Openness to experience
Openness to experience is one of the domains which are used to describe human personality in the Five Factor Model. Openness involves six facets, or dimensions: active imagination (fantasy), aesthetic sensitivity, attentiveness to inner feelings, preference for variety (adventurousness), intellectual curiosity, and challenging authority (psychological liberalism). A great deal of psychometric research has demonstrated that these facets or qualities are significantly correlated. Thus, openness can be viewed as a global personality trait consisting of a set of specific traits, habits, and tendencies that cluster together.
Openness tends to be normally distributed with a small number of individuals scoring extremely high or low on the trait, and most people scoring moderately. People who score low on openness are considered to be closed to experience. They tend to be conventional and traditional in their outlook and behavior. They prefer familiar routines to new experiences, and generally have a narrower range of interests. Openness has moderate positive relationships with creativity, intelligence and knowledge. Openness is related to the psychological trait of absorption, and like absorption has a modest relationship to individual differences in hypnotic susceptibility.
Openness has more modest relationships with aspects of subjective well-being than other Five Factor Model personality traits. On the whole, openness appears to be largely unrelated to symptoms of mental disorders.
Openness to experience is usually assessed with self-report measures, although peer-reports and third-party observation are also used. Self-report measures are either lexical or based on statements. Which measure of either type is used is determined by an assessment of psychometric properties and the time and space constraints of the research being undertaken
- Lexical measures use individual adjectives that reflect openness to experience traits, such as creative, intellectual, artistic, philosophical, deep. Goldberg (1992) developed a 20-word measure as part of his 100-word Big Five markers. Saucier (1994) developed a briefer 8-word measure as part of his 40-word mini-markers. However, the psychometric properties of Saucier’s original mini-markers have been found suboptimal with samples outside of North America. As a result, a systematically revised measure was developed to have better psychometric properties, the International English Mini-Markers. The International English Mini-Markers has good psychometric validity for assessing openness and other five factor personality model dimensions, both within and, especially, without American populations. Internal consistency reliability of the Openness measure is .84 for both native and non-native English-speakers.
- Statement measures tend to comprise more words, and hence take up more research instrument space, than lexical measures. For example, the Openness (intellect) scale of Goldberg's International Personality Item Pool is 45 words compared Saucier or Thompson’s (2008) 8-word lexical scale for Openness. Examples of statement measure items are Love to think up new ways of doing things and Have difficulty understanding abstract ideas. Two examples of statement measures are the NEO PI-R, based on the Five Factor Model, and the HEXACO-PI-R based on the HEXACO model of personality. In these tests, openness to experience is one of the six measured personality dimensions; in both tests openness to experience has a number of facets. The NEO PI-R assesses six facets called openness to ideas, feelings, values, fantasy, aesthetics, and actions respectively. The HEXACO-PI-R assesses four facets called inquisitiveness, creativity, aesthetic appreciation, and unconventionality.
A number of studies have found that openness to experience has two major subcomponents, one related to intellectual dispositions, the other related to the experiential aspects of openness, such as aesthetic appreciation and openness to sensory experiences. These subcomponents have been referred to as intellect and experiencing openness respectively, and have a strong positive correlation (r = .55) with each other.
According to research by Sam Gosling, it is possible to assess openness by examining people's homes and work spaces. Individuals who are highly open to experience tend to have distinctive and unconventional decorations. They are also likely to have books on a wide variety of topics, a diverse music collection, and works of art on display.
Openness to experience has both motivational and structural components. People high in openness are motivated to seek new experiences and to engage in self-examination. Structurally, they have a fluid style of consciousness that allows them to make novel associations between remotely connected ideas. Closed people by contrast are more comfortable with familiar and traditional experiences.
Openness to experience correlates with creativity, as measured by tests of divergent thinking. Openness has been linked to both artistic and scientific creativity as professional artists, musicians, and scientists have been found to score higher in openness compared to members of the general population.
