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Cockerill K, Glynn P, Cerrutti ES, Little JC. Knowledge sources, narratives, and living in social-ecological systems. MITIGATION AND ADAPTATION STRATEGIES FOR GLOBAL CHANGE 2024; 29:54. [DOI: 10.1007/s11027-024-10151-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/09/2023] [Accepted: 06/29/2024] [Indexed: 01/06/2025]
Abstract
AbstractHumans exist as part of social-ecological systems (SES) in which biological, physical, chemical, economic, political and other social processes are tightly interwoven. Global change within these systems presents an increasingly untenable situation for long-term human security. Further, knowledge that humans possess about ourselves and SES represents a complex amalgamation of individual and collective factors. Because of various evolutionary pressures, people often reject this complex reality in favor of more simplistic perceptions and explanations. This thought paper offers an overview of how and where people acquire knowledge and how that knowledge acquisition process reflects and influences narratives, which subsequently affect efforts to address challenges in SES. We highlight three narratives as examples of constraints on finding ways forward toward a more resilient future. Our focal narratives include tendencies to conflate tame and wicked problems; to posit a false human-nature duality; and to resist the explanatory evidence from biocultural evolution. We then discuss the human cognitive propensity to create narratives to think about how we might intentionally develop narratives that are more appropriate for living in coevolving SES.
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Atherton OE, Willroth EC, Graham EK, Luo J, Mroczek DK, Lewis-Thames MW. Rural-urban differences in personality traits and well-being in adulthood. J Pers 2024; 92:73-87. [PMID: 36725776 PMCID: PMC10390645 DOI: 10.1111/jopy.12818] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Revised: 01/26/2023] [Accepted: 01/30/2023] [Indexed: 02/03/2023]
Abstract
OBJECTIVE One large focus of personality psychology is to understand the biopsychosocial factors responsible for adult personality development and well-being change. However, little is known about how macro-level contextual factors, such as rurality-urbanicity, are related to personality development and well-being change. METHOD The present study uses data from two large longitudinal studies of U.S. Americans (MIDUS, HRS) to examine whether there are rural-urban differences in levels and changes in the Big Five personality traits and well-being (i.e., psychological well-being, and life satisfaction) in adulthood. RESULTS Multilevel models showed that Americans who lived in more rural areas tended to have lower levels of openness, conscientiousness, and psychological well-being, and higher levels of neuroticism. With the exception of psychological well-being (which replicated across MIDUS and HRS), rural-urban differences in personality traits were only evident in the HRS sample. The effect of neuroticism was fully robust to the inclusion of socio-demographic and social network covariates, but other effects were partially robust (i.e., conscientiousness and openness) or were not robust at all (i.e., psychological well-being). In both samples, there were no rural-urban differences in Big Five or well-being change. CONCLUSIONS We discuss the implications of these findings for personality and rural health research.
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Affiliation(s)
- Olivia E Atherton
- Department of Psychology, University of Houston, Houston, Texas, USA
- Department of Medical Social Sciences, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
| | - Emily C Willroth
- Department of Psychology, Washington University in St. Louis, St. Louis, Missouri, USA
| | - Eileen K Graham
- Department of Medical Social Sciences, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
| | - Jing Luo
- Department of Medical Social Sciences, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
| | - Daniel K Mroczek
- Department of Medical Social Sciences, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
- Department of Psychology, Northwestern University, Evanston, Illinois, USA
| | - Marquita W Lewis-Thames
- Department of Medical Social Sciences, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
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3
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Hohm I, Wormley AS, Schaller M, Varnum MEW. Homo temporus: Seasonal Cycles as a Fundamental Source of Variation in Human Psychology. PERSPECTIVES ON PSYCHOLOGICAL SCIENCE 2024; 19:151-172. [PMID: 37428561 PMCID: PMC10790523 DOI: 10.1177/17456916231178695] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/11/2023]
Abstract
Many animal species exhibit seasonal changes in their physiology and behavior. Yet despite ample evidence that humans are also responsive to seasons, the impact of seasonal changes on human psychology is underappreciated relative to other sources of variation (e.g., personality, culture, development). This is unfortunate because seasonal variation has potentially profound conceptual, empirical, methodological, and practical implications. Here, we encourage a more systematic and comprehensive collective effort to document and understand the many ways in which seasons influence human psychology. We provide an illustrative summary of empirical evidence showing that seasons impact a wide range of affective, cognitive, and behavioral phenomena. We then articulate a conceptual framework that outlines a set of causal mechanisms through which seasons can influence human psychology-mechanisms that reflect seasonal changes not only in meteorological variables but also in ecological and sociocultural variables. This framework may be useful for integrating many different seasonal effects that have already been empirically documented and for generating new hypotheses about additional seasonal effects that have not yet received empirical attention. The article closes with a section that provides practical suggestions to facilitate greater appreciation for, and systematic study of, seasons as a fundamental source of variation in human psychology.
