70 research outputs found

    Predicting attitudinal and behavioral responses to COVID-19 pandemic using machine learning

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    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.Published versio

    Predicting attitudinal and behavioral responses to COVID-19 pandemic using machine learning

    Get PDF
    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 multi-national 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 was found for morality as cooperation, symbolized moral identity, self-control, open-mindedness, collective narcissism, while the inverse relationship was evident for the endorsement of conspiracy theories. However, we also found a non-negligible 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

    National identity predicts public health support during a global pandemic

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    Understanding collective behaviour is an important aspect of managing the pandemic response. Here the authors show in a large global study that participants that reported identifying more strongly with their nation reported greater engagement in public health behaviours and support for public health policies in the context of the pandemic.Changing collective behaviour and supporting non-pharmaceutical interventions is an important component in mitigating virus transmission during a pandemic. In a large international collaboration (Study 1, N = 49,968 across 67 countries), we investigated self-reported factors associated with public health behaviours (e.g., spatial distancing and stricter hygiene) and endorsed public policy interventions (e.g., closing bars and restaurants) during the early stage of the COVID-19 pandemic (April-May 2020). Respondents who reported identifying more strongly with their nation consistently reported greater engagement in public health behaviours and support for public health policies. Results were similar for representative and non-representative national samples. Study 2 (N = 42 countries) conceptually replicated the central finding using aggregate indices of national identity (obtained using the World Values Survey) and a measure of actual behaviour change during the pandemic (obtained from Google mobility reports). Higher levels of national identification prior to the pandemic predicted lower mobility during the early stage of the pandemic (r = -0.40). We discuss the potential implications of links between national identity, leadership, and public health for managing COVID-19 and future pandemics

    Reframing: Julie Caouette & Donald M. Taylor (2014)

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    Belief in the Malleability of Groups Strengthens the Tenuous Link Between a Collective Apology and Intergroup Forgiveness

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    Although it is widely assumed that collective apologies for intergroup harms facilitate forgiveness, evidence for a strong link between the two remains elusive. In four studies we tested the proposition that the apology–forgiveness link exists, but only among people who hold an implicit belief that groups can change. In Studies 1 and 2, perceived group malleability (measured and manipulated, respectively) moderated the responses to an apology by Palestinian leadership toward Israelis: Positive responses such as forgiveness increased with greater belief in group malleability. In Study 3, university students who believed in group malleability were more forgiving of a rival university’s derogatory comments in the presence (as opposed to the absence) of an apology. In Study 4, perceived perpetrator group remorse mediated the moderating effect of group malleability on the apology–forgiveness link (assessed in the context of a corporate transgression). Implications for collective apologies and movement toward reconciliation are discussed

    Belief in the Malleability of Groups Strengthens the Tenuous Link Between a Collective Apology and Intergroup Forgiveness

    No full text
    Although it is widely assumed that collective apologies for intergroup harms facilitate forgiveness, evidence for a strong link between the two remains elusive. In four studies we tested the proposition that the apology–forgiveness link exists, but only among people who hold an implicit belief that groups can change. In Studies 1 and 2, perceived group malleability (measured and manipulated, respectively) moderated the responses to an apology by Palestinian leadership toward Israelis: Positive responses such as forgiveness increased with greater belief in group malleability. In Study 3, university students who believed in group malleability were more forgiving of a rival university’s derogatory comments in the presence (as opposed to the absence) of an apology. In Study 4, perceived perpetrator group remorse mediated the moderating effect of group malleability on the apology–forgiveness link (assessed in the context of a corporate transgression). Implications for collective apologies and movement toward reconciliation are discussed
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