Identifying important individual- and country-level predictors of conspiracy theorizing: a machine learning analysis

Psychological research on the predictors of conspiracy theorizing—explaining important social and political events or circumstances as secret plots by malevolent groups—has flourished in recent years. However, research has typically examined only a small number of predictors in one, or a small nu...

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Main Authors: Douglas, Karen M, Sutton, Robbie M, Van Lissa, Caspar J, Stroebe, Wolfgang, Kreienkamp, Jannis, Agostini, Maximilian, Belanger, Jocelyn J, Gutzkow, Ben, Abakoumkin, Georgios, Abdul Khaiyom, Jamilah Hanum, Ahmedi, Vjollca, Akkas, Handan, Almenara, Carlos A, Atta, Mohsin, Bagci, Sabahat Cigdem, Basel, Sima, Kida, Edona Berisha, Bernardo, Allan B. I., Buttrick, Nicholas R, Chobthamkit, Phatthanakit, Choi, Hoon-Seok, Cristea, Mioara, Csaba, Sara, Damnjanović, Kaja, Danyliuk, Ivan, Dash, Arobindu, Di Santo, Daniela, Enea, Violeta, Faller, Daiane, Fitzsimons, Gavan J, Gheorghiu, Alexandra, Gómez, Ángel, Hamaidia, Ali, Han, Qing, Helmy, Mai, Hudiyana, Joevarian, Jeronimus, Bertus F, Jiang, Ding-Yu, Jovanović, Veljko, Kamenov, Zeljka, Kende, Anna, Keng, Shian-Ling, Tra, Thi Thanh Kieu, Koc, Yasin, Kovyazina, Kamila, Kozytska, Inna, Krause, Joshua, Kruglanski, Arie W, Kurapov, Anton, Kutlaca, Maja, Lantos, Nóra Anna, Lemay Jr., Edward P, Lesmana, Cokorda Bagus J, Louis, Winnifred R, Lueders, Adrian, Iqbal Malik, Najma, Martinez, Anton P, McCabe, Kira O, Mehulić, Jasmina, Milla, Mirra Noor, Mohammed, Idris, Molinario, Erica, Moyano, Manuel, Muhammad, Hayat, Mula, Silvana, Muluk, Hamdi, Myroniuk, Solomiia, Najafi, Reza, Nisa, Claudia F, Nyúl, Boglárka, O'Keefe, Paul A, Osuna, Jose Javier Olivas, Osin, Evgeny N, Park, Joonha, Pica, Gennaro, Pierro, Antonio, Rees, Jonas H, Reitsema, Anne Margit, Resta, Elena, Rullo, Marika, Ryan, Michelle K, Samekin, Adil, Santtila, Pekka, Sasin, Edyta, Schumpe, Birga M, Selim, Heyla A, Stanton, Michael Vicente, Sultana, Samiah, Tseliou, Eleftheria, Utsugi, Akira, van Breen, Jolien A, Van Veen, Kees, vanDellen, Michelle R, Vázquez, Alexandra, Wollast, Robin, Yeung, Victoria Wai-lan, Zand, Somayeh, Žeželj, Iris Lav, Zheng, Bang, Zick, Andreas, Zúñiga, Claudia, Leander, N Pontus
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Language:English
English
Published: Wiley-Blackwell 2023
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http://irep.iium.edu.my/105510/13/105510_Identifying%20important%20individual-%20and%20country-level%20predictors_Scopus.pdf
http://irep.iium.edu.my/105510/
https://onlinelibrary.wiley.com/doi/10.1002/ejsp.2968
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Institution: Universiti Islam Antarabangsa Malaysia
Language: English
English
id my.iium.irep.105510
record_format dspace
institution Universiti Islam Antarabangsa Malaysia
building IIUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider International Islamic University Malaysia
content_source IIUM Repository (IREP)
url_provider http://irep.iium.edu.my/
language English
English
topic BF Psychology
HM Sociology
HM1001 Social psychology
RA Public aspects of medicine
RA644.C67 Coronavirus infections. COVID-19 (Disease). COVID-19 Pandemic, 2020
spellingShingle BF Psychology
HM Sociology
HM1001 Social psychology
RA Public aspects of medicine
RA644.C67 Coronavirus infections. COVID-19 (Disease). COVID-19 Pandemic, 2020
Douglas, Karen M
Sutton, Robbie M
Van Lissa, Caspar J
Stroebe, Wolfgang
Kreienkamp, Jannis
Agostini, Maximilian
Belanger, Jocelyn J
Gutzkow, Ben
Abakoumkin, Georgios
Abdul Khaiyom, Jamilah Hanum
Ahmedi, Vjollca
Akkas, Handan
Almenara, Carlos A
Atta, Mohsin
Bagci, Sabahat Cigdem
Basel, Sima
Kida, Edona Berisha
Bernardo, Allan B. I.