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Affiliation(s)
- Ian Hohm
- Department of Psychology, University of British Columbia
| | | | - Mark Schaller
- Department of Psychology, University of British Columbia
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Willinger D, Götz FM, Stieger S. ecolo-zip: A global, rich and granular characterization of biogeophysical ecology for 1.5 million postal codes. Sci Data 2023; 10:665. [PMID: 37773162 PMCID: PMC10541399 DOI: 10.1038/s41597-023-02579-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Accepted: 09/20/2023] [Indexed: 10/01/2023] Open
Abstract
The inescapable fact that human life is perpetually embedded in a tangible biogeophysical environment - and the consequences that this has for individuals and societies - have long fascinated scholars of all backgrounds. Technological progress and the advent of big data have spurred ever-more precise attempts to quantify our biogeophysical environments. However, many such datasets lack spatial granularity, global coverage, content depth, or accessibility. Here, we introduce ecolo-zip, a novel geospatial dataset that provides a granular-yet-global, parsimonious-yet-rich ecological characterization of over 1.5 million postal codes across 94 countries and regions. Combining two large-scale satellite image resources (ASTER; SRTM, ICC = 0.999) and a customized geospatial sampling model, we provide high-resolution indicators of physical topography (elevation, mountainousness, distance to sea), vegetation (normalized difference vegetation index), and climate (surface temperature). With this resource - featuring methodological details, visualizations, and application suggestions - we hope to contribute towards understanding the multi-faceted interactions between humans and their environments.
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Affiliation(s)
- David Willinger
- Department of Psychology and Psychodynamics, Karl Landsteiner University of Health Sciences, Krems an der Donau, Austria.
| | - Friedrich M Götz
- Department of Psychology, University of British Columbia, Vancouver, BC, Canada
| | - Stefan Stieger
- Department of Psychology and Psychodynamics, Karl Landsteiner University of Health Sciences, Krems an der Donau, Austria
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5
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Elbæk CT, Mitkidis P, Aarøe L, Otterbring T. Subjective socioeconomic status and income inequality are associated with self-reported morality across 67 countries. Nat Commun 2023; 14:5453. [PMID: 37673884 PMCID: PMC10482940 DOI: 10.1038/s41467-023-41007-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Accepted: 08/18/2023] [Indexed: 09/08/2023] Open
Abstract
Individuals can experience a lack of economic resources compared to others, which we refer to as subjective experiences of economic scarcity. While such experiences have been shown to shift cognitive focus, attention, and decision-making, their association with human morality remains debated. We conduct a comprehensive investigation of the relationship between subjective experiences of economic scarcity, as indexed by low subjective socioeconomic status at the individual level, and income inequality at the national level, and various self-reported measures linked to morality. In a pre-registered study, we analyze data from a large, cross-national survey (N = 50,396 across 67 countries) allowing us to address limitations related to cross-cultural generalizability and measurement validity in prior research. Our findings demonstrate that low subjective socioeconomic status at the individual level, and income inequality at the national level, are associated with higher levels of moral identity, higher morality-as-cooperation, a larger moral circle, and increased prosocial intentions. These results appear robust to several advanced control analyses. Finally, exploratory analyses indicate that observed income inequality at the national level is not a statistically significant moderator of the associations between subjective socioeconomic status and the included measures of morality. These findings have theoretical and practical implications for understanding human morality under experiences of resource scarcity.
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Affiliation(s)
- Christian T Elbæk
- Department of Management, Aarhus University, 8210, Aarhus V, Denmark.
| | - Panagiotis Mitkidis
- Department of Management, Aarhus University, 8210, Aarhus V, Denmark
- Social Science Research Institute, Duke University, 27701, Durham, NC, USA
| | - Lene Aarøe
- Department of Political Science, Aarhus University, 8000, Aarhus C, Denmark
| | - Tobias Otterbring
- Department of Management, University of Agder, 4630, Kristiansand, Norway
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6
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James RJE, Ferguson E. Depression, Cognition, and Pain: Exploring Individual, Cultural and Country-Level Effects Across Europe. THE JOURNAL OF PAIN 2023; 24:1104-1115. [PMID: 36966946 DOI: 10.1016/j.jpain.2023.03.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/07/2022] [Revised: 03/08/2023] [Accepted: 03/14/2023] [Indexed: 04/08/2023]
Abstract
The aim of this paper was to investigate the role of economic (eg, GDP per capita), political (eg, healthcare spending), cultural (country-level aggregates norms) and individual correlates (eg, depression) of pain in a secondary analysis of a sample of 76,000 adults in 19 countries across Europe. The sample was aggregated from 2 waves of the Study of Health, Ageing and Retirement in Europe cohort, using multilevel models with cross-level interactions between individual and country-level effects. While there has been extensive focus on individual risk factors (eg, depression, cognition, BMI), the role of social, political and cultural contextual factors has been relatively underexplored. In addition to replicating well-established individual risk factors (eg, increased depression), we demonstrate that higher levels of depression, chronic pain diagnosis, and collectivism, aggregated at the country-level, are also associated with increased pain severity. There was evidence that these country-level effects moderate the effect of individual correlates of pain. These results contribute to the literature by identifying the importance of broader cultural factors alongside individual psychological indices of pain reporting. PERSPECTIVE: In this study we model how individual, political and cultural factors influence pain in a large cross-national sample. In addition to replicating established individual effects, it shows how cultural (ie, collectivism) and political (eg, GDP, healthcare spending) factors affect individual expressions of pain, and how the cultural and individual factors interact with each other.
