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Product Management Root Cause Analysis Question: Investigating marketplace payment processing delays and their impact

Why are Marketplace payments delayed by 72 hours for 30% of transactions?

Data Analysis Problem-Solving Risk Management E-commerce Fintech Online Marketplaces
User Experience Marketplace Root Cause Analysis Fraud Detection Payment Processing

Introduction

Marketplace payment delays affecting 30% of transactions for 72 hours is a critical issue that demands immediate attention. This problem not only impacts user experience but also has potential financial implications for our platform. I'll approach this analysis systematically, focusing on identifying the root cause, validating hypotheses, and developing both short-term and long-term solutions.

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 a recent change. When did we first notice this 72-hour delay affecting 30% of transactions?

Why it matters: Helps pinpoint potential causes related to recent changes. Expected answer: Within the last week or month. Impact on approach: Recent timing would focus our investigation on recent system changes or external factors.

  • Considering user segments, I'm wondering if this affects specific types of sellers or buyers. Are we seeing any patterns in the affected 30% of transactions?

Why it matters: Identifies if the issue is isolated to particular user groups. Expected answer: Possibly new sellers or high-value transactions. Impact on approach: Would guide our investigation towards specific user segments or transaction types.

  • Thinking about system performance, I'm curious if there have been any recent changes to our payment processing infrastructure. Have we implemented any updates to our payment systems in the past month?

Why it matters: Could reveal technical issues causing the delay. Expected answer: Yes, a recent update to the payment gateway. Impact on approach: Would focus our investigation on recent technical changes and their impact.

  • Considering external factors, I'm wondering about any changes in financial regulations or partner policies. Have there been any updates from our payment partners or regulatory bodies recently?

Why it matters: External policy changes could explain the sudden delay. Expected answer: No significant changes reported. Impact on approach: Would shift focus to internal factors if external changes are ruled out.

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