Economic Covid-19 effects analysed by macro econometric models—the case of Norway

Counterfactual analysis of the impact of Covid-19 can be based on a solution of a macroeconomic model for a scenario without the coronavirus interfering with the macroeconomic system. Two measures of impact are introduced with the aid of a simple theoretical model, and then used in the empirical ana...

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Main Author: Ragnar Nymoen
Format: Article
Language:English
Published: AIMS Press 2023-01-01
Series:National Accounting Review
Subjects:
Online Access:https://www.aimspress.com/article/doi/10.3934/NAR.2023001?viewType=HTML
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author Ragnar Nymoen
author_facet Ragnar Nymoen
author_sort Ragnar Nymoen
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description Counterfactual analysis of the impact of Covid-19 can be based on a solution of a macroeconomic model for a scenario without the coronavirus interfering with the macroeconomic system. Two measures of impact are introduced with the aid of a simple theoretical model, and then used in the empirical analysis: (Ⅰ) The difference between the counterfactual without Covid-19 and a baseline model solution. (Ⅱ) The difference between the counterfactual and the actual development of the economy. In order to analyze the impact on GDP we use two model categories. First, empirical final form model equations, which were purpose-built with the aid of a machine learning algorithm. Second, an operational multiple-equation model of the Norwegian macroeconomic system. Empirically, we find a significant impact of Covid-19 on the GDP Mainland Norway in 2020. For some of the estimator/model combinations, the impacts are also significant in the two first quarters of 2021. Using the multiple-equation model, the assessment is extended to the impact of Covid-19 on value added in four Mainland Norway industries, on imports and exports, and on final consumption expenditure and gross capital formation.
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spelling doaj.art-6e65dc5d15dd483f92f2d4a985c594cd2023-05-15T01:32:01ZengAIMS PressNational Accounting Review2689-30102023-01-015112210.3934/NAR.2023001Economic Covid-19 effects analysed by macro econometric models—the case of NorwayRagnar Nymoen 0Department of Economics, University of Oslo, Blindern, P.O.Box 1095, Oslo, NorwayCounterfactual analysis of the impact of Covid-19 can be based on a solution of a macroeconomic model for a scenario without the coronavirus interfering with the macroeconomic system. Two measures of impact are introduced with the aid of a simple theoretical model, and then used in the empirical analysis: (Ⅰ) The difference between the counterfactual without Covid-19 and a baseline model solution. (Ⅱ) The difference between the counterfactual and the actual development of the economy. In order to analyze the impact on GDP we use two model categories. First, empirical final form model equations, which were purpose-built with the aid of a machine learning algorithm. Second, an operational multiple-equation model of the Norwegian macroeconomic system. Empirically, we find a significant impact of Covid-19 on the GDP Mainland Norway in 2020. For some of the estimator/model combinations, the impacts are also significant in the two first quarters of 2021. Using the multiple-equation model, the assessment is extended to the impact of Covid-19 on value added in four Mainland Norway industries, on imports and exports, and on final consumption expenditure and gross capital formation.https://www.aimspress.com/article/doi/10.3934/NAR.2023001?viewType=HTMLcovid-19simulation of impactcounterfactualunit-rootcointegrationstructural breaksparameter invariancepropagationmachine learningimpulse indicator saturation
spellingShingle Ragnar Nymoen
Economic Covid-19 effects analysed by macro econometric models—the case of Norway
National Accounting Review
covid-19
simulation of impact
counterfactual
unit-root
cointegration
structural breaks
parameter invariance
propagation
machine learning
impulse indicator saturation
title Economic Covid-19 effects analysed by macro econometric models—the case of Norway
title_full Economic Covid-19 effects analysed by macro econometric models—the case of Norway
title_fullStr Economic Covid-19 effects analysed by macro econometric models—the case of Norway
title_full_unstemmed Economic Covid-19 effects analysed by macro econometric models—the case of Norway
title_short Economic Covid-19 effects analysed by macro econometric models—the case of Norway
title_sort economic covid 19 effects analysed by macro econometric models the case of norway
topic covid-19
simulation of impact
counterfactual
unit-root
cointegration
structural breaks
parameter invariance
propagation
machine learning
impulse indicator saturation
url https://www.aimspress.com/article/doi/10.3934/NAR.2023001?viewType=HTML
work_keys_str_mv AT ragnarnymoen economiccovid19effectsanalysedbymacroeconometricmodelsthecaseofnorway