specific, we'd tailor solutions to those user groups; if uniform, we'd look at platform-wide factors.

  • Thinking about recent changes, have there been any significant updates to the platform's UI, pricing structure, or available gold products in the past quarter?

Why it matters: Recent changes could directly impact user behavior and transaction values. Expected answer: A new UI was implemented for the gold transaction flow. Impact on approach: If changes occurred, we'd analyze their specific impact; if not, we'd focus on external factors or gradual shifts in user behavior.

  • Considering market conditions, has there been any notable volatility in gold prices during this period?

Why it matters: Market volatility could influence user purchasing decisions and order values. Expected answer: Gold prices have been relatively stable. Impact on approach: If volatile, we'd consider market-responsive strategies; if stable, we'd focus more on internal platform factors.

  • Regarding transaction limits, have there been any changes to minimum or maximum order values for gold transactions?

Why it matters: Changes in transaction limits could directly affect average order values. Expected answer: No changes to transaction limits have been implemented. Impact on approach: If limits changed, we'd assess their direct impact; if not, we'd explore other factors influencing user behavior.

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