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Affiliation(s)
- Richard J E James
- School of Psychology, University of Nottingham, Nottinghamshire, UK; Versus Arthritis Pain Centre, University of Nottingham, Nottinghamshire, UK.
| | - Eamonn Ferguson
- School of Psychology, University of Nottingham, Nottinghamshire, UK
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7
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Realo A, Silm S, Tiru M, Allik J. Does Personality Predict Traveling Abroad as Indicated by Mobile Phone Data? JOURNAL OF RESEARCH IN PERSONALITY 2023. [DOI: 10.1016/j.jrp.2023.104355] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
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8
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Gutiérrez F, Valdesoiro F. The evolution of personality disorders: A review of proposals. Front Psychiatry 2023; 14:1110420. [PMID: 36793943 PMCID: PMC9922784 DOI: 10.3389/fpsyt.2023.1110420] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Accepted: 01/12/2023] [Indexed: 02/02/2023] Open
Abstract
Personality disorders (PDs) are currently considered dysfunctions. However, personality differences are older than humanity and are ubiquitous in nature, from insects to higher primates. This suggests that a number of evolutionary mechanisms-other than dysfunctions-may be able to maintain stable behavioral variation in the gene pool. First of all, apparently maladaptive traits may actually improve fitness by enabling better survival or successful mating or reproduction, as exemplified by neuroticism, psychopathy, and narcissism. Furthermore, some PDs may harm important biological goals while facilitating others, or may be globally beneficial or detrimental depending on environmental circumstances or body condition. Alternatively, certain traits may form part of life history strategies: Coordinated suites of morphological, physiological and behavioral characters that optimize fitness through alternative routes and respond to selection as a whole. Still others may be vestigial adaptations that are no longer beneficial in present times. Finally, variation may be adaptative in and by itself, as it reduces competition for finite resources. These and other evolutionary mechanisms are reviewed and illustrated through human and non-human examples. Evolutionary theory is the best-substantiated explanatory framework across the life sciences, and may shed light on the question of why harmful personalities exist at all.
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Affiliation(s)
- Fernando Gutiérrez
- Hospital Clínic de Barcelona, Institute of Neuroscience, Barcelona, Spain
- Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
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9
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Lu JG, Benet-Martínez V, Wang LC. A Socioecological-Genetic Framework of Culture and Personality: Their Roots, Trends, and Interplay. Annu Rev Psychol 2023; 74:363-390. [PMID: 36100248 DOI: 10.1146/annurev-psych-032420-032631] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
Culture and personality are two central topics in psychology. Individuals are culturally influenced influencers of culture, yet the research linking culture and personality has been limited and fragmentary. We integrate the literatures on culture and personality with recent advances in socioecology and genetics to formulate the Socioecological-Genetic Framework of Culture and Personality. Our framework not only delineates the mutual constitution of culture and personality but also sheds light on (a) the roots of culture and personality, (b) how socioecological changes partly explain temporal trends in culture and personality, and (c) how genes and culture/socioecology interact to influence personality (i.e., nature × nurture interactions). By spotlighting the roles of socioecology and genetics, our integrative framework advances the understanding of culture and personality.
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Affiliation(s)
- Jackson G Lu
- MIT Sloan School of Management, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA; ,
| | - Verónica Benet-Martínez
- Department of Political and Social Sciences, Pompeu Fabra University, Barcelona, Spain; .,Catalonian Institution for Advanced Research and Studies (ICREA), Barcelona, Spain
| | - Laura Changlan Wang
- MIT Sloan School of Management, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA; ,
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10
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Suh J, Horvitz E, White RW, Althoff T. Disparate impacts on online information access during the Covid-19 pandemic. Nat Commun 2022; 13:7094. [PMID: 36402817 PMCID: PMC9675823 DOI: 10.1038/s41467-022-34592-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Accepted: 10/31/2022] [Indexed: 11/21/2022] Open
Abstract
The COVID-19 pandemic has stimulated important changes in online information access as digital engagement became necessary to meet the demand for health, economic, and educational resources. Our analysis of 55 billion everyday web search interactions during the pandemic across 25,150 US ZIP codes reveals that the extent to which different communities of internet users enlist digital resources varies based on socioeconomic and environmental factors. For example, we find that ZIP codes with lower income intensified their access to health information to a smaller extent than ZIP codes with higher income. We show that ZIP codes with higher proportions of Black or Hispanic residents intensified their access to unemployment resources to a greater extent, while revealing patterns of unemployment site visits unseen by the claims data. Such differences frame important questions on the relationship between differential information search behaviors and the downstream real-world implications on more and less advantaged populations.
