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. 2023 May 11;10(1):272.
doi: 10.1038/s41597-023-02080-8.

Social and moral psychology of COVID-19 across 69 countries

Flavio Azevedo  1   2 Tomislav Pavlović  3 Gabriel G Rêgo  4 F Ceren Ay  5   6 Biljana Gjoneska  7 Tom W Etienne  8   9 Robert M Ross  10 Philipp Schönegger  11   12 Julián C Riaño-Moreno  13   14 Aleksandra Cichocka  15 Valerio Capraro  16 Luca Cian  17 Chiara Longoni  18 Ho Fai Chan  19   20 Jay J Van Bavel  21 Hallgeir Sjåstad  22 John B Nezlek  23   24 Mark Alfano  25 Michele J Gelfand  26 Michèle D Birtel  27 Aleksandra Cislak  23 Patricia L Lockwood  28   29 Koen Abts  30 Elena Agadullina  31 John Jamir Benzon Aruta  32 Sahba Nomvula Besharati  33 Alexander Bor  34 Becky L Choma  35 Charles David Crabtree  36 William A Cunningham  37 Koustav De  38 Waqas Ejaz  39 Christian T Elbaek  40 Andrej Findor  41 Daniel Flichtentrei  42 Renata Franc  3 June Gruber  43 Estrella Gualda  44   45 Yusaku Horiuchi  36 Toan Luu Duc Huynh  46 Agustin Ibanez  47   48   49 Mostak Ahamed Imran  50 Jacob Israelashvili  51 Katarzyna Jasko  52 Jaroslaw Kantorowicz  53 Elena Kantorowicz-Reznichenko  54 André Krouwel  55 Michael Laakasuo  56 Claus Lamm  57 Caroline Leygue  58 Ming-Jen Lin  59   60 Mohammad Sabbir Mansoor  61 Antoine Marie  34 Lewend Mayiwar  62 Honorata Mazepus  63   64 Cillian McHugh  65 John Paul Minda  66 Panagiotis Mitkidis  40   67 Andreas Olsson  68 Tobias Otterbring  69   70 Dominic J Packer  71 Anat Perry  51 Michael Bang Petersen  34 Arathy Puthillam  72 Tobias Rothmund  73 Hernando Santamaría-García  74 Petra C Schmid  75 Drozdstoy Stoyanov  76 Shruti Tewari  77 Bojan Todosijević  78 Manos Tsakiris  79   80   81 Hans H Tung  60   82 Radu G Umbres  83 Edmunds Vanags  84 Madalina Vlasceanu  85 Andrew Vonasch  86 Meltem Yucel  87   88 Yucheng Zhang  89 Mohcine Abad  90 Eli Adler  51 Narin Akrawi  91 Hamza Alaoui Mdarhri  90 Hanane Amara  92 David M Amodio  21   93 Benedict G Antazo  94 Matthew Apps  29 Mouhamadou Hady Ba  95 Sergio Barbosa  96   97 Brock Bastian  98 Anton Berg  56 Maria P Bernal-Zárate  13 Michael Bernstein  99 Michał Białek  100 Ennio Bilancini  101 Natalia Bogatyreva  31 Leonardo Boncinelli  102 Jonathan E Booth  103 Sylvie Borau  104 Ondrej Buchel  105   106 C Daryl Cameron  107   108 Chrissie F Carvalho  109 Tatiana Celadin  110 Chiara Cerami  111   112 Hom Nath Chalise  61 Xiaojun Cheng  113 Kate Cockcroft  33 Jane Conway  114 Mateo Andres Córdoba-Delgado  74 Chiara Crespi  112   115 Marie Crouzevialle  75 Jo Cutler  28   29 Marzena Cypryańska  23 Justyna Dabrowska  116 Michael A Daniels  117 Victoria H Davis  37 Pamala N Dayley  118 Sylvain Delouvée  119 Ognjan Denkovski  93 Guillaume Dezecache  120 Nathan A Dhaliwal  117 Alelie B Diato  121 Roberto Di Paolo  101 Marianna Drosinou  56 Uwe Dulleck  19   20   122   123 Jānis Ekmanis  84 Arhan