Divided we stand: Three psychological regions of the united states and their political, economic, social, and health correlates

Journal of Personality and Social Psychology

Volumn 105, Issue 6, 2013, Pages 996-1012

  Rentfrow, Peter J ^a   Gosling, Samuel D ^b   Jokela, Markus ^c   Stillwell, David J ^a   Kosinski, Michal ^a   Potter, Jeff ^d  

^a UNIVERSITY OF CAMBRIDGE   (United Kingdom)

^b UNIVERSITY OF TEXAS AT AUSTIN   (United States)

^c UNIVERSITY OF HELSINKI   (Finland)

^d Atof Inc   (United States)

Author keywords

Big Five; Cluster analysis; Personality; Regional differences

Indexed keywords

ADOLESCENT; ADULT; ARTICLE; CLUSTER ANALYSIS; ECONOMICS; GEOGRAPHY; HEALTH STATUS; HUMAN; MALE; MIDDLE AGED; PERSONALITY; PERSONALITY TEST; POLITICS; PSYCHOMETRY; RELIGION; SOCIAL PSYCHOLOGY; SOCIOECONOMICS; STATISTICS; UNITED STATES; YOUNG ADULT;

ADOLESCENT; ADULT; CLUSTER ANALYSIS; ECONOMICS; GEOGRAPHY; HEALTH STATUS; HUMANS; MALE; MIDDLE AGED; PERSONALITY; PERSONALITY TESTS; POLITICS; PSYCHOMETRICS; RELIGION; SOCIAL VALUES; SOCIOECONOMIC FACTORS; UNITED STATES; YOUNG ADULT;

EID: 84890115885     PISSN: 00223514     EISSN: None     Source Type: Journal    
DOI: 10.1037/a0034434     Document Type: Article

References (85)