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Affiliation(s)
- Jina Suh
- Microsoft Research, Redmond, WA, USA
- University of Washington, Seattle, WA, USA
| | - Eric Horvitz
- Microsoft Research, Redmond, WA, USA
- University of Washington, Seattle, WA, USA
| | - Ryen W White
- Microsoft Research, Redmond, WA, USA
- University of Washington, Seattle, WA, USA
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11
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Schmid I, Witkower Z, Götz FM, Stieger S. Registered report: Social face evaluation: ethnicity-specific differences in the judgement of trustworthiness of faces and facial parts. Sci Rep 2022; 12:18311. [PMID: 36316450 PMCID: PMC9622746 DOI: 10.1038/s41598-022-22709-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2021] [Accepted: 10/18/2022] [Indexed: 11/06/2022] Open
Abstract
Social face evaluation is a common and consequential element of everyday life based on the judgement of trustworthiness. However, the particular facial regions that guide such trustworthiness judgements are largely unknown. It is also unclear whether different facial regions are consistently utilized to guide judgments for different ethnic groups, and whether previous exposure to specific ethnicities in one's social environment has an influence on trustworthiness judgements made from faces or facial regions. This registered report addressed these questions through a global online survey study that recruited Asian, Black, Latino, and White raters (N = 4580). Raters were shown full faces and specific parts of the face for an ethnically diverse, sex-balanced set of 32 targets and rated targets' trustworthiness. Multilevel modelling showed that in forming trustworthiness judgements, raters relied most strongly on the eyes (with no substantial information loss vis-à-vis full faces). Corroborating ingroup-outgroup effects, raters rated faces and facial parts of targets with whom they shared their ethnicity, sex, or eye color as significantly more trustworthy. Exposure to ethnic groups in raters' social environment predicted trustworthiness ratings of other ethnic groups in nuanced ways. That is, raters from the ambient ethnic majority provided slightly higher trustworthiness ratings for stimuli of their own ethnicity compared to minority ethnicities. In contrast, raters from an ambient ethnic minority (e.g., immigrants) provided substantially lower trustworthiness ratings for stimuli of the ethnic majority. Taken together, the current study provides a new window into the psychological processes underlying social face evaluation and its cultural generalizability. PROTOCOL REGISTRATION: The stage 1 protocol for this Registered Report was accepted in principle on 7 January 2022. The protocol, as accepted by the journal, can be found at: https://doi.org/10.6084/m9.figshare.18319244 .
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Affiliation(s)
- Irina Schmid
- grid.459693.4Department of Psychology and Psychodynamics, Karl Landsteiner University of Health Sciences, Krems an der Donau, Austria
| | - Zachary Witkower
- grid.17063.330000 0001 2157 2938Department of Psychology, University of Toronto, Toronto, Canada
| | - Friedrich M. Götz
- grid.17091.3e0000 0001 2288 9830Department of Psychology, University of British Columbia, Vancouver, Canada ,grid.47840.3f0000 0001 2181 7878Institute of Personality and Social Research, University of California, Berkeley, USA
| | - Stefan Stieger
- grid.459693.4Department of Psychology and Psychodynamics, Karl Landsteiner University of Health Sciences, Krems an der Donau, Austria
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12
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Associations between social media use and cognitive abilities: Results from a large-scale study of adolescents. COMPUTERS IN HUMAN BEHAVIOR 2022. [DOI: 10.1016/j.chb.2022.107358] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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13
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Talaifar S, Lowery BS. Freedom and Constraint in Digital Environments: Implications for the Self. PERSPECTIVES ON PSYCHOLOGICAL SCIENCE 2022; 18:544-575. [PMID: 36179056 DOI: 10.1177/17456916221098036] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
We evaluate how features of the digital environment free or constrain the self. Based on the current empirical literature, we argue that modern technological features, such as predictive algorithms and tracking tools, pose four potential obstacles to the freedom of the self: lack of privacy and anonymity, (dis)embodiment and entrenchment of social hierarchy, changes to memory and cognition, and behavioral reinforcement coupled with reduced randomness. Comparing these constraints on the self to the freedom promised by earlier digital environments suggests that digital reality can be designed in more freeing ways. We describe how people reassert personal agency in the face of the digital environment's constraints and provide avenues for future research regarding technology's influence on the self.