Intelligence and knowledge
Openness to experience correlates with intelligence, correlation coefficients ranging from about r = .30 to r = .45. Openness to experience is moderately associated with crystallized intelligence, but only weakly with fluid intelligence. A study examining the facets of openness found that the Ideas and Actions facets had modest positive correlations with fluid intelligence (r=.20 and r=.07 respectively). These mental abilities may come more easily when people are dispositionally curious and open to learning. Several studies have found positive associations between openness to experience and general knowledge. People high in openness may be more motivated to engage in intellectual pursuits that increase their knowledge. Openness to experience, especially the Ideas facet, is related to need for cognition, a motivational tendency to think about ideas, scrutinize information, and enjoy solving puzzles, and to typical intellectual engagement (a similar construct to need for cognition).
Absorption and hypnotisability
Openness to experience is strongly related to the psychological construct of absorption defined as "a disposition for having episodes of 'total' attention that fully engage one's representational (i.e. perceptual, enactive, imaginative, and ideational) resources.” The construct of absorption was developed in order to relate individual differences in hypnotisability to broader aspects of personality. The construct of absorption influenced Costa and McCrae's development of the concept of openness to experience in their original NEO model due to the independence of absorption from extraversion and neuroticism. A person's openness to becoming absorbed in experiences seems to require a more general openness to new and unusual experiences. Openness to experience, like absorption has modest positive correlations with individual differences in hypnotisability. Factor analysis has shown that the fantasy, aesthetics, and feelings facets of openness are closely related to absorption and predict hypnotisability, whereas the remaining three facets of ideas, actions, and values are largely unrelated to these constructs. This finding suggests that openness to experience may have two distinct yet related subdimensions: one related to aspects of attention and consciousness assessed by the facets of fantasy, aesthetics, and feelings; the other related to intellectual curiosity and social/political liberalism as assessed by the remaining three facets. However, all of these have a common theme of ‘openness’ in some sense. This two-dimensional view of openness to experience is particularly pertinent to hypnotisability. However, when considering external criteria other than hypnotisability, it is possible that a different dimensional structure may be apparent, e.g. intellectual curiosity may be unrelated to social/political liberalism in certain contexts.
Relationship to other personality traits
Although the factors in the Big Five model are assumed to be independent, openness to experience and extraversion as assessed in the NEO-PI-R have a substantial positive correlation. Openness to experience also has a moderate positive correlation with sensation-seeking, particularly, the experience seeking facet. In spite of this, it has been argued that openness to experience is still an independent personality dimension from these other traits because most of the variance in the trait cannot be explained by its overlap with these other constructs. A study comparing the Temperament and Character Inventory with the Five Factor model found that Openness to experience had a substantial positive correlation with self-transcendence (a "spiritual" trait) and to a lesser extent novelty seeking (conceptually similar to sensation seeking). It also had a moderate negative correlation with harm avoidance. The Myers–Briggs Type Indicator (MBTI) measures the preference of "intuition," which is related to openness to experience. Robert McCrae pointed out that the MBTI sensation versus intuition scale "contrasts a preference for the factual, simple and conventional with a preference for the possible, complex, and original," and is therefore similar to measures of openness.
Social and political attitudes
There are social and political implications to this personality trait. People who are highly open to experience tend to be liberal and tolerant of diversity. As a consequence, they are generally more open to different cultures and lifestyles. They are lower in ethnocentrism, right-wing authoritarianism, social dominance orientation, and prejudice. Openness has a stronger (negative) relationship with right-wing authoritarianism than the other five-factor model traits (conscientiousness has a modest positive association, and the other traits have negligible associations). Openness has a somewhat smaller (negative) association with social dominance orientation than (low) agreeableness (the other traits have negligible associations). Openness has a stronger (negative) relationship with prejudice than the other five-factor model traits (agreeableness has a more modest negative association, and the other traits have negligible associations). However, right-wing authoritarianism and social dominance orientation are each more strongly (positively) associated with prejudice than openness or any of the other five-factor model traits. Recent research has argued that the relationship between openness and prejudice may be more complex, as the prejudice examined was prejudice against conventional minority groups (for example sexual and ethnic minorities) and that people who are high in openness can still be intolerant of those with conflicting worldviews.
