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Product Management Root Cause Analysis Question: Investigating Unacademy's UPSC course completion rate decline

Why has the completion rate for Unacademy's UPSC course dropped by 15% in the last month?

Data Analysis Problem-Solving User Experience EdTech Online Learning Test Preparation
User Engagement Root Cause Analysis EdTech Completion Rates UPSC

Introduction

The recent 15% drop in completion rates for Unacademy's UPSC course is a significant concern that requires immediate attention. This analysis will systematically investigate potential root causes, generate data-driven hypotheses, and propose actionable solutions to address the issue. We'll examine both internal and external factors, considering technical, user behavior, and product-related aspects to develop a comprehensive understanding of the problem.

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 major UPSC exam dates or preparation cycles?

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

  • Considering user segments, I'm curious about the distribution of the drop. Is the 15% decrease uniform across all user cohorts, or are certain groups more affected?

Why it matters: Identifies if the issue is systemic or segment-specific. Expected answer: The drop is more pronounced in newer users. Impact on approach: We'd tailor solutions to specific user segments if non-uniform.

  • Regarding recent changes, have there been any significant updates to the course content, platform features, or pricing in the last 1-2 months?

Why it matters: Recent changes could directly impact user behavior. Expected answer: A new UI was implemented for the course dashboard. Impact on approach: We'd investigate the UI change's impact on user experience.

  • Thinking about external factors, has there been any shift in UPSC exam patterns or preparation requirements recently?

Why it matters: External changes could affect perceived course value. Expected answer: No major changes to UPSC exam structure. Impact on approach: If changes occurred, we'd need to align course content accordingly.

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