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14
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Guo Q, Li S, Shen J, Lu J. Thermal demands and its interactions with environmental factors account for national-level variation in aggression. Front Psychol 2022; 13:911159. [PMID: 36186386 PMCID: PMC9524539 DOI: 10.3389/fpsyg.2022.911159] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2022] [Accepted: 08/24/2022] [Indexed: 12/03/2022] Open
Abstract
Literature shows that psychological phenomena, including values (e.g., individualism vs. collectivism), personality, and behaviors (e.g., prosocial and aggressive behavior), are geographically clustered. The effects of temperature on interpersonal and intergroup aggression have been studied by many social psychologists. To date the interactions between temperature and other geographical factors have not been addressed. This study is aiming to examine the effects of thermal demands and the moderating effects of natural geographical factors on aggressive behavior at national level. Data for 156 societies was obtained from publicly available databases. Consistent with the life-history theory, results of this study showed that aggressive behavior has a positive relationship with heat demands, and a negative relationship with cold demands. Aggressive behavior is also positively correlated with sunlight and altitude, and negatively correlated with coastline vicinity. Forest, coastline vicinity, and rainfall moderated the effect of thermal demands on aggressive behavior. In societies with more forests, with more rainfall, and closer to coastline, the negative effects of cold demands on aggressive behavior are stronger.
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Xu L, Luo Y, Wen X, Sun Z, Chao C, Xia T, Xu L. Human Personality Is Associated with Geographical Environment in Mainland China. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:10819. [PMID: 36078533 PMCID: PMC9517826 DOI: 10.3390/ijerph191710819] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/30/2022] [Revised: 08/26/2022] [Accepted: 08/28/2022] [Indexed: 06/15/2023]
Abstract
Recent psychological research shown that the places where we live are linked to our personality traits. Geographical aggregation of personalities has been observed in many individualistic nations; notably, the mountainousness is an essential component in understanding regional variances in personality. Could mountainousness therefore also explain the clustering of personality-types in collectivist countries like China? Using a nationwide survey (29,838 participants) in Mainland China, we investigated the relationship between the Big Five personality traits and mountainousness indicators at the provincial level. Multilevel modelling showed significant negative associations between the elevation coefficient of variation (Elevation CV) and the Big Five personality traits, whereas mean elevation (Elevation Mean) and the standard deviation in elevation (Elevation STD) were positively associated with human personalities. Subsequent machine learning analyses showed that, for example, Elevation Mean outperformed other mountainousness indicators regarding correlations with neuroticism, while Elevation CV performed best relative to openness models. Our results mirror some previous findings, such as the positive association between openness and Elevation STD, while also revealing cultural differences, such as the social desirability of people living in China's mountainous areas.
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Affiliation(s)
- Liang Xu
- Department of Psychology, College of Education, Zhejiang University of Technology, Hangzhou 310014, China
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou 310058, China
| | - Yanyang Luo
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou 310058, China
| | - Xin Wen
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou 310058, China
| | - Zaoyi Sun
- Department of Psychology, College of Education, Zhejiang University of Technology, Hangzhou 310014, China
| | - Chiju Chao
- Department of Information Art and Design, Tsinghua University, Beijing 100084, China
| | - Tianshu Xia
- Financial Big Data Research Institute, Sunyard Technology Co., Ltd., Hangzhou 310053, China
| | - Liuchang Xu
- Financial Big Data Research Institute, Sunyard Technology Co., Ltd., Hangzhou 310053, China
- College of Mathematics and Computer Science, Zhejiang A&F University, Hangzhou 311300, China
- College of Computer Science and Technology, Zhejiang University, Hangzhou 310063, China
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16
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Ebert T, Mewes L, Götz FM, Brenner T. Effective Maps, Easily Done: Visualizing Geo-Psychological Differences Using Distance Weights. ADVANCES IN METHODS AND PRACTICES IN PSYCHOLOGICAL SCIENCE 2022. [DOI: 10.1177/25152459221101816] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Psychologists of many subfields are becoming increasingly interested in the geographical distribution of psychological phenomena. An integral part of this new stream of geo-psychological studies is to visualize spatial distributions of psychological phenomena in maps. However, most psychologists are not trained in visualizing spatial data. As a result, almost all existing geo-psychological studies rely on the most basic mapping technique: color-coding disaggregated data (i.e., grouping individuals into predefined spatial units and then mapping out average scores across these spatial units). Although this basic mapping technique is not wrong, it often leaves unleveraged potential to effectively visualize spatial patterns. The aim of this tutorial is to introduce psychologists to an alternative, easy-to-use mapping technique: distance-based weighting (i.e., calculating area estimates that represent distance-weighted averages of all measurement locations). We outline the basic idea of distance-based weighting and explain how to implement this technique so that it is effective for geo-psychological research. Using large-scale mental-health data from the United States ( N = 2,058,249), we empirically demonstrate how distance-based weighting may complement the commonly used basic mapping technique. We provide fully annotated R code and open access to all data used in our analyses.
