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Pavlović T, Azevedo F, De K, Riaño-Moreno JC, Maglić M, Gkinopoulos T, Donnelly-Kehoe PA, Payán-Gómez C, Huang G, Kantorowicz J, Birtel MD, Schönegger P, Capraro V, Santamaría-García H, Yucel M, Ibanez A, Rathje S, Wetter E, Stanojević D, van Prooijen JW, Hesse E, Elbaek CT, Franc R, Pavlović Z, Mitkidis P, Cichocka A, Gelfand M, Alfano M, Ross RM, Sjåstad H, Nezlek JB, Cislak A, Lockwood P, Abts K, Agadullina E, Amodio DM, Apps MAJ, Aruta JJB, Besharati S, Bor A, Choma B, Cunningham W, Ejaz W, Farmer H, Findor A, Gjoneska B, Gualda E, Huynh TLD, Imran MA, Israelashvili J, Kantorowicz-Reznichenko E, Krouwel A, Kutiyski Y, Laakasuo M, Lamm C, Levy J, Leygue C, Lin MJ, Mansoor MS, Marie A, Mayiwar L, Mazepus H, McHugh C, Olsson A, Otterbring T, Packer D, Palomäki J, Perry A, Petersen MB, Puthillam A, Rothmund T, Schmid PC, Stadelmann D, Stoica A, Stoyanov D, Stoyanova K, Tewari S, Todosijević B, Torgler B, Tsakiris M, Tung HH, Umbreș RG, Vanags E, Vlasceanu M, Vonasch AJ, Zhang Y, Abad M, Adler E, Mdarhri HA, Antazo B, Ay FC, Ba MEH, Barbosa S, Bastian B, Berg A, Białek M, Bilancini E, Bogatyreva N, Boncinelli L, Booth JE, Borau S, Buchel O, de Carvalho CF, Celadin T, Cerami C, Chalise HN, Cheng X, Cian L, Cockcroft K, Conway J, Córdoba-Delgado MA, Crespi C, Crouzevialle M, Cutler J, Cypryańska M, Dabrowska J, Davis VH, Minda JP, Dayley PN, Delouvée S, Denkovski O, Dezecache G, Dhaliwal NA, Diato A, Di Paolo R, Dulleck U, Ekmanis J, Etienne TW, Farhana HH, Farkhari F, Fidanovski K, Flew T, Fraser S, Frempong RB, Fugelsang J, Gale J, García-Navarro EB, Garladinne P, Gray K, Griffin SM, Gronfeldt B, Gruber J, Halperin E, Herzon V, Hruška M, Hudecek MFC, Isler O, Jangard S, Jørgensen F, Keudel O, Koppel L, Koverola M, Kunnari A, Leota J, Lermer E, Li C, Longoni C, McCashin D, Mikloušić I, Molina-Paredes J, Monroy-Fonseca C, Morales-Marente E, Moreau D, Muda R, Myer A, Nash K, Nitschke JP, Nurse MS, de Mello VO, Palacios-Galvez MS, Pan Y, Papp Z, Pärnamets P, Paruzel-Czachura M, Perander S, Pitman M, Raza A, Rêgo GG, Robertson C, Rodríguez-Pascual I, Saikkonen T, Salvador-Ginez O, Sampaio WM, Santi GC, Schultner D, Schutte E, Scott A, Skali A, Stefaniak A, Sternisko A, Strickland B, Thomas JP, Tinghög G, Traast IJ, Tucciarelli R, Tyrala M, Ungson ND, Uysal MS, Van Rooy D, Västfjäll D, Vieira JB, von Sikorski C, Walker AC, Watermeyer J, Willardt R, Wohl MJA, Wójcik AD, Wu K, Yamada Y, Yilmaz O, Yogeeswaran K, Ziemer CT, Zwaan RA, Boggio PS, Whillans A, Van Lange PAM, Prasad R, Onderco M, O'Madagain C, Nesh-Nash T, Laguna OM, Kubin E, Gümren M, Fenwick A, Ertan AS, Bernstein MJ, Amara H, Van Bavel JJ. Predicting attitudinal and behavioral responses to COVID-19 pandemic using machine learning. PNAS Nexus 2022; 1:pgac093. [PMID: 35990802 PMCID: PMC9381137 DOI: 10.1093/pnasnexus/pgac093] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/27/2021] [Accepted: 06/21/2022] [Indexed: 02/06/2023]
Abstract
At the beginning of 2020, COVID-19 became a global problem. Despite all the efforts to emphasize the relevance of preventive measures, not everyone adhered to them. Thus, learning more about the characteristics determining attitudinal and behavioral responses to the pandemic is crucial to improving future interventions. In this study, we applied machine learning on the multinational data collected by the International Collaboration on the Social and Moral Psychology of COVID-19 (N = 51,404) to test the predictive efficacy of constructs from social, moral, cognitive, and personality psychology, as well as socio-demographic factors, in the attitudinal and behavioral responses to the pandemic. The results point to several valuable insights. Internalized moral identity provided the most consistent predictive