NAPSTER: Nonlinear Analysis and Prediction Statistics from Time-series and Ensemble-Forecast Realizations Introduction Supermarket Grocery Sales Outdoor Leisure Activity Energy Food Retail Winter Road Maintenance Decision Support Weather Forecast Information Overconfidence & Uncertainty Forecast Error Ensemble Forecasting Forecast Interpretation Consistent Warnings Overnight Freezing Conditions Forecasting Forecast Error Summary