How can we explain the sudden 25% increase in cancellation rates for Alma's group therapy sessions in the past two weeks?

Introduction

The sudden 25% increase in cancellation rates for Alma's group therapy sessions over the past two weeks is a critical issue that demands immediate attention. This analysis will systematically identify, validate, and address the root cause while considering both short-term and long-term implications for Alma's service.

I'll approach this problem by first clarifying key details, ruling out external factors, and then diving deep into product understanding, metric breakdown, and data analysis. From there, I'll form hypotheses, conduct root cause analysis, and propose validation methods and solutions.

Step 1

Clarifying Questions (3 minutes)

• Looking at the timing, I'm thinking there might be a recent product change. Has there been any update to the group therapy booking or attendance system in the last month?

Why it matters: Recent changes often correlate with sudden metric shifts. Expected answer: Yes, a minor UI update was implemented. Impact on approach: If yes, we'd focus on the change's impact on user experience.

• Considering user segments, I'm curious about the distribution of cancellations. Are we seeing this increase across all user groups or is it concentrated in specific demographics?

Why it matters: Helps identify if the issue is universal or segment-specific. Expected answer: The increase is more pronounced among newer users. Impact on approach: If segment-specific, we'd tailor our solution to that group.

• Given the nature of group therapy, I wonder about session dynamics. Has there been any change in group sizes or session durations recently?

Why it matters: Changes in session structure could affect user satisfaction and cancellation rates. Expected answer: No changes to session structure have been made. Impact on approach: If no changes, we'd look more closely at other factors like content quality or facilitator performance.

• Thinking about external factors, have there been any significant changes in competitor offerings or marketing campaigns in the past month?

Why it matters: Competitive pressure can influence user behavior and loyalty. Expected answer: A major competitor launched a promotional campaign two weeks ago. Impact on approach: If yes, we'd need to consider our competitive positioning and value proposition.