1. Allik, J., & McCrae, R. R. (2004). Toward a geography of personality traits: Patterns of profiles across 36 cultures. Journal of Cross-Cultural Psychology, 35, 13-28. doi:10.1177/0022022103260382
2. Asendorpf, J. B., & van Aken, M. A. G. (1999). Resilient, overcontrolled, and undercontrolled personality prototypes in childhood: Replicability, predictive power, and the trait-type issue. Journal of Personality and Social Psychology, 77, 815-832. doi:10.1037/0022-3514.77.4.815
3. Association of Religion Data Archives. (2013). Religious Congregations and Membership Study, 2000 (state file). Retrieved from http://www .thearda.com/Archive/Files/Downloads/RCMSST_DL.asp
4. Bishop, B. (2008). The big sort: Why the clustering of like-minded America is tearing us apart. New York, NY: Houghton Mifflin.
5. Bivand, R. S., Pebesma, E. J., & Gómez-Rubio, V. (2008). Applied spatial data analysis with R. New York, NY: Springer.
6. Bliese, P. D. (2000). Within-group agreement, non-independence, and reliability: Implications for data aggregation and analysis. In K. J. Klein & S. W. Kozlowski (Eds.), Multilevel theory, research, and methods in organizations (pp. 349-381). San Francisco, CA: Jossey-Bass.
7. Boneva, B. S., Frieze, I. H., Ferligoj, A., Jarošová, E., Pauknerová, D., & Orgocka, A. (1998). Achievement, power, and affiliation motives as clues to (e)migration desires: A four-countries comparison. European Psychologist, 3, 247-254. doi:10.1027/1016-9040.3.4.247
8. Borhani, N. E. (1965). Changes and geographic distribution of mortality from cerebrovascular disease. American Journal of Public Health, 55, 673-681. doi:10.2105/AJPH.55.5.673
9. Bourgeois, M. J., & Bowen, A. (2001). Self-organization of alcohol-related attitudes and beliefs in a campus housing complex: An initial investigation. Health Psychology, 20, 434-437. doi:10.1037/0278-6133.20.6.434
10. Breckenridge, J. N. (1989). Replicating cluster analysis: Method, consistency, and validity. Multivariate Behavioral Research, 24, 147-161. doi:10.1207/s15327906mbr2402_1
11. Caspi, A. (2000). The child is father of the man: Personality continuities from childhood to adulthood. Journal of Personality and Social Psychology, 78, 158-172. doi:10.1037/0022-3514.78.1.158
12. Centers for Disease Control and Prevention. (2003). National Survey of Children's Health. Atlanta, GA: Author.
13. Centers for Disease Control and Prevention. (2008). Behavioral Risk Factor Surveillance System Survey data. Atlanta, GA: Author.
14. Chapman, B. P., & Goldberg, L. R. (2011). Replicability and 40-year predictive power of childhood ARC types. Journal of Personality and Social Psychology, 101, 593-606. doi:10.1037/a0024289
15. Cheung, G. W., & Rensvold, R. B. (2002). Evaluating goodness-of-fit indexes for testing measurement invariance. Structural Equation Modeling, 9, 233-255. doi:10.1207/S15328007SEM0902_5
16. Costa, P. T., Jr., & McCrae, R. R. (1992). Revised NEO Personality Inventory (NEO-PI-R) and NEO Five-Factor Inventory (NEO-FFI) professional manual. Odessa, FL: Psychological Assessment Resources.
17. Crone, T. M., & Clayton-Matthews, A. (2005). Consistent economic indexes for the 50 states. The Review of Economics and Statistics, 87, 593-603. doi:10.1162/003465305775098242
18. de Vries, R., Gosling, S. D., & Potter, J. (2011). Income inequality and personality: Are less equal U.S. states less agreeable? Social Science and Medicine, 72, 1978-1985. doi:10.1016/j.socscimed.2011.03.046
19. Elazar, D. J. (1994). The American mosaic: The impact of space, time, and culture on American politics. Boulder, CO: Westview Press.
20. Federal Bureau of Investigation. (2008). Uniform crime reports. Washington, DC: U.S. Department of Justice.
21. Fleiss, J. L. (1981). Statistical methods for rates and proportions (2nd ed.). New York, NY: Wiley.
22. Florida, R. (2002). The rise of the creative class. New York, NY: Perseus Books.
23. Florida, R. (2008). Who's your city? How the creative economy is making where to live the most important decision of your life. New York, NY: Basic Books.
