In this study we propose a data-driven Physical Activity metric that integrates movement frequency and amplitude derived from raw accelerometer data. This retrospective analysis, based on a Dutch COPD database, also evaluates the predictive value of the new score for mortality in COPD patients compared to step count and energy expenditure.