Regarding conservatism, studies have found that cultural conservatism was related to low openness and all its facets, but economic conservatism was unrelated to total openness, and only weakly negatively related to the Aesthetics and values facets. The strongest personality predictor of economic conservatism was low agreeableness (r= -.23). Economic conservatism is based more on ideology whereas cultural conservatism seems to be more psychological than ideological and may reflect a preference for simple, stable and familiar mores. Some research indicates that within-person changes in levels of openness do not predict changes in conservatism.
Subjective well-being and mental health
Openness to experience has been found to have modest yet significant associations with happiness, positive affect, and quality of life and to be unrelated to life satisfaction, negative affect, and overall affect in people in general. These relationships with aspects of subjective well-being tend to be weaker compared to those of other five-factor model traits, that is, extraversion, neuroticism, conscientiousness, and agreeableness. Openness to experience was found to be associated with life satisfaction in older adults after controlling for confounding factors. Openness appears to be generally unrelated to the presence of mental disorders. A meta-analysis of the relationships between five-factor model traits and symptoms of psychological disorders found that none of the diagnostic groups examined differed from healthy controls on openness to experience.
In addition, openness to experience may contribute to graceful aging, facilitating healthy memory and verbal abilities as well as a number of other significant cognitive features in older adults.
At least three aspects of openness are relevant to understanding personality disorders: cognitive distortions, lack of insight and impulsivity. Problems related to high openness that can cause issues with social or professional functioning are excessive fantasizing, peculiar thinking, diffuse identity, unstable goals and nonconformity with the demands of the society.
High openness is characteristic to schizotypal personality disorder (odd and fragmented thinking), narcissistic personality disorder (excessive self-valuation) and paranoid personality disorder (sensitivity to external hostility). Lack of insight (shows low openness) is characteristic to all personality disorders and could explain the persistence of maladaptive behavioral patterns.
The problems associated with low openness are difficulties adapting to change, low tolerance for different worldview or lifestyles, emotional flattening, alexithymia and a narrow range of interests. Rigidity is the most obvious aspect of (low) openness among personality disorders and that shows lack of knowledge of one's emotional experiences. It is most characteristic of obsessive-compulsive personality disorder. Its opposite, known as impulsivity (here: an aspect of openness that shows a tendency to behave unusually or autistically), is characteristic of schizotypal and borderline personality disorders.
Religiosity and spirituality
Openness to experience has mixed relationships with different types of religiosity and spirituality. General religiosity has a weak association with low openness. Religious fundamentalism has a somewhat more substantial relationship with low openness. Mystical experiences occasioned by the use of psilocybin were found to increase openness significantly (see 'Drug Use,' below).
A study examining gender differences in big five personality traits in 55 nations found that across nations there were negligible average differences between men and women in openness to experience. By contrast, across nations women were found to be significantly higher than men in average neuroticism, extraversion, agreeableness, and conscientiousness. In 8 cultures, men were significantly higher than women in openness, but in 4 cultures women were significantly higher than men. Previous research has found that women tend to be higher on the feelings facet of openness, whereas men tend to be higher on the ideas facet, although the 55 nation study did not assess individual facets.
A study on individual differences in the frequency of dream recall found that openness to experience was the only big five personality trait related to dream recall. Dream recall frequency has also been related to similar personality traits, such as absorption and dissociation. The relationship between dream recall and these traits has been considered as evidence of the continuity theory of consciousness. Specifically, people who have vivid and unusual experiences during the day, such as those who are high in these traits, tend to have more memorable dream content and hence better dream recall.
Openness is related to many aspects of sexuality. Men and women high in openness are more well-informed about sex, have wider sexual experience, stronger sex drives, and more liberal sexual attitudes. In married couples, wives' but not husbands' level of openness is related to sexual satisfaction. This might be because open wives are more willing to explore a variety of new sexual experiences, leading to greater satisfaction for both spouses. Compared to heterosexuals, people who are homosexual, asexual, or bisexual—particularly bisexuals—average higher in openness.
Genes and physiology
Openness to experience, like the other traits in the five factor model, is believed to have a genetic component. Identical twins (who have the same DNA) show similar scores on openness to experience, even when they have been adopted into different families and raised in very different environments. One genetic study with 86 subjects found Openness to experience related to the 5-HTTLPR polymorphism associated with the serotonin transporter gene. A meta-analysis by Bouchard and McGue of four twin studies found openness to be the most heritable (mean = 57%) of the Big Five traits.
