Why has the average order value for GOAT's apparel category declined by 20% compared to the previous quarter?

Introduction

The decline in average order value (AOV) for GOAT's apparel category by 20% compared to the previous quarter is a significant issue that requires immediate attention. This analysis will systematically identify, validate, and address the root cause while considering both short-term and long-term implications for the business.

Step 1

Clarifying Questions (3 minutes)

• Looking at the timing, I'm thinking there might be seasonal factors at play. Has this decline coincided with any particular season or event?

Why it matters: Seasonal trends can significantly impact apparel sales. Expected answer: The decline occurred during the transition from summer to fall. Impact on approach: If confirmed, we'd need to compare year-over-year data for the same period.

• Considering user segments, I'm curious about the distribution of the decline. Is this 20% decrease uniform across all customer segments or more pronounced in specific groups?

Why it matters: Different segments may be reacting differently to changes or external factors. Expected answer: The decline is more significant among occasional buyers rather than frequent customers. Impact on approach: We'd focus on understanding what's changed for occasional buyers specifically.

• Thinking about recent changes, have there been any significant updates to the product catalog, pricing strategy, or user interface in the apparel category?

Why it matters: Internal changes could directly impact user behavior and purchasing decisions. Expected answer: A new dynamic pricing algorithm was implemented at the start of the quarter. Impact on approach: We'd need to analyze the impact of this algorithm on pricing and user perception.

• Regarding the metric itself, has there been any change in how AOV is calculated or in the systems measuring it?

Why it matters: Ensures we're comparing apples to apples and not dealing with a data anomaly. Expected answer: No changes in calculation or measurement systems. Impact on approach: We can rule out technical issues in metric calculation and focus on actual business factors.