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Product Management Root Cause Analysis Question: Investigating declining completion rates in Zwift's virtual cycling academy
Image of author vinay

Vinay

Updated Dec 1, 2024

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Asked at Zwift

15 mins

Why has the completion rate for Zwift Academy training programs fallen from 80% to 60% in the last quarter?

Data Analysis Problem Solving User Behavior Understanding Fitness Technology Digital Health Online Education
User Retention Product Metrics Root Cause Analysis Fitness Tech Customer Engagement

Introduction

The completion rate decline for Zwift Academy training programs from 80% to 60% in the last quarter is a significant issue that requires immediate attention. This analysis will systematically identify, validate, and address the root cause while considering both short-term and long-term implications for Zwift's product ecosystem.

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 event?

Why it matters: Seasonal patterns could explain fluctuations in user engagement. Expected answer: The decline started during summer months. Impact on approach: If seasonal, we'd focus on strategies to maintain engagement during off-peak periods.

  • Considering user segments, I'm curious about the demographics affected. Are we seeing this decline across all user groups or is it more pronounced in specific segments?

Why it matters: Different user groups may have distinct needs or challenges. Expected answer: The decline is more significant among intermediate-level users. Impact on approach: We'd tailor our solutions to address the specific needs of the most affected segments.

  • Thinking about recent changes, have there been any updates to the Zwift Academy program structure or content in the last quarter?

Why it matters: Product changes could directly impact user engagement and completion rates. Expected answer: A new difficulty scaling system was implemented. Impact on approach: We'd examine how this change might have affected user motivation and progress.

  • Considering technical aspects, has there been any change in how completion rates are measured or tracked?

Why it matters: Ensures we're comparing apples to apples in our metrics. Expected answer: No changes in measurement methodology. Impact on approach: Confirms the issue is with user behavior, not data collection.

  • Reflecting on external factors, have there been any significant changes in the competitive landscape for virtual cycling platforms?

Why it matters: Competitor actions could influence user engagement with Zwift. Expected answer: A new competitor launched a similar program with different incentives. Impact on approach: We'd analyze our value proposition compared to new market offerings.

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