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Designing Measurable Skill Through Play

Turning gameplay into meaningful, trackable outcomes​

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Players often enjoy games for fun, but in training and simulation, the challenge is designing experiences that teach and measure skill simultaneously. I led the creation of gameplay systems that quantified performance while keeping the experience intuitive, engaging, and motivating.

Problem / Goal

  • Clients needed systems to measure real-world skills through interactive experiences: soft skills like communication, and hard skills like technical inspections or equipment handling.

  • Key challenge: Translate gameplay into reliable metrics while maintaining immersion and fun.

  • Goals:

    • Track skill progression quantitatively

    • Provide immediate, understandable feedback

    • Maintain a game-like experience, avoiding the feel of a test​

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Approach / Methodology

  • Designed mechanics that naturally produce measurable data:

    • Success/failure events

    • Task completion time

    • Accuracy and precision

  • Built real-time feedback loops to inform players of performance without breaking immersion

  • Prototyped and iterated in Unity and Unreal refining play feel and measurement fidelity

  • Collaborated with engineers and subject matter experts to ensure metrics were valid and actionable

Virtual Humans

  • Created VR training for conversational skill development

  • Designed the VR conversational system allowing players to have voice-based interactions with NPCs

  • Evolved into an AI-backed conversation system using Watson, providing more dynamic conversational flows

  • Focused on measurable indicators such as response accuracy, timing, and engagement

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Technical Training

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  • Home Inspection Simulation: Gamified FPS-style interactions to identify water damage, procedural map generation for new floorplans each run, scoring accuracy of inspection decisions

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  • HVAC Repair Training: Accurate, interactive simulations of HVAC equipment, including hoses, manifold gauges, and multimeters, tracking both efficiency and correctness

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​​Outcome / Impact

  • Skills were measured faster and more reliably than traditional methods (PwC study: 400% faster learning, 375% more engaging)

  • Metrics could be directly tied to real-world performance, giving clients actionable insight

  • Players remained immersed and motivated, demonstrating learning without feeling “tested”​​​​

Key Takeaways

  • Game mechanics can be designed to generate meaningful, measurable data without sacrificing engagement

  • Real-time feedback is essential for motivation and understanding

  • Cross-disciplinary collaboration (design, engineering, research) ensures playability and validity

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