Higher levels of openness have been linked to activity in the ascending dopaminergic system and the dorsolateral prefrontal cortex. Openness is the only personality trait that correlates with neuropsychological tests of dorsolateral prefrontal cortical function, supporting theoretical links among openness, cognitive functioning, and IQ.
An Italian study found that people who lived on Tyrrhenian islands tended to be less open to experience than those living on the nearby mainland, and that people whose ancestors had inhabited the islands for twenty generations tended to be less open to experience than more recent arrivals. Additionally, people who emigrated from the islands to the mainland tended to be more open to experience than people who stayed on the islands, and than those who immigrated to the islands.
People living in the eastern and western parts of the United States tend to score higher on openness to experience than those living in the Midwestern United States and the Southern United States. The highest average scores on openness are found in the states of New York, Oregon, Massachusetts, Washington, and California. Lowest average scores come from North Dakota, Wyoming, Alaska, Alabama, and Wisconsin.
Psychologists in the early 1970s used the concept of openness to experience to describe people who are more likely to use marijuana. Openness was defined in these studies as high creativity, adventuresomeness, internal sensation novelty seeking, and low authoritarianism. Several correlational studies confirmed that young people who score high on this cluster of traits are more likely to use marijuana. More recent research has replicated this finding using contemporary measures of openness.
Cross-cultural studies have found that cultures high in Openness to experience have higher rates of use of the drug ecstasy, although a study at the individual level in the Netherlands found no differences in openness levels between users and non-users. Ecstasy users tended to be higher in extraversion and lower in conscientiousness than non-users.
A 2011 study found Openness (and not other traits) increased with the use of psilocybin, an effect that held even after 14 months. The study found that individual differences in levels of mystical experience while taking psilocybin were correlated with increases in Openness. Participants who met criteria for a 'complete mystical experience'[note 1] experienced a significant mean increase in Openness, whereas those participants who did not meet the criteria experienced no mean change in Openness. Five of the six facets of Openness (all except Actions) showed this pattern of increase associated with having a mystical experience. Increases in Openness (including facets as well as total score) among those whose had a complete mystical experience were maintained more than a year after taking the drug. Participants who had a complete mystical experience changed more than 4 T-score points between baseline and follow up. By comparison, Openness has been found to normally decrease with ageing by 1 T-score point per decade.
- Six aspects of mystical experience were assessed: unity, transcendence of time and space, ineffability and paradoxicality, sacredness, noetic quality, and positive mood. Participants were deemed to have a 'complete' mystical experience if they scored 60% or higher on all six aspects.
- Goldberg L. R. (1993). "The structure of phenotypic personality traits". American Psychologist. 48 (1): 26–34. doi:10.1037/0003-066X.48.1.26. PMID 8427480.
- McCrae R. R., John O. P.; John (1992). "An introduction to the Five-Factor Model and its applications". Journal of Personality. 60 (2): 175–215. doi:10.1111/j.1467-6494.1992.tb00970.x. PMID 1635039.
- Costa, P. T. & McCrae, R. R. (1992). NEO personality Inventory professional manual. Odessa, FL: Psychological Assessment Resources.[page needed]
- Aitken Harris, Julie (March 2004). "Measured intelligence, achievement, openness to experience, and creativity". Personality and Individual Differences. 36 (4): 913–929. doi:10.1016/s0191-8869(03)00161-2. ISSN 0191-8869.
- Steel, Piers; Schmidt, Joseph & Shultz, Jonas (2008). "Refining the relationship between personality and Subjective well-being". Psychological Bulletin. 134 (1): 138–161. doi:10.1037/0033-2909.134.1.138. hdl:1880/47915. PMID 18193998.CS1 maint: multiple names: authors list (link)
- Malouff, John M.; Thorsteinsson, Einar B. & Schutte, Nicola S. (2005). "The relationship between the five-factor model of personality and symptoms of clinical disorders: a meta-analysis". Journal of Psychopathology and Behavioral Assessment. 27 (2): 101–114. doi:10.1007/s10862-005-5384-y. S2CID 145806896.CS1 maint: multiple names: authors list (link)
- Thompson, E.R. (October 2008). "Development and Validation of an International English Big-Five Mini-Markers". Personality and Individual Differences. 45 (6): 542–548. doi:10.1016/j.paid.2008.06.013.
