Alternative Global Health Security Indexes for Risk Analysis of COVID-19

Given the volume of research and discussion on the health, medical, economic, financial, political, and travel advisory aspects of the SARS-CoV-2 virus that causes the COVID-19 disease, it is essential to enquire if an outbreak of the epidemic might have been anticipated, given the well-documented h...

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Published inInternational Journal of Environmental Research and Public Health Vol. 17; no. 9; p. 3161
Main Authors Chang, Chia-Lin, McAleer, Michael
Format Journal Article
LanguageEnglish
Published Switzerland MDPI AG 01.05.2020
MDPI
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ISSN1660-4601
1661-7827
1660-4601
DOI10.3390/ijerph17093161

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Abstract Given the volume of research and discussion on the health, medical, economic, financial, political, and travel advisory aspects of the SARS-CoV-2 virus that causes the COVID-19 disease, it is essential to enquire if an outbreak of the epidemic might have been anticipated, given the well-documented history of SARS and MERS, among other infectious diseases. If various issues directly related to health security risks could have been predicted accurately, public health and medical contingency plans might have been prepared and activated in advance of an epidemic such as COVID-19. This paper evaluates an important source of health security, the Global Health Security Index (2019), which provided data before the discovery of COVID-19 in December 2019. Therefore, it is possible to evaluate how countries might have been prepared for a global epidemic, or pandemic, and acted accordingly in an effective and timely manner. The GHS index numerical scores are calculated as the arithmetic (AM), geometric (GM), and harmonic (HM) means of six categories, where AM uses equal weights for each category. The GHS Index scores are regressed on the numerical score rankings of the six categories to check if the use of equal weights of 0.167 in the calculation of the GHS Index using AM is justified, with GM and HM providing a check of the robustness of the arithmetic mean. The highest weights are determined to be around 0.244–0.246, while the lowest weights are around 0.186–0.187 for AM. The ordinal GHS Index is regressed on the ordinal rankings of the six categories to check for the optimal weights in the calculation of the ordinal Global Health Security (GHS) Index, where the highest weight is 0.368, while the lowest is 0.142, so the estimated results are wider apart than for the numerical score rankings. Overall, Rapid Response and Detection and Reporting have the largest impacts on the GHS Index score, whereas Risk Environment and Prevention have the smallest effects. The quantitative and qualitative results are different when GM and HM are used.
AbstractList Given the volume of research and discussion on the health, medical, economic, financial, political, and travel advisory aspects of the SARS-CoV-2 virus that causes the COVID-19 disease, it is essential to enquire if an outbreak of the epidemic might have been anticipated, given the well-documented history of SARS and MERS, among other infectious diseases. If various issues directly related to health security risks could have been predicted accurately, public health and medical contingency plans might have been prepared and activated in advance of an epidemic such as COVID-19. This paper evaluates an important source of health security, the Global Health Security Index (2019), which provided data before the discovery of COVID-19 in December 2019. Therefore, it is possible to evaluate how countries might have been prepared for a global epidemic, or pandemic, and acted accordingly in an effective and timely manner. The GHS index numerical scores are calculated as the arithmetic (AM), geometric (GM), and harmonic (HM) means of six categories, where AM uses equal weights for each category. The GHS Index scores are regressed on the numerical score rankings of the six categories to check if the use of equal weights of 0.167 in the calculation of the GHS Index using AM is justified, with GM and HM providing a check of the robustness of the arithmetic mean. The highest weights are determined to be around 0.244–0.246, while the lowest weights are around 0.186–0.187 for AM. The ordinal GHS Index is regressed on the ordinal rankings of the six categories to check for the optimal weights in the calculation of the ordinal Global Health Security (GHS) Index, where the highest weight is 0.368, while the lowest is 0.142, so the estimated results are wider apart than for the numerical score rankings. Overall, Rapid Response and Detection and Reporting have the largest impacts on the GHS Index score, whereas Risk Environment and Prevention have the smallest effects. The quantitative and qualitative results are different when GM and HM are used.
Given the volume of research and discussion on the health, medical, economic, financial, political, and travel advisory aspects of the SARS-CoV-2 virus that causes the COVID-19 disease, it is essential to enquire if an outbreak of the epidemic might have been anticipated, given the well-documented history of SARS and MERS, among other infectious diseases. If various issues directly related to health security risks could have been predicted accurately, public health and medical contingency plans might have been prepared and activated in advance of an epidemic such as COVID-19. This paper evaluates an important source of health security, the Global Health Security Index (2019), which provided data before the discovery of COVID-19 in December 2019. Therefore, it is possible to evaluate how countries might have been prepared for a global epidemic, or pandemic, and acted accordingly in an effective and timely manner. The GHS index numerical scores are calculated as the arithmetic (AM), geometric (GM), and harmonic (HM) means of six categories, where AM uses equal weights for each category. The GHS Index scores are regressed on the numerical score rankings of the six categories to check if the use of equal weights of 0.167 in the calculation of the GHS Index using AM is justified, with GM and HM providing a check of the robustness of the arithmetic