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Product Management RCA Question: Investigating Coursera's Data Science Specialization completion rate decline

Why has the course completion rate for Coursera's new Data Science Specialization dropped by 15% in the past month?

Data Analysis Problem-Solving Strategic Thinking EdTech Online Learning Data Science
User Engagement Root Cause Analysis Edtech Data Science Course Completion

Introduction

The recent 15% drop in course completion rates for Coursera's Data Science Specialization 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 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 a seasonal component. Has this drop coincided with any particular academic or industry calendar events?

Why it matters: Seasonal patterns could explain temporary fluctuations. Expected answer: No significant seasonal correlation identified. Impact on approach: If seasonal, we'd focus on cyclical engagement strategies.

  • Considering user segments, I'm curious if this drop is uniform across all learner types. Are we seeing differences between beginners and more advanced students?

Why it matters: Helps pinpoint if the issue is content-specific or more systemic. Expected answer: The drop is more pronounced among intermediate learners. Impact on approach: We'd investigate mid-course content and progression paths.

  • Thinking about recent changes, have there been any updates to the course structure, content, or platform in the last 1-2 months?

Why it matters: Recent changes could directly impact user experience and completion rates. Expected answer: A new grading system was implemented six weeks ago. Impact on approach: We'd scrutinize the impact of this change on learner motivation and progress.

  • Regarding data integrity, can we confirm that the completion rate metric definition and measurement process haven't changed recently?

Why it matters: Ensures we're comparing apples to apples in our analysis. Expected answer: Metric definition and measurement have remained consistent. Impact on approach: If changed, we'd need to recalibrate our baseline for comparison.

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