S Ertan  124 Hapsa Hossain Farhana  50 Fahima Farkhari  73 Harry Farmer  27 Ali Fenwick  125 Kristijan Fidanovski  126 Terry Flew  127 Shona Fraser  128 Raymond Boadi Frempong  129 Jonathan A Fugelsang  130 Jessica Gale  86 E Begoña Garcia-Navarro  44 Prasad Garladinne  77 Oussama Ghajjou  131 Theofilos Gkinopoulos  132 Kurt Gray  133 Siobhán M Griffin  65 Bjarki Gronfeldt  15 Mert Gümren  134 Ranju Lama Gurung  61 Eran Halperin  51 Elizabeth Harris  21 Volo Herzon  56 Matej Hruška  41 Guanxiong Huang  135 Matthias F C Hudecek  136 Ozan Isler  19   20 Simon Jangard  68 Frederik J Jorgensen  34 Frank Kachanoff  133 John Kahn  36 Apsara Katuwal Dangol  61 Oleksandra Keudel  137 Lina Koppel  138 Mika Koverola  56 Emily Kubin  139 Anton Kunnari  56 Yordan Kutiyski  8 Oscar Moreda Laguna  8 Josh Leota  140 Eva Lermer  141   142 Jonathan Levy  143   144 Neil Levy  25 Chunyun Li  103 Elizabeth U Long  37 Marina Maglić  3 Darragh McCashin  145 Alexander L Metcalf  146 Igor Mikloušić  3 Soulaimane El Mimouni  92 Asako Miura  147 Juliana Molina-Paredes  74 César Monroy-Fonseca  148 Elena Morales-Marente  44 David Moreau  149 Rafał Muda  150 Annalisa Myer  88   151 Kyle Nash  140 Tarik Nesh-Nash  92 Jonas P Nitschke  57 Matthew S Nurse  152 Yohsuke Ohtsubo  153 Victoria Oldemburgo de Mello  37 Cathal O'Madagain  90 Michal Onderco  154 M Soledad Palacios-Galvez  44 Jussi Palomöki  56 Yafeng Pan  68 Zsófia Papp  155 Philip Pärnamets  68 Mariola Paruzel-Czachura  156   157 Zoran Pavlović  158 César Payán-Gómez  159 Silva Perander  56 Michael Mark Pitman  33 Rajib Prasad  160 Joanna Pyrkosz-Pacyna  161 Steve Rathje  162 Ali Raza  163   164 Kasey Rhee  165 Claire E Robertson  21 Iván Rodríguez-Pascual  44 Teemu Saikkonen  166 Octavio Salvador-Ginez  58 Gaia C Santi  111 Natalia Santiago-Tovar  167 David Savage  168 Julian A Scheffer  107 David T Schultner  93 Enid M Schutte  33 Andy Scott  140 Madhavi Sharma  61 Pujan Sharma  61 Ahmed Skali  169 David Stadelmann  129 Clara Alexandra Stafford  66   170   171 Dragan Stanojević  172 Anna Stefaniak  173 Anni Sternisko  21 Augustin Stoica  174 Kristina K Stoyanova  175 Brent Strickland  90   176 Jukka Sundvall  56 Jeffrey P Thomas  98 Gustav Tinghög  138 Benno Torgler  19   20   177 Iris J Traast  93 Raffaele Tucciarelli  178   179 Michael Tyrala  180 Nick D Ungson  181 Mete S Uysal  182 Paul A M Van Lange  183 Jan-Willem van Prooijen  183 Dirk van Rooy  184 Daniel Västfjäll  185 Peter Verkoeijen  186 Joana B Vieira  68 Christian von Sikorski  187 Alexander Cameron Walker  130 Jennifer Watermeyer  188 Erik Wetter  189 Ashley Whillans  190 Katherine White  117 Rishad Habib  35 Robin Willardt  75 Michael J A Wohl  173 Adrian Dominik Wójcik  191 Kaidi Wu  192 Yuki Yamada  193 Onurcan Yilmaz  194 Kumar Yogeeswaran  86 Carolin-Theresa Ziemer  73 Rolf A Zwaan  186 Paulo S Boggio  4 Waldir M Sampaio  4
Affiliations

