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Product Management Root Cause Analysis Question: Investigating e-commerce conversion rate decline for skincare products
Image of author vinay

Vinay

Updated Nov 19, 2024

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Why has the conversion rate for skincare products on Sociolla dropped by 15% in the past month?

Data Analysis Problem-Solving Hypothesis Testing E-commerce Beauty Retail
User Experience E-Commerce Conversion Optimization A/B Testing Root Cause Analysis

Introduction

The recent 15% drop in conversion rate for skincare products on Sociolla is a significant concern that requires immediate attention. As we delve into this issue, we'll employ a systematic approach to identify, validate, and address the root cause, considering both short-term fixes and long-term strategic implications.

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 factor at play. Has this drop coincided with any particular season or holiday period?

Why it matters: Seasonal trends can significantly impact skincare product sales. Expected answer: No significant seasonal correlation. Impact on approach: If seasonal, we'd focus on adapting marketing strategies; if not, we'd look deeper into internal factors.

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

Why it matters: Identifying specific affected segments can narrow down potential causes. Expected answer: The drop is more pronounced in the 25-34 age group. Impact on approach: We'd tailor our investigation and solutions to this specific demographic if confirmed.

  • Thinking about recent changes, have there been any significant updates to the product listings, user interface, or checkout process in the past month?

Why it matters: Recent changes could directly correlate with the conversion rate drop. Expected answer: A new product recommendation algorithm was implemented. Impact on approach: We'd focus on analyzing the algorithm's performance and its impact on user behavior.

  • Considering external factors, has there been any notable shift in competitor activities or market conditions for skincare products?

Why it matters: External market forces could be driving the conversion rate decline. Expected answer: No significant changes in competitor activities or market conditions. Impact on approach: If confirmed, we'd focus more on internal factors and user experience issues.

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