Introduction
The trade-off we're examining today is whether Paper should prioritize expanding its tutoring subject offerings or focus on improving the quality of existing subjects to enhance student outcomes. This decision is crucial for Paper's growth strategy and its impact on student success. I'll analyze this trade-off by considering various factors including business context, user impact, technical feasibility, and resource allocation.
I'd like to start by asking a few clarifying questions to ensure we're aligned on the key aspects of this trade-off. Then, I'll walk you through my analysis framework, covering product understanding, hypothesis formation, metrics identification, experiment design, and ultimately, a recommendation with next steps.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Helps assess the urgency of expansion vs. quality improvement Expected answer: We're on par with or slightly behind competitors in subject breadth Impact on approach: If behind, might lean towards expansion; if ahead, focus on quality
Why it matters: Determines if expansion directly impacts revenue Expected answer: Yes, per-student model with potential for premium pricing for broader subject coverage Impact on approach: If premium pricing exists, expansion becomes more attractive
Why it matters: Identifies potential quality issues in specific areas Expected answer: Some subjects (e.g., advanced math) show lower engagement and outcomes Impact on approach: Would prioritize quality improvements in these specific areas
Why it matters: Assesses technical feasibility and resource requirements Expected answer: New subject integration is moderately complex but doable Impact on approach: If integration is challenging, might favor quality improvements
Why it matters: Determines if we have the necessary resources for either option Expected answer: Limited capacity, would need to hire for significant expansion Impact on approach: Resource constraints might favor focused quality improvements
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