This credential recognizes the completion of the Defining a Problem to Solve with AI module. The recipient demonstrated the ability to evaluate product challenges, apply decision frameworks to compare AI vs. heuristic approaches, and propose practical solutions. They successfully identified real-world use cases, assessed data needs, and recommended AI or hybrid strategies based on tradeoffs and constraints.

The recipient has successfully completed the assignment by identifying a real-world use case, evaluating its suitability for AI/ML, and justifying their approach using structured decision-making. They demonstrated clarity in defining data needs, articulating constraints, and outlining a hybrid or AI-driven solution aligned with business and user needs.