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Product Management Root Cause Analysis Question: Investigating Depop's vintage clothing average order value decrease

Asked at Depop

15 mins

Why has the average order value decreased by 15% for vintage clothing items on Depop this month?

Data Analysis Hypothesis Generation Problem-Solving E-commerce Fashion Secondhand Retail
Root Cause Analysis User Behavior Algorithm Optimization E-Commerce Metrics Vintage Fashion

Introduction

The recent 15% decrease in average order value (AOV) for vintage clothing items on Depop is a concerning trend that requires immediate attention. As we delve into this issue, we'll employ a systematic approach to identify, validate, and address the root cause while considering both short-term and long-term implications for the platform.

Framework overview

This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.

Step 1

Clarifying Questions (3 minutes)

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

Why it matters: Seasonal trends can significantly impact purchasing behavior. Expected answer: The decrease occurred during the transition from summer to fall. Impact on approach: If confirmed, we'd need to compare year-over-year data to isolate seasonal effects.

  • Considering user segments, I'm curious if this decrease is uniform across all vintage clothing categories. Are certain types of vintage items more affected than others?

Why it matters: This helps identify if the issue is global or category-specific. Expected answer: The decrease is more pronounced in higher-priced vintage items. Impact on approach: We'd focus on factors affecting premium vintage clothing sales.

  • Thinking about recent changes, have there been any updates to the platform's algorithm or user interface in the past month?

Why it matters: Platform changes can significantly impact user behavior and purchasing decisions. Expected answer: A new recommendation algorithm was implemented two weeks ago. Impact on approach: We'd investigate the algorithm's impact on vintage clothing visibility and sales.

  • Regarding market dynamics, has there been any notable increase in competition or changes in pricing strategies from other vintage clothing platforms?

Why it matters: External market pressures can influence pricing and purchasing behavior. Expected answer: A major competitor launched a promotional campaign for vintage items last month. Impact on approach: We'd analyze our pricing strategy and value proposition relative to competitors.

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