Forecasting the effective reproduction number during a pandemic: COVID-19 Rt forecasts, governmental decisions and economic implications
Allbwn ymchwil: Cyfraniad at gyfnodolyn › Erthygl › adolygiad gan gymheiriaid
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Yn: IMA Journal of Management Mathematics, Cyfrol 35, Rhif 1, 10.01.2024, t. 65-81.
Allbwn ymchwil: Cyfraniad at gyfnodolyn › Erthygl › adolygiad gan gymheiriaid
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TY - JOUR
T1 - Forecasting the effective reproduction number during a pandemic: COVID-19 Rt forecasts, governmental decisions and economic implications
AU - Vasilakis, Chrysovalantis
AU - Nikolopoulos, Kostas
PY - 2024/1/10
Y1 - 2024/1/10
N2 - This research empirically identifies the best-performing forecasting methods for the Effective Reproduction Number Rt of COVID-19, the most used epidemiological parameter for policymaking during the pandemic. Furthermore, based on the most accurate forecasts for the United Kingdom, we model the excess exports and imports during the pandemic (using World Trade Organization data), while simultaneously controlling for governmental decisions, i.e., lockdown(s) and vaccination. We provide empirical evidence that the longer the lockdown lasts, the larger the cost to the economy is, predominantly for international trade. We show that imposing a lockdown leads to exports falling by 16.55% in the United Kingdom; without a lockdown, the respective decrease for the same period would be only 1.57%. On the other hand, efforts towards fast population vaccination improve the economy. We believe our results can help policymakers to make better decisions before and during future pandemics.
AB - This research empirically identifies the best-performing forecasting methods for the Effective Reproduction Number Rt of COVID-19, the most used epidemiological parameter for policymaking during the pandemic. Furthermore, based on the most accurate forecasts for the United Kingdom, we model the excess exports and imports during the pandemic (using World Trade Organization data), while simultaneously controlling for governmental decisions, i.e., lockdown(s) and vaccination. We provide empirical evidence that the longer the lockdown lasts, the larger the cost to the economy is, predominantly for international trade. We show that imposing a lockdown leads to exports falling by 16.55% in the United Kingdom; without a lockdown, the respective decrease for the same period would be only 1.57%. On the other hand, efforts towards fast population vaccination improve the economy. We believe our results can help policymakers to make better decisions before and during future pandemics.
U2 - 10.1093/imaman/dpad023
DO - 10.1093/imaman/dpad023
M3 - Article
VL - 35
SP - 65
EP - 81
JO - IMA Journal of Management Mathematics
JF - IMA Journal of Management Mathematics
SN - 1471-6798
IS - 1
ER -