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Product Management Root Cause Analysis Question: Investigating doubled processing time for Yoco merchant payouts after software update

Asked at Yoco

15 mins

Why has the average processing time for Yoco merchant payouts doubled since the latest software update?

Data Analysis Problem-Solving Technical Understanding Fintech Payment Processing SaaS
Fintech Performance Optimization Root Cause Analysis Payment Processing Software Updates

Introduction

The doubling of average processing time for Yoco merchant payouts since the latest software update is a critical issue that demands immediate attention. This problem directly impacts our merchants' cash flow and could potentially harm Yoco's reputation and customer satisfaction. I'll approach this analysis systematically, focusing on identifying the root cause, validating hypotheses, and developing both short-term fixes 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 the software update might be directly related. Could you confirm when exactly the update was rolled out and if it coincided with the increase in processing time?

Why it matters: This helps establish a clear timeline and potential correlation. Expected answer: The update was rolled out X days ago, aligning with the observed increase. Impact on approach: A strong correlation would focus our investigation on the update itself.

  • I'm curious about the scope of the issue. Are all merchants experiencing this delay, or is it limited to specific segments or transaction types?

Why it matters: This helps identify if the problem is systemic or isolated to certain conditions. Expected answer: The issue affects X% of merchants, primarily those processing Y type of transactions. Impact on approach: A targeted segment would narrow our focus to specific user journeys or transaction flows.

  • Considering potential data anomalies, has there been any change in how we measure or define "processing time" recently?

Why it matters: This ensures we're comparing apples to apples in our metrics. Expected answer: No changes in measurement methodology have been made. Impact on approach: If there were changes, we'd need to reassess our baseline metrics.

  • Given the significance of this issue, I'm wondering about user feedback. Have we seen an increase in support tickets or complaints related to payout delays?

Why it matters: This provides qualitative data to complement our quantitative analysis. Expected answer: Yes, there's been a X% increase in related support tickets. Impact on approach: Strong user feedback would prioritize immediate mitigation strategies.

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