How can we explain the sudden increase in cancellation rates for Calibrate's one-year weight loss program in the past two weeks?

Introduction

The sudden increase in cancellation rates for Calibrate's one-year weight loss program over the past two weeks is a critical issue that demands immediate attention. To address this problem, I'll employ a systematic approach to identify, validate, and resolve the root cause while considering both short-term and long-term implications.

I'll begin by clarifying the context, then rule out external factors before diving deep into the product ecosystem and user journey. We'll break down the metric, gather relevant data, form hypotheses, and conduct a thorough root cause analysis. Finally, we'll develop a comprehensive plan to validate our findings and implement solutions.

Step 1

Clarifying Questions (3 minutes)

• Looking at the timing, I'm thinking there might have been a recent product update. Has there been any significant change to the program or app in the last month?

Why it matters: Recent changes could directly impact user experience and satisfaction. Expected answer: Yes, there was a major app update two weeks ago. Impact on approach: If confirmed, we'd focus on analyzing the update's features and user feedback.

• Considering the program's duration, I'm curious about the cohort breakdown. Are these cancellations primarily from new users or those nearing the end of their program?

Why it matters: Different cohorts may have different reasons for cancelling. Expected answer: The cancellations are spread across various cohorts. Impact on approach: We'd need to segment our analysis by user tenure and investigate cohort-specific issues.

• Given the sudden increase, I'm wondering about any changes in external communication. Have there been any recent marketing campaigns or changes in messaging?

Why it matters: External messaging can set expectations and impact user perception. Expected answer: No significant changes in marketing or messaging. Impact on approach: We'd focus more on internal factors and user experience issues.

• Considering potential technical issues, I'm curious about any recent reports of app performance problems. Have there been any spikes in error rates or app crashes?

Why it matters: Technical issues can severely impact user experience and lead to cancellations. Expected answer: There have been some reports of increased app crashes. Impact on approach: We'd prioritize technical investigation and stability improvements.