Why has the average contribution amount for Human Interest's auto-enrollment feature decreased by 8% since the last product update?

Introduction

The recent 8% decrease in average contribution amounts for Human Interest's auto-enrollment feature is a concerning trend that requires thorough investigation. This analysis will systematically identify, validate, and address the root cause while considering both immediate and long-term implications for the product and its users.

Step 1

Clarifying Questions (3 minutes)

• Looking at the timing, I'm thinking there might be a correlation with the last product update. Could you provide more details about the nature and scope of this update?

Why it matters: Understanding the changes made could reveal potential causes for the decrease. Expected answer: Information about feature changes, UI/UX modifications, or backend adjustments. Impact on approach: Helps focus on specific areas affected by the update.

• I'm curious about the user segments affected. Has this decrease been uniform across all user groups, or are certain demographics more impacted?

Why it matters: Identifying patterns in affected users could point to specific issues or user experience problems. Expected answer: Data showing variation or uniformity across user segments. Impact on approach: Guides the focus of our investigation and potential solutions.

• Considering the possibility of measurement errors, has there been any change in how we calculate or track the average contribution amount?

Why it matters: Ensures we're comparing apples to apples and not chasing a non-existent problem. Expected answer: Confirmation of consistent measurement methods or details of any changes. Impact on approach: If measurement methods have changed, we'd need to reassess the validity of the 8% decrease.

• Given the financial nature of this feature, I'm wondering if there have been any recent economic factors or policy changes that might influence user behavior?

Why it matters: External factors could be driving the change, rather than product-related issues. Expected answer: Information on relevant economic trends or policy shifts. Impact on approach: Helps distinguish between internal and external causes, shaping our solution strategy.