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Interpretation of point forecasts with unknown directive

Authors: Schmidt, Patrick; Katzfuss, Matthias; Gneiting, Tilmann;

Interpretation of point forecasts with unknown directive

Abstract

AbstractPoint forecasts can be interpreted as functionals (i.e., point summaries) of predictive distributions. We extend methodology for the identification of the functional based on time series of point forecasts and associated realizations. Focusing on state‐dependent quantiles and expectiles, we provide a generalized method of moments estimator for the functional, along with tests of optimality under general joint hypotheses of functional relationships and information bases. Our tests are more flexible, and in simulations better calibrated and more powerful than existing solutions. In empirical examples, economic growth forecasts and model output for precipitation are indicative of overstatement in anticipation of extreme events.

Countries
Germany, Germany
Keywords

ddc:510, FOS: Computer and information sciences, 330, ddc:330, information set, 150, identifying moment conditions, 510, loss function, Methodology (stat.ME), quantile, optimality of point forecasts, ddc:150, expectile, Mathematics, info:eu-repo/classification/ddc/510, Statistics - Methodology, ddc: ddc:150, ddc: ddc:330, ddc: ddc:510

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
6
Top 10%
Average
Average
Green
hybrid