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Affiliation(s)
- Tobias Ebert
- Mannheim Centre for European Social Research, University of Mannheim, Mannheim, Germany
| | - Lars Mewes
- Institute of Economic and Cultural Geography, Leibniz University Hannover, Hannover, Germany
| | - Friedrich M. Götz
- Department of Psychology, University of British Columbia, Vancouver, BC, Canada
| | - Thomas Brenner
- Department of Geography, Philipps-University Marburg, Marburg, Germany
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17
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Xu L, Wang J, Xu D, Xu L. Integrating Individual Factors to Construct Recognition Models of Consumer Fraud Victimization. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19010461. [PMID: 35010720 PMCID: PMC8744553 DOI: 10.3390/ijerph19010461] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Revised: 12/20/2021] [Accepted: 12/21/2021] [Indexed: 02/01/2023]
Abstract
Consumer financial fraud has become a serious problem because it often causes victims to suffer economic, physical, mental, social, and legal harm. Identifying which individuals are more likely to be scammed may mitigate the threat posed by consumer financial fraud. Based on a two-stage conceptual framework, this study integrated various individual factors in a nationwide survey (36,202 participants) to construct fraud exposure recognition (FER) and fraud victimhood recognition (FVR) models by utilizing a machine learning method. The FER model performed well (f1 = 0.727), and model interpretation indicated that migration status, financial status, urbanicity, and age have good predictive effects on fraud exposure in the Chinese context, whereas the FVR model shows a low predictive effect (f1 = 0.565), reminding us to consider more psychological factors in future work. This research provides an important reference for the analysis of individual differences among people vulnerable to consumer fraud.
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Affiliation(s)
- Liuchang Xu
- College of Mathematics and Computer Science, Zhejiang A&F University, Hangzhou 311300, China; (L.X.); (D.X.)
| | - Jie Wang
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou 310058, China;
| | - Dayu Xu
- College of Mathematics and Computer Science, Zhejiang A&F University, Hangzhou 311300, China; (L.X.); (D.X.)
| | - Liang Xu
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou 310058, China;
- Correspondence:
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18
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Stieger S, Götz FM, Wilson C, Volsa S, Rentfrow PJ. A Tale of Peaks and Valleys: Sinusoid Relationship Patterns Between Mountainousness and Basic Human Values. SOCIAL PSYCHOLOGICAL AND PERSONALITY SCIENCE 2021. [DOI: 10.1177/19485506211034966] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Mountains—mythic and majestic—have fueled widespread speculation about their effects on character. Emerging empirical evidence has begun to show that physical topography is indeed associated with personality traits, especially heightened openness. Here, we extend this work to the domain of personal values, linking novel large-scale individual values data ( n = 32,666) to objective indicators of altitude and mountainousness derived from satellite radar data. Partial correlations and conditional random forest machine-learning algorithms demonstrate that altitude and mountainousness are related to increased conservation values and decreased hedonism. Effect sizes are generally small (| r| < .031) but comparable to other socio-ecological predictors, such as population density and latitude. The findings align with the dual-pressure model of ecological stress, suggesting that it might be most adaptive in the mountains to have an open personality to effectively deal with threats and endorse conservative values that promote a social order that minimizes threats.
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Affiliation(s)
- Stefan Stieger
- Department of Psychology and Psychodynamics, Karl Landsteiner University of Health Sciences, Krems an der Donau, Austria
- Stefan Stieger and Friedrich Götz contributed equally to this paper
| | - Friedrich M. Götz
- Department of Psychology, University of Cambridge, United Kingdom
- Institute of Personality and Social Research, University of California, Berkeley, CA, USA
- Department of Psychology, University of British Columbia, Vancouver, British Columbia, Canada
- Stefan Stieger and Friedrich Götz contributed equally to this paper
| | | | - Selina Volsa
- Department of Psychology and Psychodynamics, Karl Landsteiner University of Health Sciences, Krems an der Donau, Austria
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19
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Galvez-Pol A, Nadal M, Kilner JM. Emotional representations of space vary as a function of peoples' affect and interoceptive sensibility. Sci Rep 2021; 11:16150. [PMID: 34373488 PMCID: PMC8352937 DOI: 10.1038/s41598-021-95081-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2021] [Accepted: 07/20/2021] [Indexed: 02/07/2023] Open
Abstract
Most research on people's representation of space has focused on spatial appraisal and navigation. But there is more to space besides navigation and assessment: people have different emotional experiences at different places, which create emotionally tinged representations of space. Little is known about the emotional representation of space and the factors that shape it. The purpose of this study was to develop a graphic methodology to study the emotional representation of space and some of the environmental features (non-natural vs. natural) and personal features (affective state and interoceptive sensibility) that modulate it. We gave participants blank maps of the region where they lived and asked them to apply shade where they had happy/sad memories, and where they wanted to go after Covid-19 lockdown. Participants also completed self-reports on affective state and interoceptive sensibility. By adapting methods for analyzing neuroimaging data, we examined shaded pixels to quantify where and how strong emotions are represented in space. The results revealed that happy memories were consistently associated with similar spatial locations. Yet, this mapping response varied as a function of participants' affective state and interoceptive sensibility. Certain regions were associated with happier memories in participants whose affective state was more positive and interoceptive sensibility was higher. The maps of happy memories, desired locations to visit after lockdown, and regions where participants recalled happier memories as a function of positive affect and interoceptive sensibility overlayed significantly with natural environments. These results suggest that people's emotional representations of their environment are shaped by the naturalness of places, and by their affective state and interoceptive sensibility.