contribution-individuals perceiving moral traits as central to their self-concept reported higher adherence to preventive measures. Similar results were found for morality as cooperation, symbolized moral identity, self-control, open-mindedness, and collective narcissism, while the inverse relationship was evident for the endorsement of conspiracy theories. However, we also found a non-neglible variability in the explained variance and predictive contributions with respect to macro-level factors such as the pandemic stage or cultural region. Overall, the results underscore the importance of morality-related and contextual factors in understanding adherence to public health recommendations during the pandemic.
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Affiliation(s)
| | - Flavio Azevedo
- Department of Psychology, Cambridge University, Cambridge, UK
| | - Koustav De
- Department of Finance and Quantitative Methods, Gatton College of Business and Economics, University of Kentucky, Lexington, KY, USA
| | - Julián C Riaño-Moreno
- Faculty of Medicine, Cooperative University of Colombia, Villavicencio, Meta, Colombia and Department of bioethics, El Bosque University, Bogotá D.C. Colombia
| | - Marina Maglić
- Institute of Social Sciences Ivo Pilar, Zagreb, Croatia
| | - Theofilos Gkinopoulos
- Department of Philosophy and Social Studies, University of Crete, Rethymnon, Crete, Greece
| | | | - César Payán-Gómez
- Direccion Academica Sede la Paz,Universidad Nacional de Colombia - Sede de La Paz, Cesar, Colombia
| | - Guanxiong Huang
- Department of Media and Communication, City University of Hong Kong, Kowloon Tong, Hong Kong
| | - Jaroslaw Kantorowicz
- Department of Economics, Institute of Security and Global Affairs, Leiden University, The Hague, Netherlands
| | | | - Philipp Schönegger
- Department of Philosophy, School of Economics and Finance, University of St Andrews, St Andrews, UK
| | - Valerio Capraro
- Department of Economics, Middlesex University London, London, UK
| | | | - Meltem Yucel
- Department of Psychology and Neuroscience, Duke University, Durham, NC, USA
| | - Agustin Ibanez
- Latin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago, Peñalolén, Chile
- Cognitive Neuroscience Center (CNC), University of San Andrés and CONICET, Buenos Aires, Argentina
- Global Brain Health Institute, University of California - San Francisco, San Francisco, CA, USA
- Global Brain Health Institute, Trinity College, Dublin, Ireland
| | - Steve Rathje
- Department of Psychology, University of Cambridge, Cambridge, UK
| | - Erik Wetter
- Department of Business Administration, Stockholm School of Economics, Stockholm, Sweden
| | - Dragan Stanojević
- Department of Sociology, Faculty of Philosophy, University of Belgrade, Belgrade, Serbia
| | - Jan-Willem van Prooijen
- Department of Experimental and Applied Psychology, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Eugenia Hesse
- Departamento de Matemática y Ciencias, Universidad de San Andres, Victoria, Buenos Aires, Argentina
| | | | - Renata Franc
- Institute of Social Sciences Ivo Pilar, Zagreb, Croatia
| | - Zoran Pavlović
- Department of Psychology, Faculty of Philosophy, University of Belgrade, Belgrade, Serbia
| | | | | | - Michele Gelfand
- Stanford Graduate School of Business, Stanford University, Stanford, California, USA
| | - Mark Alfano
- Department of Philosophy, Macquarie University, Macquarie Park, New South Wales, Australia
| | - Robert M Ross
- Department of Philosophy, Macquarie University, Macquarie Park, New South Wales, Australia
| | - Hallgeir Sjåstad
- Department of Strategy and Management, Norwegian School of Economics, Bergen, Norway
| | - John B Nezlek
- Institute of Psychology, Center for Climate Action and Social Transformations, SWPS, University of Social Sciences and Humanities, Warsaw, Poland
