Introduction
The trade-off we're examining today is whether Aurora Innovation should prioritize expanding its self-driving technology to new vehicle types or deepen capabilities on existing platforms. This decision is crucial for Aurora's growth strategy and market positioning in the competitive autonomous vehicle industry. I'll analyze this trade-off by considering market dynamics, technical feasibility, resource allocation, and potential impact on Aurora's business objectives.
I'll start by asking clarifying questions, then identify the trade-off type, analyze the product, and develop a hypothesis. From there, I'll define key metrics, design an experiment, plan data analysis, create a decision framework, and finally provide a recommendation with next steps.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Helps understand the starting point and potential expansion areas. Expected answer: Currently on trucks and passenger vehicles. Impact on approach: Influences the complexity of expansion vs. deepening capabilities.
Why it matters: Aligns the decision with financial goals and business strategy. Expected answer: Per-mile licensing model for current vehicles, potential for new pricing structures with expansion. Impact on approach: Affects the financial analysis of expansion vs. deepening capabilities.
Why it matters: Ensures the decision is grounded in user needs and market demand. Expected answer: Currently serving logistics companies and ride-sharing services, potential to expand to public transportation or specialized vehicles. Impact on approach: Influences the prioritization of expansion vs. deepening based on market opportunity.
Why it matters: Assesses feasibility and resource requirements for each path. Expected answer: Expansion requires adapting to new vehicle dynamics, while deepening involves refining algorithms for edge cases. Impact on approach: Helps weigh the technical risks and opportunities of each option.
Why it matters: Determines the feasibility of pursuing either option given current resources. Expected answer: Resources split between current vehicle types and core technology development. Impact on approach: Influences the timeline and resource allocation strategy for the chosen path.
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