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Product Management Root Cause Analysis Question: Investigating increased error rates in Experian's business credit reports
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Nextsprints

Updated Jan 22, 2025

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What factors are causing the increased error rate in Experian's Business Credit Reports generated in the last quarter?

Data Analysis Problem Solving System Integration Financial Services Credit Reporting Data Analytics
Root Cause Analysis Data Integration Financial Services Credit Reporting Error Rate Optimization

Introduction

The increased error rate in Experian's Business Credit Reports over the last quarter is a critical issue that demands immediate attention. As we delve into this product execution problem, we'll employ a systematic approach to identify, validate, and address the root cause while considering both short-term fixes and long-term strategic implications.

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 a seasonal component. Has this increase in error rate coincided with any particular business cycle or reporting period?

Why it matters: Seasonal patterns could explain fluctuations and inform our solution approach. Expected answer: No clear seasonal pattern identified. Impact on approach: We'll focus more on internal factors if seasonality is ruled out.

  • Considering the scope, I'm wondering if this affects all types of business credit reports or specific segments. Can you provide more details on which report types or business segments are most affected?

Why it matters: Identifying patterns in affected segments could point to specific data sources or processes. Expected answer: The issue is more prevalent in reports for small to medium-sized businesses. Impact on approach: We'll investigate data sources and processes specific to SMB reports.

  • Thinking about recent changes, have there been any significant updates to the data collection or report generation processes in the last quarter?

Why it matters: Recent changes could be directly linked to the increased error rate. Expected answer: A new data integration system was implemented two months ago. Impact on approach: We'll focus on the new system's impact and potential issues in data integration.

  • Considering user feedback, have there been any changes in the volume or nature of customer complaints or support tickets related to report accuracy?

Why it matters: User feedback can provide valuable insights into the nature and impact of errors. Expected answer: There's been an increase in complaints about mismatched financial data. Impact on approach: We'll prioritize investigating data matching and verification processes.

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