| | - Aleksandra Cislak
- Institute of Psychology, SWPS University of Social Sciences and Humanities, Warsaw, Poland
| | - Patricia Lockwood
- Centre for Human Brain Health,School of Psychology, University of Birmingham, Birmingham, UK
- Department of Experimental Psychology, University of Oxford, Oxford, UK
| | - Koen Abts
- Centre for Sociological Research, Katholieke Universiteit Leuven, Leuven, Belgium
| | - Elena Agadullina
- Faculty of Psychology, Higher School of Economics University, Moscow, Russia
| | - David M Amodio
- Department of Psychology, University of Amsterdam, Amsterdam, Netherlands
| | - Matthew A J Apps
- Centre for Human Brain Health,School of Psychology, University of Birmingham, Birmingham, UK
| | | | - Sahba Besharati
- Department of Psychology, University of the Witwatersrand, Johannesburg, Republic of South Africa
| | - Alexander Bor
- Department of Political Science, Aarhus University, Aarhus, Denmark
| | - Becky Choma
- Department of Psychology, Toronto Metropolitan University, Toronto, Ontario, Canada
| | - William Cunningham
- Department of Psychology, University of Toronto, Toronto, Ontario, Canada
| | - Waqas Ejaz
- Department of Mass Communication, National University of Science and Technology (NUST), Islamabad, Islamabad Capital Territory, Pakistan
| | - Harry Farmer
- Department of Psychology, University of Greenwich, London, UK
| | - Andrej Findor
- Institute of European Studies and International Relations, Faculty of Social and Economic Sciences, Comenius University, Bratislava, Slovakia
| | - Biljana Gjoneska
- Macedonian Academy of Sciences and Arts, Skopje, Republic of North Macedonia
| | - Estrella Gualda
- Department of Sociology, Social Work and Public Health, University of Huelva, Huelva, Spain
| | - Toan L D Huynh
- Department of Decision Analytics and Risk, University of Southampton, Southampton, UK
| | - Mostak Ahamed Imran
- Department of Educational and Counselling Psychology, BRAC Institute of Educational and Development, BRAC University, Dhaka, Bangladesh
| | | | | | - André Krouwel
- Department of Communication Science, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | | | - Michael Laakasuo
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Claus Lamm
- Department of Cognition, Emotion, and Methods in Psychology, University of Vienna, Wien, Austria
| | - Jonathan Levy
- Department of Neuroscience and Biomedical Engineering, Aalto University, Espoo, Finland
- Baruch Ivcher School of Psychology, Reichman University, Herzliya, Israel
| | - Caroline Leygue
- School of Psychology, Universidad Nacional Autónoma de Mexico, Mexico City, Mexico
| | - Ming-Jen Lin
- Department of Economics, National Taiwan University, Taipei, Taiwan
| | | | - Antoine Marie
- Department of Political Science, Aarhus University, Aarhus, Denmark
| | - Lewend Mayiwar
- Department of Leadership and Organizational Behaviour, BI Norwegian Business School, Oslo, Norway
| | - Honorata Mazepus
- Institute of Security and Global Affairs, Leiden University, The Hague, Netherlands
| | - Cillian McHugh
- Department of Psychology, University of Limerick, Limerick, Ireland
| | - Andreas Olsson
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | | | - Dominic Packer
- Department of Psychology, Lehigh University, Bethlehem, PA, USA
| | - Jussi Palomäki
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Anat Perry
- Department of Psychology, Hebrew University of Jerusalem, Jerusalem, Israel
| | | | - Arathy Puthillam
- Department of Psychology, Monk Prayogshala, Powai, Mumbai, Maharashtra, India
| | - Tobias Rothmund
- Department of Social and Behavioral Science, Friedrich Schiller University Jena, Jena, Germany
| | - Petra C Schmid