- Goldberg, L.R.; Johnson, JA; Eber, HW; et al. (2006). "The international personality item pool and the future of public-domain personality measures". Journal of Research in Personality. 40 (1): 84–96. doi:10.1016/j.jrp.2005.08.007.
- Goldberg, L.R. (1992). "The development of markers for the Big-Five factor structure". Psychological Assessment. 4 (1): 26–42. doi:10.1037/1040-3518.104.22.168.
- Saucier, G (1994). "Mini-Markers – a brief version of Goldberg's unipolar big-five markers". Journal of Personality Assessment. 63 (3): 506–516. doi:10.1207/s15327752jpa6303_8. PMID 7844738.
- "Archived copy". Archived from the original on 2021-01-27. Retrieved 2017-09-07.CS1 maint: archived copy as title (link)[full citation needed]
- Connelly, B.S.; Ones, D. S.; Chernyshenko, O. S. (2014). "Introducing the Special Section on Openness to Experience: Review of Openness Taxonomies, Measurement, and Nomological Net". Journal of Personality Assessment. 96 (1): 1–16. doi:10.1080/00223891.2013.830620. PMID 24073877. S2CID 41617495.
- Gosling, S. (2008). Snoop: What your stuff says about you. New York: Basic Books.[page needed]
- McRae, Tobert R. (2004). "Openness to Experience". Encyclopedia of Applied Psychology. 2. Elsevier.
- McCrae, R. R. (1987). "Creativity, divergent thinking, and openness to experience". Journal of Personality and Social Psychology. 52 (6): 1258–1265. doi:10.1037/0022-3522.214.171.1248. Archived from the original on 2020-08-18. Retrieved 2020-09-05.
- Feist, G. J. (1998). A meta-analysis of the impact of personality on scientific and artistic creativity. Personality and Social Psychological Review, 2, 290–309.
- "Musical expertise and personality – differences related to occupational choice and instrument categories". Personality and Individual Differences. 173: 110573. 2021-04-01. doi:10.1016/j.paid.2020.110573. ISSN 0191-8869.
- Moutafi, Joanna; Furnham, Adrian; Crump, John (2006). "What facets of openness and conscientiousness predict fluid intelligence score?". Learning and Individual Differences. 16: 31–42. doi:10.1016/j.lindif.2005.06.003.
- Geary, D. C. (2005). The origin of mind: Evolution of brain, cognition, and general intelligence. Washington, DC: American Psychological Association. ISBN 978-1-59147-181-3.
- Furnham, Adrian; Chamorro-Premuzic, Tomas (2006). "Personality, intelligence, and general knowledge". Learning and Individual Differences. 16: 79–90. doi:10.1016/j.lindif.2005.07.002.
- Chamorro-Premuzic, Tomas; Furnham, Adrian & Ackerman, Phillip L. (2006). "Ability and personality correlates of general knowledge". Personality and Individual Differences. 41 (3): 419–429. doi:10.1016/j.paid.2005.11.036.CS1 maint: multiple names: authors list (link)
- Furnham, Adrian; Christopher, Andrew N.; Garwood, Jeanette & Martin, G. Neil (2007). "Approaches to learning and the acquisition of general knowledge". Personality and Individual Differences. 43 (6): 1563–1571. doi:10.1016/j.paid.2007.04.013.CS1 maint: multiple names: authors list (link)
- Furnham, Adrian; Chamorro-Premuzic, Tomas (2008). "Cognitive ability, learning approaches and personality correlates of general knowledge". Educational Psychology. 28 (4): 427–437. doi:10.1080/01443410701727376. S2CID 144132702.
- Fleischhauer, Monica; Enge, Sören; Brocke, Burkhard; Ullrich, Johannes; Strobel, Alexander; Strobel, Anja (2010). "Same or Different? Clarifying the Relationship of Need for Cognition to Personality and Intelligence". Personality and Social Psychology Bulletin. 36 (1): 82–96. doi:10.1177/0146167209351886. PMID 19901274. S2CID 28728034.
