scispace - formally typeset
Open AccessJournal ArticleDOI

Healthcare systems and Covid19: Lessons to be learnt from efficient countries.

Reads0
Chats0
TLDR
In this article, a data envelopment analysis (DEA) based modeling approach was developed to evaluate the effectiveness of regions (i.e., city, country or clinical commissioning groups) against the pandemic outbreak.
Abstract
BACKGROUND: The novel coronavirus is rapidly spreading over the world and puts the health systems of countries under intense pressure. High hospitalization levels due to the pandemic outbreak have caused the intensive care units to work above capacity. PURPOSE: A data envelopment analysis (DEA) based modelling approach was developed to evaluate the effectiveness of regions (i.e. city, country or clinical commissioning groups) against the pandemic outbreak. The objective is to enable related authorities better manage the struggle against the outbreak and put in place the emergency action plans immediately. METHODOLOGY/APPROACH: DEA method was used to measure the efficiency scores of countries. Super efficiency DEA method was also applied to countries based on the level of efficiencies they have achieved. Sixteen countries were selected that have been facing with Covid19 pandemic outbreak for at least 5 consecutive weeks after their 100th confirmed case. RESULTS: A total of 80 DEA models were developed, that is, 16 DEA models for each week. The percentage of efficient countries decreased dramatically over time, from 43.75% in the first week to 25% in the fifth week. Unlike most European countries, China and South Korea increased their effectiveness after first week of implementing all the necessary measures. CONCLUSION: This study sheds light into better understanding the effectiveness of policies adopted by countries and their management strategy in dealing with Covid19 pandemic. Our model will enable political leaders to identify inadequate policies as quickly as possible and learn from their peers for more effective decisions.

read more

Citations
More filters
Journal ArticleDOI

COVID-19 and the efficiency of health systems in Europe

TL;DR: In this paper , the authors analyzed the efficiency of the health systems of 31 European countries in treating COVID-19, for the period January 1-January 1, 2020 - January 1, 2021, by incorporating some factors from a multidimensional perspective.
Journal ArticleDOI

A hybrid analytical model for an entire hospital resource optimisation

TL;DR: This paper presents a hybrid forecasting-simulation-optimisation model for an NHS Foundation Trust in the UK, developed for the first time to better plan the needs of hospitals now and into the future.
Journal ArticleDOI

An alternative vaccine prioritization approach in response to COVID-19 pandemic

TL;DR: In this paper , the authors evaluated the impact of food access and other vulnerability measures on the COVID-19 progression to inform the public health decision-makers while setting priority rules for vaccine schedules.
Journal ArticleDOI

Multiscaled causality of infections on viral testing volumes: The case of COVID‐19 in Tunisia

TL;DR: The time‐frequency co‐evolution of the number of confirmed cases (NCC) in Tunisia and the related number of performed polymerase chain reaction (PCR) tests over the COVID‐19 first year is analyzed to identify a multi‐scale two‐factor stochastic model in order to develop a robust bivariate forecasting technique.
Proceedings ArticleDOI

Efficiency of Peruvian regions in the management of hospital resources against COVID-19 in 2020: A two stage DEA model

TL;DR: In this paper , the authors evaluated the efficiency of the Peruvian regions in the management of hospital resources against COVID-19 at the end of the year 2020, and found that only Amazonas and Huancavelica regions were efficient.
References
More filters
Journal ArticleDOI

Measuring the efficiency of decision making units

TL;DR: A nonlinear (nonconvex) programming model provides a new definition of efficiency for use in evaluating activities of not-for-profit entities participating in public programs and methods for objectively determining weights by reference to the observational data for the multiple outputs and multiple inputs that characterize such programs.
Journal ArticleDOI

Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis

TL;DR: The CCR ratio form introduced by Charnes, Cooper and Rhodes, as part of their Data Envelopment Analysis approach, comprehends both technical and scale inefficiencies via the optimal value of the ratio form, as obtained directly from the data without requiring a priori specification of weights and/or explicit delineation of assumed functional forms of relations between inputs and outputs as mentioned in this paper.
Journal ArticleDOI

A procedure for ranking efficient units in data envelopment analysis

TL;DR: In this paper, a modified version of DEA based upon comparison of efficient DMUs relative to a reference technology spanned by all other units is developed, which provides a framework for ranking efficient units and facilitates comparison with rankings based on parametric methods.
Journal ArticleDOI

Evaluating Program and Managerial Efficiency: An Application of Data Envelopment Analysis to Program Follow Through

TL;DR: A model for measuring the efficiency of Decision Making Units =DMU's is presented, along with related methods of implementation and interpretation, and suggests the additional possibility of new approaches obtained from PFT-NFT combinations which may be superior to either of them alone.
Journal ArticleDOI

A survey and analysis of the first 40 years of scholarly literature in DEA: 1978–2016

TL;DR: This paper aims to report an extensive listing of DEA-related articles including theory and methodology developments and "real" applications in diversified scenarios from 1978 to end of 2016.
Related Papers (5)