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Affiliation(s)
- Alejandro Galvez-Pol
- grid.507093.8Balearic Islands Health Research Institute (IdISBa) and Research Institute of Health Sciences (IUNICS)
, Palma de Mallorca, Spain ,grid.9563.90000 0001 1940 4767Human Evolution and Cognition Research Group (EvoCog), Psychology Dept. University of the Balearic Islands, Palma de Mallorca, 07122 Spain ,grid.83440.3b0000000121901201Dept. of Clinical and Movement Neurosciences, Queen Square Institute of Neurology, University College London, London, WC1N 3BG UK
| | - Marcos Nadal
- grid.9563.90000 0001 1940 4767Human Evolution and Cognition Research Group (EvoCog), Psychology Dept. University of the Balearic Islands, Palma de Mallorca, 07122 Spain
| | - James M. Kilner
- grid.83440.3b0000000121901201Dept. of Clinical and Movement Neurosciences, Queen Square Institute of Neurology, University College London, London, WC1N 3BG UK
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20
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Wundrack R, Asselmann E, Specht J. Personality development in disruptive times: The impact of personal versus collective life events. SOCIAL AND PERSONALITY PSYCHOLOGY COMPASS 2021. [DOI: 10.1111/spc3.12635] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Affiliation(s)
- Richard Wundrack
- Department of Psychology Humboldt‐Universität zu Berlin Berlin Germany
| | - Eva Asselmann
- Department of Psychology Humboldt‐Universität zu Berlin Berlin Germany
| | - Jule Specht
- Department of Psychology Humboldt‐Universität zu Berlin Berlin Germany
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21
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The impact of childhood lead exposure on adult personality: Evidence from the United States, Europe, and a large-scale natural experiment. Proc Natl Acad Sci U S A 2021; 118:2020104118. [PMID: 34253605 DOI: 10.1073/pnas.2020104118] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Childhood lead exposure has devastating lifelong consequences, as even low-level exposure stunts intelligence and leads to delinquent behavior. However, these consequences may be more extensive than previously thought because childhood lead exposure may adversely affect normal-range personality traits. Personality influences nearly every aspect of human functioning, from well-being to career earnings to longevity, so effects of lead exposure on personality would have far-reaching societal consequences. In a preregistered investigation, we tested this hypothesis by linking historic atmospheric lead data from 269 US counties and 37 European nations to personality questionnaire data from over 1.5 million people who grew up in these areas. Adjusting for age and socioeconomic status, US adults who grew up in counties with higher atmospheric lead levels had less adaptive personality profiles: they were less agreeable and conscientious and, among younger participants, more neurotic. Next, we utilized a natural experiment, the removal of leaded gasoline because of the 1970 Clean Air Act, to test whether lead exposure caused these personality differences. Participants born after atmospheric lead levels began to decline in their county had more mature, psychologically healthy adult personalities (higher agreeableness and conscientiousness and lower neuroticism), but these findings were not discriminable from pure cohort effects. Finally, we replicated associations in Europeans. European participants who spent their childhood in areas with more atmospheric lead were less agreeable and more neurotic in adulthood. Our findings suggest that further reduction of lead exposure is a critical public health issue.
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22
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Götz FM, Gosling SD, Rentfrow PJ. Small Effects: The Indispensable Foundation for a Cumulative Psychological Science. PERSPECTIVES ON PSYCHOLOGICAL SCIENCE 2021; 17:205-215. [PMID: 34213378 DOI: 10.1177/1745691620984483] [Citation(s) in RCA: 144] [Impact Index Per Article: 36.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
We draw on genetics research to argue that complex psychological phenomena are most likely determined by a multitude of causes and that any individual cause is likely to have only a small effect. Building on this, we highlight the dangers of a publication culture that continues to demand large effects. First, it rewards inflated effects that are unlikely to be real and encourages practices likely to yield such effects. Second, it overlooks the small effects that are most likely to be real, hindering attempts to identify and understand the actual determinants of complex psychological phenomena. We then explain the theoretical and practical relevance of small effects, which can have substantial consequences, especially when considered at scale and over time. Finally, we suggest ways in which scholars can harness these insights to advance research and practices in psychology (i.e., leveraging the power of big data, machine learning, and crowdsourcing science; promoting rigorous preregistration, including prespecifying the smallest effect size of interest; contextualizing effects; changing cultural norms to reward accurate and meaningful effects rather than exaggerated and unreliable effects). Only once small effects are accepted as the norm, rather than the exception, can a reliable and reproducible cumulative psychological science be built.