Buttrick, Nicholas R
Chobthamkit, Phatthanakit
Choi, Hoon-Seok
Cristea, Mioara
Csaba, Sara
Damnjanović, Kaja
Danyliuk, Ivan
Dash, Arobindu
Di Santo, Daniela
Enea, Violeta
Faller, Daiane
Fitzsimons, Gavan J
Gheorghiu, Alexandra
Gómez, Ángel
Hamaidia, Ali
Han, Qing
Helmy, Mai
Hudiyana, Joevarian
Jeronimus, Bertus F
Jiang, Ding-Yu
Jovanović, Veljko
Kamenov, Zeljka
Kende, Anna
Keng, Shian-Ling
Tra, Thi Thanh Kieu
Koc, Yasin
Kovyazina, Kamila
Kozytska, Inna
Krause, Joshua
Kruglanski, Arie W
Kurapov, Anton
Kutlaca, Maja
Lantos, Nóra Anna
Lemay Jr., Edward P
Lesmana, Cokorda Bagus J
Louis, Winnifred R
Lueders, Adrian
Iqbal Malik, Najma
Martinez, Anton P
McCabe, Kira O
Mehulić, Jasmina
Milla, Mirra Noor
Mohammed, Idris
Molinario, Erica
Moyano, Manuel
Muhammad, Hayat
Mula, Silvana
Muluk, Hamdi
Myroniuk, Solomiia
Najafi, Reza
Nisa, Claudia F
Nyúl, Boglárka
O'Keefe, Paul A
Osuna, Jose Javier Olivas
Osin, Evgeny N
Park, Joonha
Pica, Gennaro
Pierro, Antonio
Rees, Jonas H
Reitsema, Anne Margit
Resta, Elena
Rullo, Marika
Ryan, Michelle K
Samekin, Adil
Santtila, Pekka
Sasin, Edyta
Schumpe, Birga M
Selim, Heyla A
Stanton, Michael Vicente
Sultana, Samiah
Tseliou, Eleftheria
Utsugi, Akira
van Breen, Jolien A
Van Veen, Kees
vanDellen, Michelle R
Vázquez, Alexandra
Wollast, Robin
Yeung, Victoria Wai-lan
Zand, Somayeh
Žeželj, Iris Lav
Zheng, Bang
Zick, Andreas
Zúñiga, Claudia
Leander, N Pontus
Identifying important individual- and country-level predictors of conspiracy theorizing: a machine learning analysis
description Psychological research on the predictors of conspiracy theorizing—explaining important social and political events or circumstances as secret plots by malevolent groups—has flourished in recent years. However, research has typically examined only a small number of predictors in one, or a small number of, national contexts. Such approaches make it difficult to examine the relative importance of predictors, and risk overlooking some potentially relevant variables altogether. To overcome this limitation, the present study used machine learning to rank-order the importance of 115 individual- and country-level variables in predicting conspiracy theorizing. Data were collected from 56,072 respondents across 28 countries during the early weeks of the COVID-19 pandemic. Echoing previous findings, important predictors at the individual level included societal discontent, paranoia, and personal struggle. Contrary to prior research, important country-level predictors included indicators of political stability and effective government COVID response, which suggests that conspiracy theorizing may thrive in relatively well-functioning democracies.
format Article
author Douglas, Karen M
Sutton, Robbie M
Van Lissa, Caspar J
Stroebe, Wolfgang
Kreienkamp, Jannis
Agostini, Maximilian
Belanger, Jocelyn J
Gutzkow, Ben
Abakoumkin, Georgios
Abdul Khaiyom, Jamilah Hanum
Ahmedi, Vjollca
Akkas, Handan
Almenara, Carlos A
Atta, Mohsin
Bagci, Sabahat Cigdem
Basel, Sima
Kida, Edona Berisha
Bernardo, Allan B. I.