24. Fowler, J. H., & Christakis, N. A. (2008). Dynamic spread of happiness in a large social network: Longitudinal analysis over 20 years in the Framingham Heart Study. British Medical Journal, 337, a2338. doi: 10.1136/bmj.a2338
25. Gallup-Healthways. (2008). Well-Being Index. Retrieved from http://www .well-beingindex.com
26. Gelman, A., & Hill, J. (2007). Data analysis using regression and multilevel/ hierarchical models. Cambridge, England: Cambridge University Press.
27. Gelman, A., Shor, B., Bafumi, J., & Park, D. (2007). Rich state, poor state, red state, blue state: What's the matter with Connecticut?. Quarterly Journal of Political Science, 2, 345-367. doi:10.1561/100.00006026
28. Glymour, M. M., Avendaño, M., & Berkman, L. F. (2007). Is the 'Stroke Belt' worn from childhood? Risk of first stroke and state of residence in childhood and adulthood. Stroke, 38, 2415-2421. doi:10.1161/ STROKEAHA.107.482059
29. Goldberg, L. R. (1992). The development of markers for the Big-Five factor structure. Psychological Assessment, 4, 26-42. doi:10.1037/ 1040-3590.4.1.26
30. Goldberg, L. R., Johnson, J. A., Eber, H. W., Hogan, R., Ashton, M. C., Cloninger, C. R., & Gough, H. G. (2006). The International Personality Item Pool and the future of public-domain personality measures. Journal of Research in Personality, 40, 84-96. doi:10.1016/j.jrp.2005.08.007
31. Gosling, S. D., Rentfrow, P. J., & Swann, W. B., Jr. (2003). A very brief measure of the Big Five personality domains. Journal of Research in Personality, 37, 504-528. doi:10.1016/S0092-6566(03)00046-1
32. Gosling, S. D., Vazire, S., Srivastava, S., & John, O. P. (2004). Should we trust web-based studies? A comparative analysis of six preconceptions about Internet questionnaires. American Psychologist, 59, 93-104. doi: 10.1037/0003-066X.59.2.93
33. Hart, D., Atkins, R., & Fegley, S. (2003). Personality and development in childhood: A person-centered approach. Monographs of the Society for Research in Child Development, 68, i-122.
34. Heppen, J. (2003). Racial and social diversity and U.S. presidential election regions. Professional Geographer, 55, 191-205.
35. Hero, R. F. (1998). Faces of inequality: Social diversity in American politics. New York, NY: Oxford University Press.
36. Hofstede, G., & McCrae, R. R. (2004). Personality and culture revisited: Linking traits and dimensions of culture. Cross-Cultural Research, 38, 52-88. doi:10.1177/1069397103259443
37. Ihrke, D. K., & Faber, C. S. (2012). Geographical mobility: 2005 to 2010 (Current Population Reports, P20-567). Retrieved from http://www .census.gov/prod/2012pubs/p20-567.pdf
38. Jackman, S., & Vavreck, L. (2009). The Cooperative Campaign Analysis Project 2007-2008 (Release 1.5). Palo Alto, CA: YouGov/Polimetrix.
39. John, O. P., & Srivastava, S. (1999). The Big Five Trait taxonomy: History, measurement, and theoretical perspectives. In L. A. Pervin & O. P. John (Eds.), Handbook of personality: Theory and research (2nd ed., pp. 102-139). New York, NY: Guilford Press.
40. Joiner, T. E., Jr., & Katz, J. (1999). Contagion of depressive symptoms and mood: Meta-analytic review and explanations from cognitive, behavioral, and interpersonal viewpoints. Clinical Psychology: Science & Practice, 6, 149-164. doi:10.1093/clipsy.6.2.149
41. Jokela, M. (2009). Personality predicts migration within and between U.S. states. Journal of Research in Personality, 43, 79-83. doi:10.1016/j.jrp .2008.09.005
42. Jokela, M. (2013). Personality and the realization of migration desires. In P. J. Rentfrow (Ed.), Geographical psychology: Exploring the interaction of environment and behavior (pp. 71-87). Washington DC: American Psychological Association.
43. Jokela, M., Elovainio, M., Kivimäki, M., & Keltikangas-Järtvinen, L. (2008). Temperament and migration patterns in Finland. Psychological Science, 19, 831-837. doi:10.1111/j.1467-9280.2008.02164.x
44. Kitayama, S., Conway, L. G., Pietromonaco, P. R., Park, H., & Plaut, V. C. (2010). Ethos of independence across regions in the United States: The production-adoption model of cultural change. American Psychologist, 65, 559-574. doi:10.1037/a0020277
