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

Introduction

The recent 15% decrease in average order value for fresh produce on Twiga Foods 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 business.

Our analysis will follow a structured framework, beginning with clarifying questions to establish context, followed by a thorough examination of external factors, product understanding, metric breakdown, and data-driven hypothesis formation. We'll then conduct a root cause analysis, propose validation methods, and outline a comprehensive resolution plan.

Step 1

Clarifying Questions (3 minutes)

• I'm noticing the specificity of the 15% decrease. Has this decline been consistent across all produce categories or are certain types more affected?

Why it matters: This helps identify if the issue is systemic or category-specific. Expected answer: Certain categories are more affected than others. Impact on approach: If specific, we'd focus on those categories; if general, we'd look at broader factors.

• Considering the timing, I'm wondering if there have been any recent changes to the app's UI or ordering process in the last month?

Why it matters: UI changes can significantly impact user behavior and order values. Expected answer: A minor update to the product listing page was implemented. Impact on approach: If yes, we'd investigate the impact of these changes on user behavior.

• Given the focus on fresh produce, I'm curious if there have been any notable weather events or supply chain disruptions in the past month?

Why it matters: External factors can greatly influence fresh produce availability and pricing. Expected answer: There were some transportation issues due to heavy rains. Impact on approach: This would lead us to investigate supply chain and pricing strategies.

• Looking at user segments, has there been any shift in the composition of our customer base or their ordering patterns recently?

Why it matters: Changes in user demographics or behavior can affect average order values. Expected answer: There's been an increase in smaller, more frequent orders. Impact on approach: We'd focus on understanding changes in user behavior and preferences.