- Department of Management, Technology, and Economics, Swiss Federal Institute of Technology in Zürich, Zürich, Switzerland
| | - David Stadelmann
- Chair of Development Economics,University of Bayreuth, Bayreuth, Germany
| | - Augustin Stoica
- Department of Sociology, National School for Political and Administrative Studies (SNSPA), Bucharest, Romania
| | - Drozdstoy Stoyanov
- Department of Psychiatry and Medical Psychology, Medical University, Plovdiv, Bulgaria
| | - Kristina Stoyanova
- Division of Translational Neuroscience, Medical University, Plovdiv, Bulgaria
| | - Shruti Tewari
- Humanities and Social Sciences, Indian Institute of Management, Indore, Madhya Pradesh, India
| | | | - Benno Torgler
- School of Economics and Finance and Centre for Behavioural Economics, Society and Technology (BEST), Queensland University of Technology, Brisbane City, Queensland, Australia
| | - Manos Tsakiris
- Department of Psychology, Royal Holloway, University of London, Egham, UK
- Centre for the Politics of Feelings, School of Advanced Study, University of London, London, UK
| | - Hans H Tung
- Department of Political Science, National Taiwan University, Taipei, Taiwan
| | - Radu Gabriel Umbreș
- Faculty of Political Science, National University of Political Studies and Public Administration, Bucharest, Romania
| | - Edmunds Vanags
- Psychology Department, University of Latvia, Riga, Latvia
| | | | - Andrew J Vonasch
- School of Psychology, Speech, and Hearing, University of Canterbury, Christchurch, New Zealand
| | - Yucheng Zhang
- School of Economics and Management, Hebei University of Technology, Tianjin, China
| | - Mohcine Abad
- School of Collective Intelligence, Mohammed VI Polytechnic University, Ben Guerir, Morocco
| | - Eli Adler
- Department of Psychology, Hebrew University of Jerusalem, Jerusalem, Israel
- Department of Neuroscience and Biomedical Engineering, Aalto University, Espoo, Finland
| | - Hamza Alaoui Mdarhri
- School of Collective Intelligence, Mohammed VI Polytechnic University, Ben Guerir, Morocco
| | - Benedict Antazo
- Department of Psychology, Jose Rizal University, Mandaluyong, Metro Manila, Philippines
| | - F Ceren Ay
- Department of Economics, Telenor Research, Fornebu, Norway
| | | | - Sergio Barbosa
- School of Medicine and Health Sciences, Universidad del Rosario, Bogotá, Colombia
| | - Brock Bastian
- Melbourne School of Psychological Sciences, University of Melbourne, Melbourne, Victoria, Australia
| | - Anton Berg
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Michał Białek
- Faculty of Historical and Pedagogical Sciences, University of Wroclaw, Wroclaw, Poland
| | | | - Natalia Bogatyreva
- Laboratory for Psychology of Social Inequality, Higher School of Economics University, Moscow, Russia
| | - Leonardo Boncinelli
- Department of Economics and Management, University of Florence, Florence, Italy
| | - Jonathan E Booth
- Department of Management, London School of Economics and Political Science, London, UK
| | - Sylvie Borau
- Department of Marketing, TBS Education, Toulouse, France
| | - Ondrej Buchel
- The Institute for Sociology, Slovak Academy of Sciences, Bratislava, Slovakia
- Social Policy Institute, Ministry of Labor, Family and Social Affairs of the Slovak Republic, Bratislava, Slovakia
| | | | - Tatiana Celadin
- Department of Economics, University of Bologna, Bologna, Italy
| | - Chiara Cerami
- IUSS Cognitive Neuroscience Center, University School for Advanced Studies, Pavia, Italy
| | - Hom Nath Chalise
- Central Department of Population Studies, Tribhuvan University, Kathmandu, Nepal
| | - Xiaojun Cheng
- School of Psychology, Shenzhen University, Shenzhen, China
| | - Luca Cian
- Department of Marketing, Darden School of Business, University of Virginia, Charlottesville, VA, USA
| | - Kate Cockcroft
