Why has the average transaction value on BharatPe's POS devices declined by 20% in the last two weeks compared to the previous period?

Introduction

The recent 20% decline in average transaction value on BharatPe's POS devices over the past two weeks 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)

• Given the sudden drop, I'm wondering about recent changes. Have there been any significant updates to the POS software or hardware in the last month?

Why it matters: Recent changes could directly impact transaction behavior. Expected answer: Yes, a software update was rolled out three weeks ago. Impact on approach: If confirmed, we'd focus on the update's features and potential bugs.

• Considering user segments, has this decline been uniform across all merchant types, or are certain categories more affected?

Why it matters: Helps identify if the issue is global or segment-specific. Expected answer: The decline is more pronounced in small retail businesses. Impact on approach: We'd investigate factors specific to small retail if confirmed.

• Thinking about seasonality, are we comparing to a period that might have had unusually high transaction values?

Why it matters: Ensures we're not misinterpreting normal seasonal fluctuations. Expected answer: No, this period is typically stable year-over-year. Impact on approach: If confirmed, we'd rule out seasonality and focus on recent changes.

• Regarding system integrity, have there been any reported issues with transaction logging or data collection in the past month?

Why it matters: Ensures the observed decline is real and not a data anomaly. Expected answer: No significant issues reported in our data systems. Impact on approach: If confirmed, we'd focus on actual transaction behavior rather than data integrity.