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Product Management Root Cause Analysis Question: Investigating coffee loyalty program retention decline
Image of author vinay

Vinay

Updated Dec 3, 2024

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Why has the customer retention rate for Kopi Kenangan's loyalty program members declined from 80% to 65% over the past quarter?

Data Analysis Problem Solving Strategic Thinking Food & Beverage Retail Customer Loyalty
Data Analysis Customer Retention Root Cause Analysis Coffee Industry Loyalty Programs

Introduction

Kopi Kenangan's loyalty program retention rate decline from 80% to 65% over the past quarter is a critical issue that demands immediate attention. This significant drop in customer retention could have far-reaching consequences for the company's revenue, market share, and overall brand perception. To address this 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 seasonal factors at play. Has this decline coincided with any particular season or holiday period?

Why it matters: Seasonal patterns could explain temporary fluctuations in retention rates. Expected answer: No significant seasonal correlation observed. Impact on approach: If seasonal, we'd focus on cyclical strategies; if not, we'd investigate other factors.

  • Considering recent changes, I wonder if there have been any modifications to the loyalty program structure or rewards in the past quarter?

Why it matters: Program changes often impact user behavior and retention. Expected answer: Minor tweaks to point accumulation rates were implemented. Impact on approach: If changes occurred, we'd analyze their specific impact on user engagement.

  • Thinking about user segments, has the decline been uniform across all customer groups, or are certain segments more affected?

Why it matters: Identifying affected segments helps target solutions more effectively. Expected answer: Higher churn observed among occasional users. Impact on approach: We'd tailor retention strategies to the most affected segments.

  • Regarding competitive landscape, have there been any significant moves by competitors in the past quarter that might have impacted our retention?

Why it matters: External competitive pressures can influence customer loyalty. Expected answer: A major competitor launched an aggressive promotion. Impact on approach: We'd need to assess our competitive positioning and value proposition.

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