Buttrick, Nicholas R
Chobthamkit, Phatthanakit
Choi, Hoon-Seok
Cristea, Mioara
Csaba, Sara
Damnjanović, Kaja
Danyliuk, Ivan
Dash, Arobindu
Di Santo, Daniela
Enea, Violeta
Faller, Daiane
Fitzsimons, Gavan J
Gheorghiu, Alexandra
Gómez, Ángel
Hamaidia, Ali
Han, Qing
Helmy, Mai
Hudiyana, Joevarian
Jeronimus, Bertus F
Jiang, Ding-Yu
Jovanović, Veljko
Kamenov, Zeljka
Kende, Anna
Keng, Shian-Ling
Tra, Thi Thanh Kieu
Koc, Yasin
Kovyazina, Kamila
Kozytska, Inna
Krause, Joshua
Kruglanski, Arie W
Kurapov, Anton
Kutlaca, Maja
Lantos, Nóra Anna
Lemay Jr., Edward P
Lesmana, Cokorda Bagus J
Louis, Winnifred R
Lueders, Adrian
Iqbal Malik, Najma
Martinez, Anton P
McCabe, Kira O
Mehulić, Jasmina
Milla, Mirra Noor
Mohammed, Idris
Molinario, Erica
Moyano, Manuel
Muhammad, Hayat
Mula, Silvana
Muluk, Hamdi
Myroniuk, Solomiia
Najafi, Reza
Nisa, Claudia F
Nyúl, Boglárka
O'Keefe, Paul A
Osuna, Jose Javier Olivas
Osin, Evgeny N
Park, Joonha
Pica, Gennaro
Pierro, Antonio
Rees, Jonas H
Reitsema, Anne Margit
Resta, Elena
Rullo, Marika
Ryan, Michelle K
Samekin, Adil
Santtila, Pekka
Sasin, Edyta
Schumpe, Birga M
Selim, Heyla A
Stanton, Michael Vicente
Sultana, Samiah
Tseliou, Eleftheria
Utsugi, Akira
van Breen, Jolien A
Van Veen, Kees
vanDellen, Michelle R
Vázquez, Alexandra
Wollast, Robin
Yeung, Victoria Wai-lan
Zand, Somayeh
Žeželj, Iris Lav
Zheng, Bang
Zick, Andreas
Zúñiga, Claudia
Leander, N Pontus
author_facet Douglas, Karen M
Sutton, Robbie M
Van Lissa, Caspar J
Stroebe, Wolfgang
Kreienkamp, Jannis
Agostini, Maximilian
Belanger, Jocelyn J
Gutzkow, Ben
Abakoumkin, Georgios
Abdul Khaiyom, Jamilah Hanum
Ahmedi, Vjollca
Akkas, Handan
Almenara, Carlos A
Atta, Mohsin
Bagci, Sabahat Cigdem
Basel, Sima
Kida, Edona Berisha
Bernardo, Allan B. I.
Buttrick, Nicholas R
Chobthamkit, Phatthanakit
Choi, Hoon-Seok
Cristea, Mioara
Csaba, Sara
Damnjanović, Kaja
Danyliuk, Ivan
Dash, Arobindu
Di Santo, Daniela
Enea, Violeta
Faller, Daiane
Fitzsimons, Gavan J
Gheorghiu, Alexandra
Gómez, Ángel
Hamaidia, Ali
Han, Qing
Helmy, Mai
Hudiyana, Joevarian
Jeronimus, Bertus F
Jiang, Ding-Yu
Jovanović, Veljko
Kamenov, Zeljka
Kende, Anna
Keng, Shian-Ling
Tra, Thi Thanh Kieu
Koc, Yasin
Kovyazina, Kamila
Kozytska, Inna
Krause, Joshua
Kruglanski, Arie W
Kurapov, Anton
Kutlaca, Maja
Lantos, Nóra Anna
Lemay Jr., Edward P
Lesmana, Cokorda Bagus J
Louis, Winnifred R
Lueders, Adrian
Iqbal Malik, Najma
Martinez, Anton P
McCabe, Kira O
Mehulić, Jasmina
Milla, Mirra Noor
Mohammed, Idris
Molinario, Erica
Moyano, Manuel
Muhammad, Hayat
Mula, Silvana
Muluk, Hamdi
Myroniuk, Solomiia
Najafi, Reza
Nisa, Claudia F
Nyúl, Boglárka
O'Keefe, Paul A
Osuna, Jose Javier Olivas
Osin, Evgeny N
Park, Joonha
Pica, Gennaro
Pierro, Antonio
Rees, Jonas H
Reitsema, Anne Margit
Resta, Elena
Rullo, Marika
Ryan, Michelle K
Samekin, Adil
Santtila, Pekka
Sasin, Edyta
Schumpe, Birga M
Selim, Heyla A
Stanton, Michael Vicente
Sultana, Samiah
Tseliou, Eleftheria
Utsugi, Akira
van Breen, Jolien A
Van Veen, Kees
vanDellen, Michelle R
Vázquez, Alexandra
Wollast, Robin
Yeung, Victoria Wai-lan
Zand, Somayeh
Žeželj, Iris Lav
Zheng, Bang
Zick, Andreas
Zúñiga, Claudia
Leander, N Pontus
author_sort Douglas, Karen M
title Identifying important individual- and country-level predictors of conspiracy theorizing: a machine learning analysis
title_short Identifying important individual- and country-level predictors of conspiracy theorizing: a machine learning analysis
