Table 2.
Summary of past efforts at calibration and validation
Reference | Calibration & Validation | Scale & Resolution | Forecasting interval (predictive error) |
---|---|---|---|
(Rai and Robinson, 2015) | Yes | Austin, TX households | Q3 2013–Q4 2014 (5.5%) |
(Zhang et al., 2016) | Yes | San Diego County, CA households | 05/11–04/13 (∼10%a) |
(Yu et al., 2018) | Yes | All U.S. census tracts | N/A |
(Williams et al., 2020) | No | Germany, Japan, Arizona, California, Massachusetts | N/Ab |
(Müller and Trutnevyte, 2020) | Yes | Switzerland, 143 districts | 1 year <12%c |
The authors do not provide this figure, but the in the final prediction time period, the average predicted value appears around 125, whereas the true value falls nearer to 139.
The authors do present predictive results but do not assess their accuracy.
Estimated based on the best performing model presented by the authors in Figure 9 on page 10. The authors also present 5-year forecasts, but do not give a percentage error.