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)
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.
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.
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.
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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