- Department of Psychology, University of the Witwatersrand, Johannesburg, Republic of South Africa
| | - Jane Conway
- MRC Social, Genetic and Developmental Psychiatry Centre,Institute for Advanced Study in Toulouse, Université Toulouse 1 Capitole, Toulouse Cedex 6, France
| | | | | | - Marie Crouzevialle
- Department of Management, Technology, and Economics, Swiss Federal Institute of Technology in Zürich, Zürich, Switzerland
| | - Jo Cutler
- School of Psychology, University of Birmingham, Birmingham, UK
- School of Psychology, University of Oxford, Oxford, UK
| | - Marzena Cypryańska
- Institute of Psychology, Center for Climate Action and Social Transformations, SWPS, University of Social Sciences and Humanities, Warsaw, Poland
| | - Justyna Dabrowska
- Department of Trade and Market Institutions, Cracow University of Economics, Kraków, Poland
| | - Victoria H Davis
- Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - John Paul Minda
- Department of Psychology, Western University, London, Ontario, Canada
| | - Pamala N Dayley
- Department of Psychology, University of California - Los Angeles, Los Angeles, CA, USA
| | | | - Ognjan Denkovski
- Department of Communication Science, University of Amsterdam, Amsterdam, Netherlands
| | | | - Nathan A Dhaliwal
- UBC Sauder School of Business, University of British Columbia, Vancouver, British Columbia, Canada
| | - Alelie Diato
- Teacher Education Department, Cavite State University, General Trias, Cavite, Philippines
| | | | - Uwe Dulleck
- School of Economics and Finance, Queensland University of Technology, Brisbane City, Queensland, Australia
| | - Jānis Ekmanis
- Faculty of Education, Psychology and Art, University of Latvia, Riga, Latvia
| | - Tom W Etienne
- Kieskompas (Election Compass), Amsterdam, Netherlands and Department of Political Science & Annenberg School for Communication, University of Pennsylvania, PA, USA
| | - Hapsa Hossain Farhana
- National Institute for the Intellectually Disabled and Autistic (NIIDA), Society for the Welfare of the Intellectually Disabled (SWID Bangladesh), Dhaka, Bangladesh
| | - Fahima Farkhari
- Department of Psychology, University of Münster, Münster, Germany
- Department of Communication and Media Use, Friedrich Schiller University Jena, Jena, Germany
| | | | - Terry Flew
- Department of Media and Communications, University of Sydney, Sydney, New South Wales, Australia
| | - Shona Fraser
- Medical School, Department of Psychiatry, University of the Witwatersrand, Johannesburg, Republic of South Africa
| | | | - Jonathan Fugelsang
- Department of Psychology, University of Waterloo, Waterloo, Ontario, Canada
| | - Jessica Gale
- School of Psychology, Speech, and Hearing, University of Canterbury, Christchurch, New Zealand
| | | | - Prasad Garladinne
- Humanities and Social Sciences, Indian Institute of Management, Indore, Madhya Pradesh, India
| | - Kurt Gray
- Department of Psychology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | | | | | - June Gruber
- Department of Psychology and Neuroscience, College of Arts and Sciences, University of Colorado Boulder, Boulder, CO, USA
| | - Eran Halperin
- Department of Psychology, Hebrew University of Jerusalem, Jerusalem, Israel
| | - Volo Herzon
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Matej Hruška
- Institute of European Studies and International Relations, Faculty of Social and Economic Sciences, Comenius University, Bratislava, Slovakia
| | - Matthias F C Hudecek
- Department of Experimental Psychology, University of Regensburg, Regensburg, Germany
| | - Ozan Isler
- School of Economics and Finance, Queensland University of Technology, Brisbane City, Queensland, Australia
| | - Simon Jangard
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | | | | | - Lina Koppel
- Department of Management and Engineering, Linköping University, Linköping, Sweden
