scholarly journals Personality Analysis Using Classification on Turkish Tweets

2021 ◽  
Vol 15 (4) ◽  
pp. 1-18
Author(s):  
Gokalp Mavis ◽  
Ismail Hakki Toroslu ◽  
Pinar Karagoz
Keyword(s):  
Social Media ◽  
Personality Traits ◽  
Supervised Learning ◽  
User Profile ◽  
Big Five Personality ◽  
Media Messages ◽  
Personality Prediction ◽  
Psychology Literature ◽  
Linguistic Behavior ◽  
The Relationship

According to the psychology literature, there is a strong correlation between the personality traits and the linguistic behavior of people. Due to increase in computer based communication, individuals express their personalities in written forms on social media. Hence, social media became a convenient resource to analyze the relationship between the personality traits and the lingusitic behaviour. Although there is a vast amount of studies on social media, only a small number of them focus on personality prediction. In this work, we aim to model the relationship between the social media messages of individuals and Big Five Personality Traits as a supervised learning problem. We use Twitter posts and user statistics for analysis. We investigated various approaches for user profile representation, explored several supervised learning techniques, and presented comparative analysis results. Our results confirm the findings of psychology literature, and we show that computational analysis of tweets using supervised learning methods can be used to determine the personality of individuals.

scholarly journals Selfie Behaviors and Personality Traits: More than Meets the Eye

2020 ◽  
Vol 13 (1) ◽  
pp. 223-231
Author(s):  
Alexandra M. Mihailescu
Keyword(s):  
Social Media ◽  
Personality Traits ◽  
Digital Media ◽  
Linear Regression Analysis ◽  
Univariate Analysis ◽  
Significant Negative Correlation ◽  
Self Esteem ◽  
Big Five Personality ◽  
Multivariate Linear Regression Analysis ◽  
The Relationship

Background: Selfies are a rising phenomenon associated with the widespread use of smartphones and social media. The objective of this study was to evaluate the relationship between different personality traits and selfie behaviors. Methods: Undergraduate psychology students were asked to complete a questionnaire about their frequency of selfie taking, selfie posting to social media, and selfie sharing through private messaging. They were also asked to complete the Rosenberg 10-item self-esteem scale and the International Personality Item Pool (IPIP)-50 item scale to evaluate the Big Five personality traits. Results: A total of 96 participants were included in this study (mean age ± standard deviation of 26.4 ± 9.0 years, 81.3% women). On univariate analysis there was a significant negative correlation between the frequency of selfie taking (Spearman r = -0.228, p = 0.025) or posting (Spearman r = -0.238, p = 0.025) and emotional stability. However, on multivariate linear regression analysis adjusting for age among other factors, only self-esteem was independently and negatively correlated with the frequency of selfie taking (beta = -0.206, p = 0.020) or posting (beta = -0.233, p = 0.020), with the effect most notable in young (<25 years) individuals for selfie taking. Extraversion was independently and positively correlated with the frequency of selfie sharing (beta = 0.264, p = 0.005), with the effect most notable in young (<25 years) women. Conclusion: Findings from this study further expand our knowledge of the relationship between different personality traits and rising digital media phenomena.

scholarly journals The relationship between social network usage and some personality traits

2017 ◽  
Vol 14 (3) ◽  
pp. 2219 ◽  
Author(s):  
Mehmet Bilgin ◽  
Asena Yılmaz
Keyword(s):  
Social Media ◽  
Personality Traits ◽  
Big Five ◽  
Personal Information ◽  
Big Five Personality ◽  
The Social ◽  
Significant Difference ◽  
Use Of Social Media ◽  
Personality Features ◽  
The Relationship

The aim of the research, is to examine the relationship between adolescents' five-factor personality features by use of Social Media. As for sample, there are 548 girl and 441 boy students and they are between the ages of 11-18.  Adolescents’ data participating in the study, are determined by Big Five Factor personality traits Scale. Prepared data on the use of social media called "Personal Information Form" has been obtained by researcher. In the analysis of data, understanding of social media use times whether it differs according to big five personality traits, According to the social media using time, there was no significant difference between the agreeableness and openness subscales. On the other hand, there is a significant differences between conscientiousness, extraversion and neuroticism.  In association with five personality traits of social media purpose, it was found that there are significant differences with different personality traits for each purpose.

