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A network Data Envelopment Analysis to estimate nations' efficiency in the fight against SARS-CoV-2
Miguel Alves Pereira1,2, Duarte Caldeira Dinis2, Diogo Cunha Ferreira3
1INESC TEC, Faculdade de Engenharia, Universidade do Porto, Rua Dr. Roberto Frias, 4200-465 Porto, Portugal.
This study used network Data Envelopment Analysis (DEA) to assess national COVID-19 response efficiency across 55 countries. Estonia, Iceland, Latvia, Luxembourg, the Netherlands, and New Zealand demonstrated superior pandemic management strategies.
Area of Science:
- Public Health
- Health Economics
- Network Analysis
Background:
- The COVID-19 pandemic has strained global health systems, necessitating efficient national response strategies.
- Measuring country-specific pandemic response efficiency is crucial for informing policy and improving outcomes.
- Existing analyses often lack a comprehensive, multi-stage approach to evaluating pandemic management.
Purpose of the Study:
- To develop and apply a network Data Envelopment Analysis (DEA) model for assessing the efficiency of 55 countries' COVID-19 responses.
- To identify best practices in pandemic management by highlighting high-efficiency nations.
- To provide actionable insights for improving national COVID-19 strategies worldwide.
Main Methods:
- A network DEA model with a series structure of five stages: population, contagion, triage, hospitalization, and intensive care unit admission.
- Incorporation of both input minimization (financial perspective) and output maximization (social perspective) orientations.
- Inclusion of health costs, personal protective equipment usage, infected population, COVID-19 recoveries, and COVID-19 deaths as key variables.
Main Results:
- Estonia, Iceland, Latvia, Luxembourg, the Netherlands, and New Zealand emerged as countries with the highest mean system efficiencies in their COVID-19 response.
- A statistically significant correlation was observed between larger national populations and lower mean efficiency scores.
- The study provides a novel cross-country efficiency measurement framework for pandemic response.
Conclusions:
- The identified high-efficiency countries offer valuable models for national COVID-19 strategy adaptation.
- Policy-makers should examine and adopt strategies from leading nations to enhance pandemic preparedness and response.
- Addressing population size as a factor may be critical for optimizing future pandemic management efforts.
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