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Company focus

Deliverr

How can we explain the unexpected 25% increase in return rates for items fulfilled through Deliverr's multi-channel fulfillment program in the past two weeks?

Prepared by NextSprints

15 mins
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Data Analysis Problem Solving Operational Understanding E-commerce Logistics Supply Chain Management Data Analysis Root Cause Analysis Customer Experience Operational Efficiency E-Commerce Fulfillment
Product Management Root Cause Analysis Question: Investigating sudden increase in e-commerce return rates

Introduction

The unexpected 25% increase in return rates for items fulfilled through Deliverr's multi-channel fulfillment program over the past two weeks is a critical issue that demands immediate attention. This surge in returns not only impacts customer satisfaction but also affects our operational efficiency and bottom line. To address this complex problem, I'll employ a systematic approach to identify, validate, and resolve the root cause while 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 recent change in our fulfillment process. Has there been any significant update to our fulfillment operations in the last month?

Why it matters: Recent changes often correlate with sudden metric shifts. Expected answer: Yes, we implemented a new inventory management system. Impact on approach: If true, we'd focus on system-related hypotheses.

  • Considering the multi-channel nature, I wonder if this increase is uniform across all channels. Are we seeing similar return rate increases across all sales channels, or is it more pronounced in specific ones?

Why it matters: Channel-specific issues require targeted solutions. Expected answer: The increase is more significant in our marketplace channels. Impact on approach: We'd investigate marketplace-specific factors if this is the case.

  • Given the substantial increase, I'm curious about customer feedback. Have we noticed any changes in the reasons customers are citing for returns in the last two weeks?

Why it matters: Direct customer feedback can quickly point to specific issues. Expected answer: There's been an uptick in complaints about incorrect items received. Impact on approach: This would steer us towards investigating order accuracy and picking processes.

  • Thinking about seasonality, I'm wondering if this aligns with any particular shopping events. Are we in or just past a major sales period that might influence return behavior?

Why it matters: Seasonal factors can significantly impact return rates. Expected answer: We just concluded our summer clearance event. Impact on approach: If true, we'd need to consider how sale items and increased volume might affect returns.

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Updated Mar 29, 2025