The interaction of transmission intensity, mortality, and the economy: a retrospective analysis of the COVID-19 pandemic

TL;DR

This study analyzes how COVID-19 transmission, mortality, and economic activity interacted across 25 European countries from 2020 to 2022, revealing complex trade-offs and effects of interventions.

Contribution

It introduces a Bayesian mixed effects model to quantify the impacts of transmission and NPIs on GDP and excess deaths during the pandemic.

Findings

Increased transmission decreases GDP and raises excess deaths.

Banning international travel improves GDP and reduces excess deaths.

More developed countries prioritized healthcare, affecting outcomes.

Abstract

The COVID-19 pandemic has caused over 6.4 million registered deaths to date and has had a profound impact on economic activity. Here, we study the interaction of transmission, mortality, and the economy during the SARS-CoV-2 pandemic from January 2020 to December 2022 across 25 European countries. We adopt a Bayesian Mixed Effects model with auto-regressive terms. We find that increases in disease transmission intensity decreases Gross domestic product (GDP) and increases daily excess deaths, with a longer lasting impact on excess deaths in comparison to GDP, which recovers more rapidly. Broadly, our results reinforce the intuitive phenomenon that significant economic activity arises from diverse person-to-person interactions. We report on the effectiveness of non-pharmaceutical interventions (NPIs) on transmission intensity, excess deaths, and changes in GDP, and resulting implications for policy makers. Our results highlight a complex cost-benefit trade off from individual NPIs. For example, banning international travel increases GDP and reduces excess deaths. We consider country random effects and their associations with excess changes in GDP and excess deaths. For example, more developed countries in Europe typically had more cautious approaches to the COVID-19 pandemic, prioritising healthcare, and excess deaths over economic performance. Long term economic impairments are not fully captured by our model, as well as long term disease effects (Long Covid). Our results highlight that the impact of disease on a country is complex and multifaceted, and simple heuristic conclusions to extract the best outcome from the economy and disease burden are challenging.