Social and moral psychology of COVID-19 across 69 countries

Flavio Azevedo et al. Sci Data. .

Abstract

The COVID-19 pandemic has affected all domains of human life, including the economic and social fabric of societies. One of the central strategies for managing public health throughout the pandemic has been through persuasive messaging and collective behaviour change. To help scholars better understand the social and moral psychology behind public health behaviour, we present a dataset comprising of 51,404 individuals from 69 countries. This dataset was collected for the International Collaboration on Social & Moral Psychology of COVID-19 project (ICSMP COVID-19). This social science survey invited participants around the world to complete a series of moral and psychological measures and public health attitudes about COVID-19 during an early phase of the COVID-19 pandemic (between April and June 2020). The survey included seven broad categories of questions: COVID-19 beliefs and compliance behaviours; identity and social attitudes; ideology; health and well-being; moral beliefs and motivation; personality traits; and demographic variables. We report both raw and cleaned data, along with all survey materials, data visualisations, and psychometric evaluations of key variables.

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Conflict of interest statement

André Krouwel (ownership and stocks in Kieskompas BV, a data collector in this project). No payment was received by the author. No other authors reported a competing interest.

Figures

Fig. 1
Fig. 1
A world map visualizing the number of participants in each surveyed country. Note: This heat map shows the number of respondents from each country. The gray areas are the countries that are not covered by the data, and the colour scale shows the size of the sample in accordance with the scale on the lower left side.
Fig. 2
Fig. 2
International Collaboration on the Social and Moral Psychology of COVID-19: Investigated constructs, items and variables.
Fig. 3
Fig. 3
Gantt Chart illustrating the data collection periods for each surveyed country.
Fig. 4
Fig. 4
International Collaboration on the Social and Moral Psychology of COVID-19: Investigated constructs, items and variables.
Fig. 5
Fig. 5
International Collaboration on the Social and Moral Psychology of COVID-19: Investigated constructs, items and variables.
Fig. 6
Fig. 6
Data quality indicators for each surveyed country. Note: The percentage of missing data considered all the questions in the survey (i.e., all sociodemographics and psychological scales”). We calculated, for each country, the mean of the participants’ proportion of missing data across all survey questions, including sociodemographics (this information is also provided in our reproducible report of Fig. 6, where the R code is provided).
Fig. 7
Fig. 7
Cross-cultural differences in Social & Moral Psychology of COVID-19 across 69 countries. Note: Each world heat map in the figure shows the means score, at the country level, for constructs in the survey. Conspiracy Beliefs - participant’s beliefs in conspiracy theories regarding COVID-19; Morality as Cooperation - participant’s moral concern based on the morality-as-cooperation theory; Spatial Distancing - participant’s support for spatial distancing as a strategy against COVID-19; Collective Narcissism - participant’s narcissism, i.e., an inflated view regarding their ingroup (in this research we focused on nationality); National Identity - participant’s identity attached to belonging to a nation; Policy Support - participant’s support to public policies (e.g., closing parks or schools) as a strategy against COVID-19.
Fig. 8
Fig. 8
Cross-cultural differences in associations of Social & Moral Psychology of COVID-19 across sex and ideology in 69 countries.
Fig. 9
Fig. 9
Cross-cultural differences in associations of Social & Moral Psychology of COVID-19 across age in 69 countries.
Fig. 10
Fig. 10
Support for policies in 69 countries.
Fig. 11
Fig. 11
Collective narcissism in 69 countries.
Fig. 12
Fig. 12
Spatial distancing in 69 countries.
Fig. 13
Fig. 13
Morality as cooperation in 69 countries.
Fig. 14
Fig. 14
National identity in 69 countries.
Fig. 15
Fig. 15
Cross-cultural differences in Internal Consistency Coefficients (Cronbach’s alpha, McDonald’s Omega, Guttman Split-Half), and variance explained of Social & Moral Psychology Constructs in 69 countries. Note: internal consistency typically refers to correlations between different items on the same test to evaluate the extent to which latent indicators comprising the scale measure the same construct.

References

    1. Cucinotta D, Vanelli M. Who declares COVID-19 a pandemic. Acta Biomed. 2020;91:157. - PMC - PubMed
    1. Nicola, M. et al. The socio-economic implications of the coronavirus and COVID-19 pandemic: A review. Int. J. Surg. (2020). - PMC - PubMed
    1. Holmes, E. A. et al. Multidisciplinary research priorities for the COVID-19 pandemic: A call for action for mental health science. The Lancet Psychiatry (2020). - PMC - PubMed
    1. Adam D, et al. Covid’s true death toll: Much higher than official records. Nature. 2022;603:562–562. doi: 10.1038/d41586-022-00708-0. - DOI - PubMed
    1. Yamada Y, et al. COVIDiSTRESS global survey dataset on psychological and behavioural consequences of the COVID-19 outbreak. Sci. Data. 2021;8:1–23. doi: 10.1038/s41597-020-00784-9. - DOI - PMC - PubMed