Why has the average order value for fresh produce on HappyFresh decreased by 15% in the last month?

Introduction

The recent 15% decrease in average order value for fresh produce on HappyFresh is a concerning trend that requires immediate attention. To address this issue, I'll employ a systematic approach to identify, validate, and resolve the root cause while considering both short-term and long-term implications for our product and business.

Step 1

Clarifying Questions (3 minutes)

• Considering the timing, I'm wondering if there have been any recent changes to our product or marketing strategies. Have we implemented any new features or promotions in the last month?

Why it matters: Recent changes could directly impact user behavior and order values. Expected answer: Information about recent product updates or marketing campaigns. Impact on approach: If changes were made, we'd focus on analyzing their specific effects.

• Looking at the metric definition, I'm curious about how we calculate average order value. Has there been any change in how we measure or report this metric recently?

Why it matters: Ensures we're comparing apples to apples and not dealing with a data anomaly. Expected answer: Confirmation of consistent measurement methods. Impact on approach: If there were changes, we'd need to re-evaluate our historical data.

• Considering user segments, I'm thinking about potential shifts in our customer base. Have we seen any significant changes in our user demographics or acquisition channels in the past month?

Why it matters: Different user segments may have varying purchasing behaviors. Expected answer: Information on user segment shifts or new acquisition channels. Impact on approach: If there are changes, we'd focus on analyzing the impact of these new user segments.

• Given the focus on fresh produce, I'm wondering about any seasonal factors or supply chain issues. Have there been any significant changes in produce availability or pricing from our suppliers?

Why it matters: External factors could be influencing customer purchasing decisions. Expected answer: Information on supply chain challenges or seasonal trends. Impact on approach: If present, we'd need to consider these external factors in our analysis and solutions.