- Rocklin, Thomas (1994). "Relation Between Typical Intellectual Engagement and Openness : Comment on Goff and Ackerman ( 1992 )". Journal of Educational Psychology. 86 (1): 145–149. doi:10.1037/0022-06126.96.36.199.
- Mussell, Patrick (2010). "Epistemic curiosity and related constructs: Lacking evidence of discriminant validity". Personality and Individual Differences. 49 (5): 506–510. doi:10.1016/j.paid.2010.05.014.
- Phares, E.J.; Chaplin, W.F. (1997). "Personality and Intellect". Introduction to personality (4th ed.). New York: Longman. p. 522. ISBN 978-0-673-99456-1.
- Tellegen, Auke; Atkinson, Gilbert (June 1974). "Openness to absorbing and self-altering experiences ('absorption'), a trait related to hypnotic susceptibility". Journal of Abnormal Psychology. 83 (3): 268–77. doi:10.1037/h0036681. PMID 4844914.
- Glisky, Martha L.; Tataryn, Douglas J.; Tobias, Betsy A.; Kihlstrom, John F.; McConkey, Kevin M. (February 1991). "Absorption, openness to experience, and hypnotizability". Journal of Personality and Social Psychology. 60 (2): 263–72. doi:10.1037/0022-35188.8.131.523. PMID 2016669.
- Aluja, Anton; García, Óscar; García, Luis F. (2002). "A comparative study of Zuckerman's three structural models for personality through the NEO-PI-R, ZKPQ-III-R, EPQ-RS and Goldberg's 50-bipolar adjectives". Personality and Individual Differences. 33 (5): 713–725. doi:10.1016/S0191-8869(01)00186-6.
- García, Luis F.; Aluja, Anton; García, Óscar; Cuevas, Lara (2005). "Is Openness to Experience an Independent Personality Dimension?". Journal of Individual Differences. 26 (3): 132–138. doi:10.1027/1614-0001.26.3.132. S2CID 56268785. Archived from the original on 2021-01-27. Retrieved 2019-12-13.
- De Fruyt, F.; Van De Wiele, L. & Van Heeringen, C. (2000). "Cloninger's Psychobiological Model of Temperament and Character and the Five-Factor Model of Personality". Personality and Individual Differences. 29 (3): 441–452. doi:10.1016/S0191-8869(99)00204-4.CS1 maint: multiple names: authors list (link)
- Costa, Paul T.; McCrae, Robert R. (1992). "Four ways five factors are basic". Personality and Individual Differences. 13 (6): 653–665. doi:10.1016/0191-8869(92)90236-I.
- McCrae, Robert R. (1994). "Openness to Experience: Expanding the boundaries of Factor V". European Journal of Personality. 8 (4): 251–272. doi:10.1002/per.2410080404. S2CID 144576220. Archived from the original on 2021-01-27. Retrieved 2019-09-11.
- McCrae R. R. (1996). "Social consequences of experiential openness". Psychological Bulletin. 120 (3): 323–337. doi:10.1037/0033-2909.120.3.323. PMID 8900080. Archived from the original on 2019-12-16. Retrieved 2019-12-13.
- Jost John T (2006). "The end of the end of ideology". American Psychologist. 61 (7): 651–670. doi:10.1037/0003-066X.61.7.651. PMID 17032067.
- Butler, J. C. (2000). "Personality and emotional correlates of right-wing authoritarianism". Social Behavior and Personality. 28: 1–14. doi:10.2224/sbp.2000.28.1.1.
- Sibley, Chris G.; Duckitt, John (2000). "Personality and prejudice: a meta-analysis and theoretical review". Personality and Social Psychology Review. 12 (3): 248–279. doi:10.1177/1088868308319226. PMID 18641385. S2CID 5156899.
- Brandt, Mark J., John R. Chambers, Jarret T. Crawford, Geoffrey Wetherell, and Christine Reyna. "Bounded openness: The effect of openness to experience on intolerance is moderated by target group conventionality." Journal of Personality and Social Psychology 109, no. 3 (2015): 549.
