What caused the sudden 30% decrease in Target Circle reward redemptions last month?

Introduction

The sudden 30% decrease in Target Circle reward redemptions last month is a critical issue that demands immediate attention. This significant drop could impact customer loyalty, revenue, and overall program effectiveness. I'll approach this problem systematically, focusing on identifying the root cause, validating hypotheses, and developing both short-term and long-term solutions.

Step 1

Clarifying Questions (3 minutes)

• Looking at the timing, I'm thinking there might be a seasonal component. Has this decrease occurred during the same period in previous years?

Why it matters: Seasonal patterns could explain the drop and inform our solution approach. Expected answer: No, this is unprecedented for this time of year. Impact on approach: If seasonal, we'd focus on adjusting for cyclical trends; if not, we'd investigate recent changes.

• Considering user segments, I'm curious if this decrease is uniform across all customer types. Are we seeing a more significant drop in redemptions for any particular user group?

Why it matters: Identifying affected segments helps pinpoint specific issues or changes impacting certain users. Expected answer: The decrease is more pronounced among occasional shoppers. Impact on approach: We'd focus on understanding what's changed for this specific user group.

• Thinking about recent changes, have there been any updates to the Target Circle program or the redemption process in the last 1-2 months?

Why it matters: Recent changes could directly correlate with the decrease in redemptions. Expected answer: A minor UI update was implemented in the app for reward redemptions. Impact on approach: We'd investigate the impact of this UI change on user behavior.

• Considering technical aspects, has there been any change in how we're tracking or calculating redemptions?

Why it matters: Ensures we're not dealing with a data anomaly rather than an actual decrease. Expected answer: No changes to tracking or calculation methods. Impact on approach: If changed, we'd focus on data integrity; if not, we'd look at user-facing issues.