45. Kitayama, S., Ishii, K., Imada, T., Takemura, K., & Ramaswamy, J. (2006). Voluntary settlement and the spirit of independence: Evidence from Japan's "Northern Frontier". Journal of Personality and Social Psychology, 91, 369-384. doi:10.1037/0022-3514.91.3.369
46. Krug, S. E., & Kulhavy, R. W. (1973). Personality differences across regions of the United States. Journal of Social Psychology, 91, 73-79. doi:10.1080/00224545.1973.9922648
47. Landis, J. R., & Koch, G. G. (1977). The measurement of observer agreement for categorical data. Biometrics, 33, 159-174. doi:10.2307/2529310
48. Lanska, D. J. (1993). Geographic distribution of stroke mortality in the United States: 1939-1941 to 1979-1981. Neurology, 43, 1839-1851. doi:10.1212/WNL.43.9.1839
49. Leip, D. (2009). Dave Leip's atlas of U.S. presidential elections. Retrieved from http://www.uselectionatlas.org
50. McCann, S. J. H. (2008). Societal threat, authoritarianism, conservatism, and U.S. state death penalty sentencing (1977-2004). Journal of Personality and Social Psychology, 94, 913-923. doi:10.1037/0022-3514 .94.5.913
51. McCann, S. J. H. (2010). Subjective well-being, personality, demographic variables, and American state differences in smoking prevalence. Nicotine & Tobacco Research, 12, 895-904. doi:10.1093/ntr/ntq113
52. McCann, S. J. H. (2010). Suicide, Big Five personality factors, and depression at the American state level. Archives of Suicide Research, 14, 368-374. doi:10.1080/13811118.2010.524070
53. McCann, S. J. H. (2011). Emotional health and the Big Five personality factors at the American state level. Journal of Happiness Studies, 12, 547-560. doi:10.1007/s10902-010-9215-9
54. McCann, S. J. H. (2011). Personality and American state differences in obesity prevalence. Journal of Psychology: Interdisciplinary and Applied, 145, 419-433. doi:10.1080/00223980.2011.584081
55. McCrae, R. R. (1996). Social consequences of experiential openness. Psychological Bulletin, 120, 323-337. doi:10.1037/0033-2909.120.3.323
56. McCrae, R. R. (2001). Trait psychology and culture: Exploring intercultural comparisons. Journal of Personality, 69, 819-846. doi:10.1111/ 1467-6494.696166
57. McCrae, R. R., & Terracciano, A. (2008). The Five-Factor Model and its correlates in individuals and cultures. In F. J. R. van de Vijver, D. A. van Hemert, & Y. H. Poortinga (Eds.), Multilevel analysis of individuals and cultures (pp. 249-283). New York, NY: Taylor & Francis/Erlbaum.
58. McCrae, R. R., Terracciano, A., & 79 Members of the Personality Profiles of Cultures Project. (2005). Personality profiles of cultures: Aggregate personality traits. Journal of Personality and Social Psychology, 89, 407-425. doi:10.1037/0022-3514.89.3.407
59. Miniño, A. M., Murphy, S. L., Xu, J., & Kochanek, K. D. (2011). Deaths: Final data for 2008. National Vital Statistics Reports, 59. Retrieved from http://www.cdc.gov/nchs/data/nvsr/nvsr59/nvsr59_10.pdf
60. Obschonka, M., Schmitt-Rodermund, E., Silbereisen, R. K., Gosling, S. D., & Potter, J. (2013). The regional distribution and correlates of an entrepreneurship-prone personality profile in the United States, Germany, and the United Kingdom: A socioecological perspective. Journal of Personality and Social Psychology, 105, 104-122. doi:10.1037/ a0032275
61. Ord, J. K., & Getis, A. (1995). Local spatial autocorrelation statistics: Distributional issues and an application. Geographical Analysis, 27, 286-306. doi:10.1111/j.1538-4632.1995.tb00912.x
62. Pesta, B. J., Bertsch, S., McDaniel, M. A., Mahoney, C. B., & Poznanski, P. J. (2012). Differential epidemiology: IQ, neuroticism, and chronic disease by the 50 U.S. states. Intelligence, 40, 107-114. doi:10.1016/j .intell.2012.01.011
63. Pesta, B. J., McDaniel, M. A., & Bertsch, S. (2010). Toward an index of well-being for the fifty U.S. states. Intelligence, 38, 160-168. doi: 10.1016/j.intell.2009.09.006
64. Pettigrew, T. F., & Tropp, L. R. (2006). A meta-analytic test of intergroup contact theory. Journal of Personality and Social Psychology, 90, 751- 783. doi:10.1037/0022-3514.90.5.751
65. Plaut, V. C., Markus, H. R., & Lachman, M. E. (2002). Place matters: Consensual features and regional variation in American well-being and self. Journal of Personality and Social Psychology, 83, 160-184. doi: 10.1037/0022-3514.83.1.160
