Introduction
The trade-off question at hand is whether MasterClass should invest in interactive features or maintain its current video-centric format. This scenario involves balancing the potential benefits of enhanced user engagement through interactivity against the proven success of MasterClass's existing high-quality video content model. In my response, I'll analyze the context, identify key metrics, design an experiment, and provide a recommendation based on a structured decision framework.
Analysis Approach
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, experiment design, and decision-making process.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Helps understand the urgency of potential changes Expected answer: Steady growth but facing increased competition Impact on approach: Would influence the aggressiveness of the interactive strategy
Why it matters: Aligns product strategy with business goals Expected answer: Primarily subscription-based, exploring additional revenue streams Impact on approach: Would affect the types of interactive features to prioritize
Why it matters: Ensures we're addressing the needs of key user segments Expected answer: Mix of casual learners and dedicated enthusiasts across various topics Impact on approach: Would guide the design of interactive features to cater to high-value segments
Why it matters: Assesses feasibility and potential development costs Expected answer: Robust video delivery system, may need upgrades for interactivity Impact on approach: Would influence the timeline and scope of interactive feature implementation
Why it matters: Determines the practical constraints on execution Expected answer: Limited additional resources available, need to prioritize carefully Impact on approach: Would affect the phasing and scale of interactive feature rollout
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