mean. The highest weights are determined to be around 0.244-0.246, while the lowest weights are around 0.186-0.187 for AM. The ordinal GHS Index is regressed on the ordinal rankings of the six categories to check for the optimal weights in the calculation of the ordinal Global Health Security (GHS) Index, where the highest weight is 0.368, while the lowest is 0.142, so the estimated results are wider apart than for the numerical score rankings. Overall, Rapid Response and Detection and Reporting have the largest impacts on the GHS Index score, whereas Risk Environment and Prevention have the smallest effects. The quantitative and qualitative results are different when GM and HM are used.Given the volume of research and discussion on the health, medical, economic, financial, political, and travel advisory aspects of the SARS-CoV-2 virus that causes the COVID-19 disease, it is essential to enquire if an outbreak of the epidemic might have been anticipated, given the well-documented history of SARS and MERS, among other infectious diseases. If various issues directly related to health security risks could have been predicted accurately, public health and medical contingency plans might have been prepared and activated in advance of an epidemic such as COVID-19. This paper evaluates an important source of health security, the Global Health Security Index (2019), which provided data before the discovery of COVID-19 in December 2019. Therefore, it is possible to evaluate how countries might have been prepared for a global epidemic, or pandemic, and acted accordingly in an effective and timely manner. The GHS index numerical scores are calculated as the arithmetic (AM), geometric (GM), and harmonic (HM) means of six categories, where AM uses equal weights for each category. The GHS Index scores are regressed on the numerical score rankings of the six categories to check if the use of equal weights of 0.167 in the calculation of the GHS Index using AM is justified, with GM and HM providing a check of the robustness of the arithmetic mean. The highest weights are determined to be around 0.244-0.246, while the lowest weights are around 0.186-0.187 for AM. The ordinal GHS Index is regressed on the ordinal rankings of the six categories to check for the optimal weights in the calculation of the ordinal Global Health Security (GHS) Index, where the highest weight is 0.368, while the lowest is 0.142, so the estimated results are wider apart than for the numerical score rankings. Overall, Rapid Response and Detection and Reporting have the largest impacts on the GHS Index score, whereas Risk Environment and Prevention have the smallest effects. The quantitative and qualitative results are different when GM and HM are used.
Author Michael McAleer
Chia-Lin Chang
AuthorAffiliation 4 Econometric Institute, Erasmus School of Economics, Erasmus University Rotterdam, 3000 Rotterdam, The Netherlands
1 Department of Applied Economics and Department of Finance, National Chung Hsing University, Taichung 402, Taiwan; changchialin@email.nchu.edu.tw
2 Department of Finance, Asia University, Taichung 41354, Taiwan
6 Institute of Advanced Sciences, Yokohama National University, Yokohama 240-8501, Japan
3 Discipline of Business Analytics, University of Sydney Business School, Sydney, NSW 2006, Australia
5 Department of Economic Analysis and ICAE, Complutense University of Madrid, 28223 Madrid, Spain
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– name: 1 Department of Applied Economics and Department of Finance, National Chung Hsing University, Taichung 402, Taiwan; changchialin@email.nchu.edu.tw
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Cites_doi 10.1001/jama.2020.3882
10.1101/2020.02.22.20025320
10.1001/jama.2020.4335
10.1001/jama.2020.3864
10.1001/jama.2020.2648
10.1001/jama.2020.3072
10.3390/jrfm13040077
10.1001/jama.2020.4169
10.3390/jrfm13030046
10.1001/jama.2020.4469
10.1001/jama.2020.0757
10.1001/jamainternmed.2020.0994
10.1001/jama.2020.3151
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Issue 9
Keywords COVID-19
risk management
ordinal rankings
numerical rankings
Pythagorean means
pandemic
global health security risk
Language English
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References Yang (ref_14) 2020; 13
ref_11
ref_10
ref_3
ref_2
McAleer (ref_12) 2020; 13
ref_15
ref_9
McAleer (ref_13) 2020; 13
ref_8
Paules (ref_1) 2020; 323
ref_5
ref_4
ref_7
ref_6
References_xml – ident: ref_3
  doi: 10.1001/jama.2020.3882
– ident: ref_11
  doi: 10.1101/2020.02.22.20025320
– ident: ref_9
  doi: 10.1001/jama.2020.4335
– ident: ref_6
  doi: 10.1001/jama.2020.3864
– volume: 13
  start-page: 1
  year: 2020
  ident: ref_14
  article-title: Risk management of COVID-19 by universities in China
  publication-title: J. Risk Financ. Manag.
– ident: ref_5
  doi: 10.1001/jama.2020.2648
– ident: ref_15
– ident: ref_2
  doi: 10.1001/jama.2020.3072
– volume: 13
  start-page: 1
  year: 2020
  ident: ref_13
  article-title: Is one diagnostic check for COVID-19 enough?
  publication-title: J. Risk Financ. Manag.
  doi: 10.3390/jrfm13040077
– ident: ref_8
  doi: 10.1001/jama.2020.4169
– volume: 13
  start-page: 1
  year: 2020
  ident: ref_12
  article-title: Prevention is better than the cure: Risk management of COVID-19
  publication-title: J. Risk Financ. Manag.
  doi: 10.3390/jrfm13030046
– ident: ref_10
  doi: 10.1001/jama.2020.4469
– volume: 323
  start-page: 707
  year: 2020
  ident: ref_1
  article-title: Coronavirus infections—More than just the common cold
  publication-title: J. Am. Med. Assoc.
  doi: 10.1001/jama.2020.0757
– ident: ref_7
  doi: 10.1001/jamainternmed.2020.0994
– ident: ref_4
  doi: 10.1001/jama.2020.3151
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SubjectTerms Coronavirus
Coronavirus Infections
Coronavirus Infections - epidemiology
Coronaviruses
COVID-19
Epidemics
Global Health
global health security risk
Humans
numerical rankings
ordinal rankings
pandemic
Pandemics
Pneumonia, Viral
Pneumonia, Viral - epidemiology
Pythagorean means
Risk Assessment
Risk Assessment - methods
risk management
SDG 3 - Good Health and Well-being
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Title Alternative Global Health Security Indexes for Risk Analysis of COVID-19
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