66. Putnam, R. D. (2000). Bowling alone: The collapse and revival of American community. New York, NY: Simon & Schuster. doi:10.1145/ 358916.361990
67. Rentfrow, P. J. (2010). Statewide differences in personality: Toward a psychological geography of the United States. American Psychologist, 65, 548-558. doi:10.1037/a0018194
68. Rentfrow, P. J., Gosling, S. D., & Potter, J. (2008). A theory of the emergence, persistence, and expression of regional variation in basic traits. Perspectives on Psychological Science, 3, 339-369. doi:10.1111/ j.1745-6924.2008.00084.x
69. Rentfrow, P. J., Jost, J. T., Gosling, S. D., & Potter, J. (2009). Statewide differences in personality predict voting patterns in 1996-2004 U.S. presidential elections. In J. T. Jost, A. C. Kay, & H. Thorisdottir (Eds.), Social and psychological bases of ideology and system justification (pp. 314-348). Oxford, United Kingdom: Oxford University Press. doi: 10.1093/acprof:oso/9780195320916.003.013
70. Rentfrow, P. J., Mellander, C., & Florida, R. (2009). Happy states of America: A state-level analysis of psychological, economic, and social well-being. Journal of Research in Personality, 43, 1073-1082. doi: 10.1016/j.jrp.2009.08.005
71. Richter, M. K. (1966). Invariance axioms and economic indexes. Econometrica, 34, 739-755. doi:10.2307/1910096
72. Roberts, B. W., Kuncel, N. R., Shiner, R., Caspi, A., & Goldberg, L. R. (2007). The power of personality: The comparative predictive validity of personality traits, SES, and cognitive ability for important life outcomes. Perspectives on Psychological Science, 2, 313-345. doi:10.1111/j.1745- 6916.2007.00047.x
73. Rogers, K. H., & Wood, D. (2010). Accuracy of United States regional personality stereotypes. Journal of Research in Personality, 44, 704- 713. doi:10.1016/j.jrp.2010.09.006
74. Schmitt, D. P., Allik, J. A., McCrae, R. R., & Benet-Martínez, V. (2007). The geographic distribution of Big Five personality traits: Patterns and profiles of human self-description across 56 nations. Journal of Cross- Cultural Psychology, 38, 173-212. doi:10.1177/0022022106297299
75. Srivastava, S., John, O. P., Gosling, S. D., & Potter, J. (2003). Development of personality in early and middle adulthood: Set like plaster or persistent change?. Journal of Personality and Social Psychology, 84, 1041-1053. doi:10.1037/0022-3514.84.5.1041
76. Steel, P., & Ones, D. S. (2002). Personality and happiness: A national-level analysis. Journal of Personality and Social Psychology, 83, 767-781. doi:10.1037/0022-3514.83.3.767
77. Substance Abuse and Mental Health Services Administration. (2007). Results from the 2006 National Survey on Drug Use and Health: National findings. Retrieved from http://www.samhsa.gov/data/nsduh/ 2k6nsduh/2k6results.pdf
78. Substance Abuse and Mental Health Services Administration. (2008). Results from the 2007 National Survey on Drug Use and Health: National findings. Retrieved from http://www.samhsa.gov/data/nsduh/ 2k7nsduh/2k7results.htm
79. United States Bureau of Labor Statistics. (2008). Geographic profile of employment and unemployment. Retrieved from http://www.bls.gov/gps/
80. United States Census Bureau. (2000). Population (Section 1). In Statistical abstracts of the United States (pp. 1-62). Washington, DC: U.S. Department of Commerce.
81. United States Census Bureau. (2005-2007). American Community Survey. Retrieved from http://www.census.gov/acs/www/Products/users_guide/ 2005_2007/index.htm
82. United States Census Bureau. (2010). Statistical abstract of the United States. Washington, DC: U.S. Government Printing Office.
83. Varnum, M. E. W., & Kitayama, S. (2011). What's in a name? Popular names are less common on frontiers. Psychological Science, 22, 176- 183. doi:10.1177/0956797610395396
84. Vavreck, L., & Rivers, D. (2008). The 2006 Cooperative Congressional Election Study. Journal of Elections: Public Opinion & Parties, 18, 355-366. doi:10.1080/17457280802305177
85. Voracek, M. (2009). Big Five personality factors and suicide rates in the United States: A state-level analysis. Perceptual and Motor Skills, 109, 208-212. doi:10.2466/pms.109.1.208-212