- Verkuyten, Maykel, Levi Adelman, and Kumar Yogeeswaran. "The Psychology of Intolerance: Unpacking Diverse Understandings of Intolerance." Current Directions in Psychological Science (2020): 0963721420924763.
- Robert McCrae; Angelina R. Sutin (2009). "Chapter 17. Openness to Experience". In Mark R. Leary, & Rick H. Hoyle (ed.). Handbook of Individual Differences in Social Behavior. New York/London: The Guildford Press. pp. 257–273. ISBN 978-1-59385-647-2.
- Osborne, Danny, and Chris G. Sibley. "Does Openness to Experience predict changes in conservatism? A nine-wave longitudinal investigation into the personality roots to ideology." Journal of Research in Personality (2020): 103979.
- Stephan, Yannick (2009). "Openness to experience and active older adults' life satisfaction: A trait and facet-level analysis". Personality and Individual Differences. 47 (6): 637–641. doi:10.1016/j.paid.2009.05.025.
- Whitbourne, Susan K. (1986). "Openness to experience, identity flexibility, and life change in adults". Journal of Personality and Social Psychology. 50 (1): 163–168. doi:10.1037/0022-35184.108.40.206. ISSN 1939-1315.
- Terry, Douglas P.; Puente, Antonio N.; Brown, Courtney L.; Faraco, Carlos C.; Miller, L. Stephen (June 2013). "Openness to experience is related to better memory ability in older adults with questionable dementia". Journal of Clinical and Experimental Neuropsychology. 35 (5): 509–517. doi:10.1080/13803395.2013.795932. ISSN 1380-3395.
- Sharp, Emily Schoenhofen; Reynolds, Chandra A.; Pedersen, Nancy L.; Gatz, Margaret (March 2010). "Cognitive engagement and cognitive aging: Is openness protective?". Psychology and Aging. 25 (1): 60–73. doi:10.1037/a0018748. ISSN 1939-1498.
- Hogan, Michael J.; Staff, Roger T.; Bunting, Brendan P.; Deary, Ian J.; Whalley, Lawrence J. (2012). "Openness to experience and activity engagement facilitate the maintenance of verbal ability in older adults". Psychology and Aging. 27 (4): 849–854. doi:10.1037/a0029066. ISSN 1939-1498.
- Gregory, Tess; Nettelbeck, Ted; Wilson, Carlene (June 2010). "Openness to experience, intelligence, and successful ageing". Personality and Individual Differences. 48 (8): 895–899. doi:10.1016/j.paid.2010.02.017. ISSN 0191-8869.
- Piedmont, Ralph L.; Sherman, Martin F.; Sherman, Nancy C. (December 2012). "Maladaptively high and low openness: the case for experiential permeability". Journal of Personality. 80 (6): 1641–68. doi:10.1111/j.1467-6494.2012.00777.x. PMID 22320184.
- Piedmont, Ralph L.; Sherman, Martin F.; Sherman, Nancy C.; Dy-Liacco, Gabriel S.; Williams, Joseph E. G. (2009). "Using the Five-Factor Model to Identify a New Personality Disorder Domain: The Case for Experiential Permeability". Journal of Personality and Social Psychology. 96 (6): 1245–1258. doi:10.1037/a0015368. PMID 19469599.
- Saroglou, Vassilis (2002). "Religion and the five-factors of personality: A meta-analytic review". Personality and Individual Differences. 32: 15–25. doi:10.1016/S0191-8869(00)00233-6.
- David P. Schmitt; Realo, A; Voracek, M., & Allik, J. (2008). "Why can't a man be more like a woman? Sex differences in big five personality traits across 55 cultures". Journal of Personality and Social Psychology. 94 (1): 168–182. doi:10.1037/0022-35220.127.116.11. PMID 18179326.CS1 maint: multiple names: authors list (link)
- Watson, David (2003). "To dream, perchance to remember: Individual differences in dream recall". Personality and Individual Differences. 34 (7): 1271–1286. doi:10.1016/S0191-8869(02)00114-9.
- Bogaert, Anthony F (February 23, 2017). "Personality and Sexual Orientation: Extension to Asexuality and the HEXACO Model". The Journal of Sex Research. 55 (8): 951–961. doi:10.1080/00224499.2017.1287844. PMID 28276935. S2CID 40027879.
