The Interplay between COVID-19 and the Economy in Canada

被引:3
作者
Albani, Vinicius [1 ]
Grasselli, Matheus [2 ]
Peng, Weijie [3 ]
Zubelli, Jorge P. [4 ]
机构
[1] Univ Fed Santa Catarina, Dept Math, BR-88040900 Florianopolis, SC, Brazil
[2] McMaster Univ, Dept Math & Stat, Hamilton, ON L8S 4K1, Canada
[3] Wentworth Inst Technol, Sch Comp & Data Sci, Boston, MA 02115 USA
[4] Khalifa Univ, Math Dept, Abu Dhabi 127788, U Arab Emirates
基金
加拿大自然科学与工程研究理事会;
关键词
COVID-19; modeling; economic impact; unemployment dynamics; Okun's law; SEVERITY; EPIDEMIC; DYNAMICS;
D O I
10.3390/jrfm15100476
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
We propose a generalized susceptible-exposed-infected-removed (SEIR) model to track COVID-19 in Canadian provinces, taking into account the impact of the pandemics on unemployment. The model is based on a network representing provinces, where the contact between individuals from different locations is defined by a data-driven mixing matrix. Moreover, we use time-dependent parameters to account for the dynamical evolution of the disease incidence, as well as changes in the rates of hospitalization, intensive care unit (ICU) admission, and death. Unemployment is accounted for as a reduction in the social interaction, which translates into smaller transmission parameters. Conversely, the model assumes that higher proportions of infected individuals reduce overall economic activity and therefore increase unemployment. We tested the model using publicly available sources and found that it is able to reproduce the reported data with remarkable in-sample accuracy. We also tested the model's ability to make short-term out-of-sample forecasts and found it very satisfactory, except in periods of rapid changes in behavior. Finally, we present long-term predictions for both epidemiological and economic variables under several future vaccination scenarios.
引用
收藏
页数:26
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