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Product Management Root Cause Analysis Question: Investigating decline in genetic testing kit sample collection rates

Why has the sample collection rate for 54gene's genetic testing kits dropped by 30% in the past month?

Data Analysis Problem-Solving User Journey Mapping Healthcare Biotechnology Consumer Genetics
User Experience Data Analysis Root Cause Analysis Healthcare Tech Genetic Testing

Introduction

The recent 30% drop in sample collection rate for 54gene's genetic testing kits is a critical issue that demands immediate attention. This decline not only impacts the company's revenue but also potentially hinders scientific research and medical advancements. To address this problem, I'll employ a systematic approach to identify, validate, and resolve 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 drop coincided with any particular season or holiday period?

Why it matters: Seasonal patterns could explain temporary fluctuations. Expected answer: No significant seasonal correlation. Impact on approach: If seasonal, we'd focus on annual trends; if not, we'd investigate recent changes.

  • Considering user segments, I'm wondering if this decline is uniform across all demographics. Have you noticed any particular user groups more affected than others?

Why it matters: Identifying affected segments helps narrow down potential causes. Expected answer: The decline is more pronounced in certain age groups or regions. Impact on approach: We'd tailor our investigation and solutions to the most affected segments.

  • Thinking about recent changes, has there been any modification to the sample collection process or kit design in the past few months?

Why it matters: Recent changes could directly impact user experience and willingness to provide samples. Expected answer: Minor updates to the kit packaging were implemented. Impact on approach: We'd scrutinize these changes and their potential impact on user behavior.

  • Considering data integrity, I'm curious if there have been any changes in how sample collection rates are measured or reported.

Why it matters: Ensures we're dealing with a real issue, not a reporting anomaly. Expected answer: No changes in measurement or reporting methods. Impact on approach: If changes occurred, we'd first address data consistency before diving deeper.

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