title_full Identifying important individual- and country-level predictors of conspiracy theorizing: a machine learning analysis
title_fullStr Identifying important individual- and country-level predictors of conspiracy theorizing: a machine learning analysis
title_full_unstemmed Identifying important individual- and country-level predictors of conspiracy theorizing: a machine learning analysis
title_sort identifying important individual- and country-level predictors of conspiracy theorizing: a machine learning analysis
publisher Wiley-Blackwell
publishDate 2023
url http://irep.iium.edu.my/105510/7/105510_Identifying%20important%20individual-%20and%20country-level%20predictors.pdf
http://irep.iium.edu.my/105510/13/105510_Identifying%20important%20individual-%20and%20country-level%20predictors_Scopus.pdf
http://irep.iium.edu.my/105510/
https://onlinelibrary.wiley.com/doi/10.1002/ejsp.2968
_version_ 1800081761374306304
spelling my.iium.irep.1055102024-05-21T07:39:25Z http://irep.iium.edu.my/105510/ Identifying important individual- and country-level predictors of conspiracy theorizing: a machine learning analysis Douglas, Karen M Sutton, Robbie M Van Lissa, Caspar J Stroebe, Wolfgang Kreienkamp, Jannis Agostini, Maximilian Belanger, Jocelyn J Gutzkow, Ben Abakoumkin, Georgios Abdul Khaiyom, Jamilah Hanum Ahmedi, Vjollca Akkas, Handan Almenara, Carlos A Atta, Mohsin Bagci, Sabahat Cigdem Basel, Sima Kida, Edona Berisha Bernardo, Allan B. I. Buttrick, Nicholas R Chobthamkit, Phatthanakit Choi, Hoon-Seok Cristea, Mioara Csaba, Sara Damnjanović, Kaja Danyliuk, Ivan Dash, Arobindu Di Santo, Daniela Enea, Violeta Faller, Daiane Fitzsimons, Gavan J Gheorghiu, Alexandra Gómez, Ángel Hamaidia, Ali Han, Qing Helmy, Mai Hudiyana, Joevarian Jeronimus, Bertus F Jiang, Ding-Yu Jovanović, Veljko Kamenov, Zeljka Kende, Anna Keng, Shian-Ling Tra, Thi Thanh Kieu Koc, Yasin Kovyazina, Kamila Kozytska, Inna Krause, Joshua Kruglanski, Arie W Kurapov, Anton Kutlaca, Maja Lantos, Nóra Anna Lemay Jr., Edward P Lesmana, Cokorda Bagus J Louis, Winnifred R Lueders, Adrian Iqbal Malik, Najma Martinez, Anton P McCabe, Kira O Mehulić, Jasmina Milla, Mirra Noor Mohammed, Idris Molinario, Erica Moyano, Manuel Muhammad, Hayat Mula, Silvana Muluk, Hamdi Myroniuk, Solomiia Najafi, Reza Nisa, Claudia F Nyúl, Boglárka O'Keefe, Paul A Osuna, Jose Javier Olivas Osin, Evgeny N Park, Joonha Pica, Gennaro Pierro, Antonio Rees, Jonas H Reitsema, Anne Margit Resta, Elena Rullo, Marika Ryan, Michelle K Samekin, Adil Santtila, Pekka Sasin, Edyta Schumpe, Birga M Selim, Heyla A Stanton, Michael Vicente Sultana, Samiah Tseliou, Eleftheria Utsugi, Akira van Breen, Jolien A Van Veen, Kees vanDellen, Michelle R Vázquez, Alexandra Wollast, Robin Yeung, Victoria Wai-lan Zand, Somayeh Žeželj, Iris Lav Zheng, Bang Zick, Andreas Zúñiga, Claudia Leander, N Pontus BF Psychology HM Sociology HM1001 Social psychology RA Public aspects of medicine RA644.C67 Coronavirus infections. COVID-19 (Disease). COVID-19 Pandemic, 2020 Psychological research on the predictors of conspiracy theorizing—explaining important social and political events or circumstances as secret plots by malevolent groups—has flourished in recent years. However, research has typically examined only a small number of predictors in one, or a small number of, national contexts. Such approaches make it difficult to examine the relative importance of predictors, and risk overlooking some potentially relevant