Incorporating judgment in forecasting models in times of crisis

Abstract This paper introduces a simple and reproducible method to modify model forecasts using expert forecasts which is useful in crisis times. The idea is to add the expert forecast as an additional observation of the dependent variable, and to extend the model with an additional explanatory variable such as the square of a deterministic trend. Next, the new model forecast is combined with the expert forecast using equal weights. We show that it works well for gross domestic product growth forecasts for 2020 for 12 countries and that it improves upon an equal‐weighted combination of the original model forecast and expert forecast.

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Publication Details

Journal
Futures & Foresight Science
Published
2024-08-05
DOI
https://doi.org/10.1002/ffo2.193
Primary Topic
Forecasting Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

Incorporating judgment in forecasting models in times of crisis

Philip Hans Franses
Futures & Foresight Science
Forecasting Techniques and Applications
article

Incorporating judgment in forecasting models in times of crisis

Philip Hans Franses
article en

Abstract

Abstract This paper introduces a simple and reproducible method to modify model forecasts using expert forecasts which is useful in crisis times. The idea is to add the expert forecast as an additional observation of the dependent variable, and to extend the model with an additional explanatory variable such as the square of a deterministic trend. Next, the new model forecast is combined with the expert forecast using equal weights. We show that it works well for gross domestic product growth forecasts for 2020 for 12 countries and that it improves upon an equal‐weighted combination of the original model forecast and expert forecast.

Futures & Foresight ScienceVol. 6(4)
Erasmus University Rotterdam (NL)
Openalex Percentile: Top 85%
Forecasting Techniques and Applications
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