A/B Evaluation

Our Evaluation Process

We employ rigorous A/B testing methodologies to validate the effectiveness of haptic patterns. Our evaluation framework ensures that every design decision is backed by empirical evidence and user feedback.

Evaluation Metrics

Testing Methodology

• Controlled Environment: Laboratory settings with standardized equipment and conditions
• Diverse Participants: Representative samples across age groups, experience levels, and abilities
• Randomization: Counterbalanced presentation orders to eliminate bias
• Statistical Analysis: Rigorous statistical tests to ensure significant results
• Iterative Refinement: Continuous improvement based on evaluation outcomes

Recent Findings

Our latest A/B tests comparing gentle pulsed patterns versus sharp notification patterns showed a 34% increase in user satisfaction for contextual notifications, with 89% recognition accuracy within 500ms.