variables altogether. To overcome this limitation, the present study used machine learning to rank-order the importance of 115 individual- and country-level variables in predicting conspiracy theorizing. Data were collected from 56,072 respondents across 28 countries during the early weeks of the COVID-19 pandemic. Echoing previous findings, important predictors at the individual level included societal discontent, paranoia, and personal struggle. Contrary to prior research, important country-level predictors included indicators of political stability and effective government COVID response, which suggests that conspiracy theorizing may thrive in relatively well-functioning democracies. Wiley-Blackwell 2023-07-01 Article PeerReviewed application/pdf en http://irep.iium.edu.my/105510/7/105510_Identifying%20important%20individual-%20and%20country-level%20predictors.pdf application/pdf en http://irep.iium.edu.my/105510/13/105510_Identifying%20important%20individual-%20and%20country-level%20predictors_Scopus.pdf Douglas, Karen M and Sutton, Robbie M and Van Lissa, Caspar J and Stroebe, Wolfgang and Kreienkamp, Jannis and Agostini, Maximilian and Belanger, Jocelyn J and Gutzkow, Ben and Abakoumkin, Georgios and Abdul Khaiyom, Jamilah Hanum and Ahmedi, Vjollca and Akkas, Handan and Almenara, Carlos A and Atta, Mohsin and Bagci, Sabahat Cigdem and Basel, Sima and Kida, Edona Berisha and Bernardo, Allan B. I. and Buttrick, Nicholas R and Chobthamkit, Phatthanakit and Choi, Hoon-Seok and Cristea, Mioara and Csaba, Sara and Damnjanović, Kaja and Danyliuk, Ivan and Dash, Arobindu and Di Santo, Daniela and Enea, Violeta and Faller, Daiane and Fitzsimons, Gavan J and Gheorghiu, Alexandra and Gómez, Ángel and Hamaidia, Ali and Han, Qing and Helmy, Mai and Hudiyana, Joevarian and Jeronimus, Bertus F and Jiang, Ding-Yu and Jovanović, Veljko and Kamenov, Zeljka and Kende, Anna and Keng, Shian-Ling and Tra, Thi Thanh Kieu and Koc, Yasin and Kovyazina, Kamila and Kozytska, Inna and Krause, Joshua and Kruglanski, Arie W and Kurapov, Anton and Kutlaca, Maja and Lantos, Nóra Anna and Lemay Jr., Edward P and Lesmana, Cokorda Bagus J and Louis, Winnifred R and Lueders, Adrian and Iqbal Malik, Najma and Martinez, Anton P and McCabe, Kira O and Mehulić, Jasmina and Milla, Mirra Noor and Mohammed, Idris and Molinario, Erica and Moyano, Manuel and Muhammad, Hayat and Mula, Silvana and Muluk, Hamdi and Myroniuk, Solomiia and Najafi, Reza and Nisa, Claudia F and Nyúl, Boglárka and O'Keefe, Paul A and Osuna, Jose Javier Olivas and Osin, Evgeny N and Park, Joonha and Pica, Gennaro and Pierro, Antonio and Rees, Jonas H and Reitsema, Anne Margit and Resta, Elena and Rullo, Marika and Ryan, Michelle K and Samekin, Adil and Santtila, Pekka and Sasin, Edyta and Schumpe, Birga M and Selim, Heyla A and Stanton, Michael Vicente and Sultana, Samiah and Tseliou, Eleftheria and Utsugi, Akira and van Breen, Jolien A and Van Veen, Kees and vanDellen, Michelle R and Vázquez, Alexandra and Wollast, Robin and Yeung, Victoria Wai-lan and Zand, Somayeh and Žeželj, Iris Lav and Zheng, Bang and Zick, Andreas and Zúñiga, Claudia and Leander, N Pontus (2023) Identifying important individual- and country-level predictors of conspiracy theorizing: a machine learning analysis. European Journal of Social Psychology, 53 (6). pp. 1191-1203. ISSN 0046-2772 E-ISSN 1099-0992 https://onlinelibrary.wiley.com/doi/10.1002/ejsp.2968 10.1002/ejsp.2968