| | - Mika Koverola
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | | | - Josh Leota
- Turner Institute for Brain and Mental Health, Monash University, Clayton, Victoria, Australia
| | - Eva Lermer
- Department of Business and Media Psychology, Ansbach University of Applied Sciences, Ansbach, Germany
- Center for Leadership and People Management, Ludwig Maximilian University of Munich, Munich, Germany
| | - Chunyun Li
- Department of Management, London School of Economics and Political Science, London, UK
| | - Chiara Longoni
- Department of Marketing, Boston University, Questrom School of Business, Boston, MA, USA
| | | | | | | | | | - Elena Morales-Marente
- COIDESO-Research Center of Contemporary Thinking and Innovation for Social Development, University of Huelva, Huelva, Spain
| | - David Moreau
- School of Psychology, University of Auckland, Auckland, New Zealand
| | - Rafał Muda
- Faculty of Economics, Maria Curie Sklodowska University, Lublin, Poland
| | - Annalisa Myer
- Department of Psychology, City University of New York (CUNY) Graduate Center, New York, NY, USA
| | - Kyle Nash
- Department of Psychology, University of Alberta, Edmonton, Alberta, Canada
| | - Jonas P Nitschke
- Department of Cognition, Emotion, and Methods in Psychology, University of Vienna, Wien, Austria
| | - Matthew S Nurse
- Australian National Centre for the Public Awareness of Science,Australian National University, Canberra ACT, Australia
| | | | - Maria Soledad Palacios-Galvez
- COIDESO-Research Center of Contemporary Thinking and Innovation for Social Development, University of Huelva, Huelva, Spain
| | - Yafeng Pan
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, China
| | - Zsófia Papp
- Department for Political Behavior, Centre for Social Sciences, Budapest, Hungary
| | - Philip Pärnamets
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Mariola Paruzel-Czachura
- Institute of Psychology, University of Silesia in Katowice, Katowice, Poland
- Facultad de Psicología,Complutense University of Madrid, Madrid, Spain
| | - Silva Perander
- Department of Computer Science, University of Helsinki, Helsinki, Finland
| | - Michael Pitman
- Department of Psychology, University of the Witwatersrand, Johannesburg, Republic of South Africa
| | - Ali Raza
- Department of Computer Science, Institute of Cognitive Science, University of Colorado Boulder, Boulder, CO, USA
| | - Gabriel Gaudencio Rêgo
- Centro de Ciências Biológicas e da Saúde,Mackenzie Presbyterian University, São Paul, Brazil
| | - Claire Robertson
- Department of Psychology & Neural Science, New York University, New York, NY, USA
| | - Iván Rodríguez-Pascual
- COIDESO-Research Center of Contemporary Thinking and Innovation for Social Development, University of Huelva, Huelva, Spain
| | - Teemu Saikkonen
- Department of Biology, Biodiversity Unit, University of Turku, Turku, Finland
| | - Octavio Salvador-Ginez
- School of Psychology, Environmental Psychology Department, National Autonomous University of Mexico, Mexico City, Mexico
| | - Waldir M Sampaio
- Centro de Ciências Biológicas e da Saúde,Mackenzie Presbyterian University, São Paul, Brazil
| | - Gaia Chiara Santi
- Department of Humanities and Life Sciences, University School for Advanced Studies, Pavia, Italy
| | - David Schultner
- Department of Social Psychology, University of Amsterdam, Amsterdam, Netherlands
| | - Enid Schutte
- Department of Psychology, University of the Witwatersrand, Johannesburg, Republic of South Africa
| | - Andy Scott
- Department of Psychology, City University of New York (CUNY) Graduate Center, New York, NY, USA
| | - Ahmed Skali
- Department of Global Economics and Management, University of Groningen, Groningen, Netherlands
| | - Anna Stefaniak