- Jang, K. L., Livesly, W. J., & Vemon, P.A.; Livesley; Vernon (September 1996). "Heritability of the big five personality dimensions and their facets: A twin study". Journal of Personality. 64 (3): 577–592. doi:10.1111/j.1467-6494.1996.tb00522.x. PMID 8776880.CS1 maint: multiple names: authors list (link)
- Scott F. Stoltenberg, Geoffrey R. Twitchell, Gregory L. Hanna, Edwin H. Cook, Hiram E. Fitzgerald, Robert A. Zucker, Karley Y. Little; Twitchell; Hanna; Cook; Fitzgerald; Zucker; Little (March 2002). "Serotonin transporter promoter polymorphism, peripheral indexes of serotonin function, and personality measures in families with alcoholism". American Journal of Medical Genetics. 114 (2): 230–234. doi:10.1002/ajmg.10187. PMID 11857587. Archived from the original on 2020-10-25. Retrieved 2019-12-13.CS1 maint: multiple names: authors list (link)
- Bouchard, Thomas J.; McGue, Matt (2003). "Genetic and environmental influences on human psychological differences". Journal of Neurobiology. 54 (1): 4–45. doi:10.1002/neu.10160. ISSN 1097-4695. PMID 12486697.
- Colin G. DeYoung, Jordan B. Peterson and Daniel M. Higgins (2005). "Sources of openness/intellect: cognitive and neuropsychological correlates of the fifth factor of personality". Journal of Personality. 73 (4): 825–858. doi:10.1111/j.1467-6494.2005.00330.x. PMID 15958136.
- Camperio Ciani A. S., Capiluppi C., Veronese A., Sartori G.; Capiluppi; Veronese; Sartori (2006). "The adaptive value of personality differences revealed by small island population dynamics". European Journal of Personality. 21: 3–22. doi:10.1002/per.595.CS1 maint: multiple names: authors list (link)
- Stephanie Simon (2008-09-23). "The United States of Mind. Researchers Identify Regional Personality Traits Across America". WSJ.com. Archived from the original on 2017-08-09. Retrieved 2017-08-08. Original research article: Peter J. Rentfrow, Samuel D. Gosling and Jeff Potter (2008). "A Theory of the Emergence, Persistence, and Expression of Geographic Variation in Psychological Characteristics". Perspectives on Psychological Science. 3 (5): 339–369. doi:10.1111/j.1745-6924.2008.00084.x. PMID 26158954. S2CID 17059908.
- Victor H. R., Grossman J. C., Eisenman R.; Grossman; Eisenman (1973). "Openness to experience and marijuana use in high school students". Journal of Consulting and Clinical Psychology. 41 (1): 78–85. doi:10.1037/h0035646. PMID 4726715.CS1 maint: multiple names: authors list (link)
- Eisenman R., Grossman J. C., Goldstein R.; Grossman; Goldstein (1980). "Undergraduate marijuana use as related to internal sensation novelty seeking and openness to experience". Journal of Clinical Psychology. 36 (4): 1013–1019. doi:10.1002/1097-4679(198010)36:4<1013::AID-JCLP2270360434>3.0.CO;2-0. PMID 7440728.CS1 maint: multiple names: authors list (link)
- Flory K., Lynam D., Milich R.; Lynam; Milich; Leukefeld; Clayton (2002). "The relations among personality, symptoms of alcohol and marijuana abuse, and symptoms of comorbid psychopathology: Results from a community sample". Experimental and Clinical Psychopharmacology. 10 (4): 425–434. doi:10.1037/1064-1218.104.22.1685. PMID 12498340.CS1 maint: multiple names: authors list (link)
- MacLean, K. A., Johnson, M. W., & Griffiths, R. R.; Johnson; Griffiths (November 2011). "Mystical experiences occasioned by the hallucinogen psilocybin lead to increases in the personality domain of openness". Journal of Psychopharmacology. 25 (11): 1453–1461. doi:10.1177/0269881111420188. PMC 3537171. PMID 21956378.CS1 maint: multiple names: authors list (link)