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Affiliation(s)
- Friedrich M Götz
- Department of Psychology, University of Cambridge.,Department of Psychology, University of British Columbia
| | - Samuel D Gosling
- Department of Psychology, University of Texas at Austin.,Melbourne School of Psychological Sciences, University of Melbourne
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23
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Oishi S, Cha Y, Schimmack U. The Social Ecology of COVID-19 Cases and Deaths in New York City: The Role of Walkability, Wealth, and Race. SOCIAL PSYCHOLOGICAL AND PERSONALITY SCIENCE 2021. [DOI: 10.1177/1948550620979259] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
The present research examined the zip code level (177 zip codes) prevalence of and deaths associated with COVID-19 in New York City as of May 22, 2020. Walkable zip codes had consistently lower prevalence of ( r = −.49) and deaths ( r = −.15) associated with COVID-19. The mediation analysis showed that the degree of reduction in actual geographical mobility during the lockdown (measured by smartphone GIS data) accounted for geographical variations in the number of confirmed cases and deaths. Residents in wealthy zip codes and walkable zip codes were able to limit geographical mobility, whereas residents in poor zip codes and Black and Hispanic dominant zip codes were not. Finally, the spatial lag regression analysis showed that walkability was a robust predictor of zip code–level prevalence of and deaths associated with COVID-19. Overall, walkability seems to have provided protection against the spread of COVID-19.
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Affiliation(s)
- Shigehiro Oishi
- Department of Psychology, University of Virginia, Charlottesville, VA, USA
- Department of Psychology, Columbia University, New York, NY, USA
| | - Youngjae Cha
- Department of Psychology, University of Virginia, Charlottesville, VA, USA
- Department of Psychology, Columbia University, New York, NY, USA
| | - Ulrich Schimmack
- Department of Psychology, University of Toronto Mississauga, Ontario, Canada
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24
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Junkins EJ, Potter JE, Rentfrow PJ, Gosling SD, Potter J, Harden KP, Tucker-Drob EM, Derringer J, Briley DA. Geographic Variation in Personality is Associated With Fertility Across the United States. PERSONALITY SCIENCE 2021; 2:10.5964/ps.7275. [PMID: 39220375 PMCID: PMC11364352 DOI: 10.5964/ps.7275] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 09/04/2024]
Abstract
Levels of fertility and the shape of the age-specific fertility schedule vary substantially across U.S. regions with some states having peak fertility relatively early and others relatively late. Structural institutions or economic factors partly explain these heterogeneous patterns, but regional differences in personality might also contribute to regional differences in fertility. Here, we evaluated whether variation in extraversion, agreeableness, conscientiousness, neuroticism, and openness to experience measured at the U.S. state-level was associated with the level, timing, and context of fertility across states above and beyond sociodemographics, voting behavior, and religiosity. Generally, states with higher levels of agreeableness and conscientiousness had more traditional fertility patterns, and states with higher levels of neuroticism and openness had more nontraditional fertility patterns, even after controlling for established correlates of fertility (r ~ |.50|). Personality is an overlooked correlate that can be leveraged to understand the existence and persistence of fertility differentials.
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Affiliation(s)
- Eleanor J. Junkins
- Department of Psychology, University of Illinois at Urbana-Champaign, Champaign, IL, USA
| | - Joseph E. Potter
- Department of Sociology, University of Texas at Austin, Austin, TX, USA
- Population Research Center, University of Texas at Austin, Austin, TX, USA
| | - Peter J. Rentfrow
- Department of Psychology, University of Cambridge, Cambridge, United Kingdom
| | - Samuel D. Gosling
- Department of Psychology, University of Texas at Austin, Austin, TX, USA
- School of Psychological Sciences, University of Melbourne, Melbourne, Australia
| | | | - K. Paige Harden
- Population Research Center, University of Texas at Austin, Austin, TX, USA
- Department of Psychology, University of Texas at Austin, Austin, TX, USA
| | - Elliot M. Tucker-Drob
- Population Research Center, University of Texas at Austin, Austin, TX, USA
- Department of Psychology, University of Texas at Austin, Austin, TX, USA
| | - Jaime Derringer
- Department of Psychology, University of Illinois at Urbana-Champaign, Champaign, IL, USA
| | - Daniel A. Briley
- Department of Psychology, University of Illinois at Urbana-Champaign, Champaign, IL, USA
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