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Product Management Root Cause Analysis Question: HelloFresh express shipping on-time delivery rate decline

Why has the on-time delivery rate for HelloFresh's express shipping option fallen below 90% in the past week?

Problem Solving Data Analysis Process Optimization Food Delivery E-commerce Logistics
Data Analysis Root Cause Analysis Logistics Operational Efficiency

Introduction

The recent decline in HelloFresh's express shipping on-time delivery rate below 90% is a critical issue that demands immediate attention. This analysis will systematically investigate potential root causes, validate hypotheses, and propose targeted solutions to restore and improve delivery performance.

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 operations. Has HelloFresh implemented any new processes or technologies in the past month?

Why it matters: Recent changes often correlate with performance shifts. Expected answer: Yes, a new routing algorithm was implemented. Impact on approach: If confirmed, we'd focus on technical and process-related hypotheses.

  • Considering user segments, I'm curious about order volume distribution. Has there been a significant shift in order patterns or customer demographics recently?

Why it matters: Changes in order patterns can strain existing systems. Expected answer: There's been a 20% increase in orders from urban areas. Impact on approach: We'd investigate capacity issues in specific regions.

  • Regarding performance metrics, I'm wondering about the definition of "on-time." Has the criteria for on-time delivery changed recently?

Why it matters: Metric definition changes can cause apparent performance drops. Expected answer: No changes to the definition. Impact on approach: We'd focus on actual delivery performance rather than measurement issues.

  • Thinking about external factors, have there been any notable weather events or transportation disruptions in key delivery areas?

Why it matters: External factors can significantly impact delivery performance. Expected answer: Some minor weather issues, but nothing out of the ordinary. Impact on approach: We'd consider weather as a contributing factor but not the primary cause.

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