Introduction
The recent 15% drop in Collective Health's member portal login rate over the past month is a concerning trend that requires immediate attention. As we analyze this issue, we'll follow a systematic approach to identify, validate, and address the root cause while considering both short-term fixes and long-term implications for the product.
I'll begin by asking clarifying questions to gather essential context, then rule out basic external factors before diving deep into the product ecosystem and user journey. We'll break down the metric, gather relevant data, and form data-driven hypotheses. Through root cause analysis and validation, we'll develop a comprehensive plan to resolve the issue and prevent future occurrences.
Framework overview
This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Recent changes could directly impact user behavior. Expected answer: Yes, there was a UI refresh. Impact on approach: If yes, we'd focus on the changes and user adaptation.
Why it matters: Helps identify if the issue is global or specific to certain users. Expected answer: The drop is more pronounced in older users. Impact on approach: If segmented, we'd tailor solutions to specific user groups.
Why it matters: Rules out normal seasonal fluctuations. Expected answer: This is an unusual drop compared to last year. Impact on approach: If seasonal, we'd focus on temporary factors; if not, we'd look at recent changes.
Why it matters: Ensures we're comparing apples to apples. Expected answer: No changes in measurement systems. Impact on approach: If changed, we'd need to validate the new measurement system.
Subscribe to access the full answer
Monthly Plan
The perfect plan for PMs who are in the final leg of their interview preparation
$99.00 /month
- Access to 8,000+ PM Questions
- 10 AI resume reviews credits
- Access to company guides
- Basic email support
- Access to community Q&A
Yearly Plan
The ultimate plan for aspiring PMs, SPMs and those preparing for big-tech
- Everything in monthly plan
- Priority queue for AI resume review
- Monthly/Weekly newsletters
- Access to premium features
- Priority response to requested question