- Department of Psychology, Carleton University, Ottawa, Ontario, Canada
| | - Anni Sternisko
- Department of Psychology & Neural Science, New York University, New York, NY, USA
| | - Brent Strickland
- PLS, ENS-Ulm, Department d’Etudes Cognitives, Paris, France
- Africa Business School and The School of Collective Intelligence, UM6P, Rabat, Morocco
| | - Jeffrey P Thomas
- Department of Management, London School of Economics and Political Science, London, UK
| | | | - Iris J Traast
- Social Psychology Department, University of Amsterdam, Amsterdam, Netherlands
| | | | - Michael Tyrala
- Department of Asian and International Studies, City University of Hong Kong, Kowloon Tong, Hong Kong
| | - Nick D Ungson
- Department of Psychology, Susquehanna University, Selinsgrove, PA, USA
| | - Mete Sefa Uysal
- Department of Social Psychology, Friedrich Schiller University Jena, Jena, Germany
| | - Dirk Van Rooy
- Department of Design, University of Antwerp, Antwerp, Belgium
| | - Daniel Västfjäll
- Department of Behavioral Sciences and Learning, Linköping University, Linköping, Sweden
| | - Joana B Vieira
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
- Department of Psychology, University of Exeter, Exeter, UK
| | | | - Alexander C Walker
- Medical School, Department of Psychiatry, University of the Witwatersrand, Johannesburg, Republic of South Africa
| | - Jennifer Watermeyer
- Department of Speech Pathology and Audiology, University of the Witwatersrand, Johannesburg, Republic of South Africa
| | - Robin Willardt
- Department of Management, Technology, and Economics, Swiss Federal Institute of Technology in Zürich, Zürich, Switzerland
| | - Michael J A Wohl
- Department of Psychology, Carleton University, Ottawa, Ontario, Canada
| | | | - Kaidi Wu
- Rady School of Management, University of California, San Diego, CA, USA
| | - Yuki Yamada
- Faculty of Arts and Science, Kyushu University, Fukuoka, Japan
| | - Onurcan Yilmaz
- Department of Psychology, Kadir Has University, Fatih, Istanbul, Turkey
| | - Kumar Yogeeswaran
- School of Psychology, Speech, and Hearing, University of Canterbury, Christchurch, New Zealand
| | - Carolin-Theresa Ziemer
- Department of Communication and Media Use, Friedrich Schiller University Jena, Jena, Germany
| | - Rolf A Zwaan
- Department of Psychology, Erasmus University Rotterdam, Rotterdam, Netherlands
| | - Paulo Sergio Boggio
- Centro de Ciências Biológicas e da Saúde,Mackenzie Presbyterian University, São Paul, Brazil
| | - Ashley Whillans
- Faculty of Negotiations, Organizations and Markets, Harvard Business School, Boston, MA, USA
| | - Paul A M Van Lange
- Department of Experimental and Applied Psychology, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Rajib Prasad
- Department of Economics, Vidyasagar College For Women, Kolkata, West Bengal, India
| | - Michal Onderco
- Department of Public Administration and Sociology, Erasmus University Rotterdam, Rotterdam, Netherlands
| | - Cathal O'Madagain
- School of Collective Intelligence, Mohammed VI Polytechnic University, Ben Guerir, Morocco
| | | | | | - Emily Kubin
- Department of Psychology, University of Koblenz-Landau, Landau, Germany
| | - Mert Gümren
- Department of Economics, Koc University, Sarıyer, Istanbul, Turkey
| | - Ali Fenwick
- Hult International Business School, Dubai, United Arab Emirates
| | - Arhan S Ertan
- Department of International Trade, Bogazici University, Besiktas, Istanbul, Turkey
| | - Michael J Bernstein
- Department of Psychological and Social Sciences, Penn State University Abington College, Abington, PA, USA
| | - Hanane Amara
- Department of Economics, Koc University, Sarıyer, Istanbul, Turkey
| | - Jay Joseph Van Bavel
- Department of Psychology & Neural Science, New York University, New York, NY, USA
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