Estimating direct and spill-over impacts of political elections on COVID-19 transmission using synthetic control methods

• Jue Tao Lim ,

  Contributed equally to this work with: Jue Tao Lim, Kenwin Maung

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliation Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore

  https://orcid.org/0000-0002-2245-0331

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• Kenwin Maung ,

  Contributed equally to this work with: Jue Tao Lim, Kenwin Maung

  Roles Conceptualization, Formal analysis, Resources, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliation Department of Economics, University of Rochester, Rochester, New York, United States of America

  https://orcid.org/0000-0002-8234-4397

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• Sok Teng Tan,

  Roles Data curation, Investigation, Writing – original draft, Writing – review & editing

  Affiliation Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore

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• Suan Ee Ong,

  Roles Conceptualization, Data curation, Investigation, Writing – original draft, Writing – review & editing

  Affiliations Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore, Research for Impact, Singapore, Singapore, The Galen Centre for Health and Social Policy, Kuala Lumpur, Malaysia

  https://orcid.org/0000-0001-7365-9015

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• Jane Mingjie Lim,

  Roles Data curation, Investigation, Writing – original draft

  Affiliation Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore

  https://orcid.org/0000-0001-9017-4714

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• Joel Ruihan Koo,

  Roles Data curation, Methodology, Writing – original draft, Writing – review & editing

  Affiliation Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore

  https://orcid.org/0000-0002-9798-1751

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• Haoyang Sun,

  Roles Data curation, Investigation, Methodology

  Affiliation Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore

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• Minah Park,

  Roles Writing – original draft, Writing – review & editing

  Affiliation Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore

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• Ken Wei Tan,

  Roles Methodology, Supervision, Writing – review & editing

  Affiliation Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore

  https://orcid.org/0000-0003-3224-4619

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• Joanne Yoong,

  Roles Funding acquisition, Supervision, Writing – review & editing

  Affiliations Research for Impact, Singapore, Singapore, Center for Economic and Social Research, University of Southern California, California, United States of America

  https://orcid.org/0000-0002-0162-9885

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• Alex R. Cook ,

  Roles Funding acquisition, Supervision, Validation, Visualization

  * E-mail: ephcar@nus.edu.sg

  Affiliation Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore

  https://orcid.org/0000-0002-6271-5832

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• Borame Sue Lee Dickens

  Roles Conceptualization, Data curation, Investigation, Resources, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliation Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore

  https://orcid.org/0000-0003-1592-1745

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