Wired to seek, comment and share? Examining the relationship between personality, news consumption and misinformation engagement

2022 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Xizhu Xiao ◽  
Yan Su
Keyword(s):  
Social Media ◽  
Personality Traits ◽  
Peer Review ◽  
News Media ◽  
Future Research ◽  
Big Five Personality ◽  
Content Type ◽  
News Consumption ◽  
Informed Citizenry ◽  
The Relationship

PurposeNews consumption is critical in creating informed citizenry; however, in the current context of media convergence, news consumption becomes more complex as social media becomes a primary news source rather than news media. The current study seeks to answer three questions: why the shifted pattern of news seeking only happens to some but not all of the news consumers; whether the differentiated patterns of news seeking (news media vs social media) would result in different misinformation engagement behaviors; and whether misperceptions would moderate the relationship between news consumption and misinformation engagement.Design/methodology/approachA survey consisted of questions related to personality traits, news seeking, misperceptions and misinformation engagement was distributed to 551 individuals. Multiple standard regression and PROCESS Macro model 1 were used to examine the intricate relationships between personality, news use and misinformation engagement.FindingsResults indicate that extroversion was positively associated with social media news consumption while openness was inversely related to it. Social media news consumption in turn positively predicted greater misinformation sharing and commenting. No association was found between Big Five personality traits and news media news seeking. News media news seeking predicted higher intention to reply to misinformation. Both relationships were further moderated by misperceptions that individuals with greater misperceptions were more likely to engage with misinformation.Originality/valueThe current study integrates personality traits, news consumption and misperceptions in understanding misinformation engagement behaviors. Findings suggest that news consumption via news media in the digital era merits in-depth examinations as it may associate with more complex background factors and also incur misinformation engagement. Social media news consumption deserves continuous scholarly attention. Specifically, extra attention should be devoted to extrovert and pragmatic individuals in future research and interventions. People with these characteristics are more prone to consume news on social media and at greater risk of falling prey to misinformation and becoming a driving force for misinformation distribution.Peer reviewThe peer review history for this article is available at: https://publons.com/publon/10.1108/OIR-10-2021-0520

scholarly journals Investigating the Relationship between Social Media Use, Big Five Personality, and Well-being

2021 ◽  
Vol 4 (3) ◽  
Author(s):  
Ulla Bunz
Keyword(s):  
Social Media ◽  
Personality Traits ◽  
Big Five ◽  
Media Use ◽  
Well Being ◽  
Big Five Personality Traits ◽  
Big Five Personality ◽  
Personality Variable ◽  
Social Media Use ◽  
The Relationship

This study investigates the relationship between social media use, Big Five personality traits, and subjective well-being to determine how different personality traits relate to different measures of social media use and well- being, and which variable influences well-being the most. Participants completed established measures for the Big Five personality traits, social media engagement, social media intensity, satisfaction with life, positive and negative affect, and depression. Results showed that extraversion predicted social media engagement and intensity, and social media time. Conscientiousness predicted spending less time on social media. In addition, conscientiousness, extraversion, agreeableness, and neuroticism predicted positive well-being stronger than did social media use. When conducting five separate regression analyses with a social media use variable and a different personality variable each time, four times (conscientiousness, extraversion, agreeableness, and neuroticism) the personality variable predicted negative well-being more strongly than did the social media use variable. However, negative well-being was predicted more strongly by social media use than by the fifth personality variable, openness to change. Results are discussed and possible future investigations are suggested.

The Relationship Between Narcissism and Personality Traits of the Five-Factor-Model in Adolescents and Young Adults

2018 ◽  
Vol 46 (6) ◽  
pp. 516-522 ◽  
Author(s):  
Marc Allroggen ◽  
Peter Rehmann ◽  
Eva Schürch ◽  
Carolyn C. Morf ◽  
Michael Kölch
Keyword(s):  
Young Adults ◽  
Personality Traits ◽  
Five Factor Model ◽  
Self Report ◽  
Adolescents And Young Adults ◽  
Personality Factors ◽  
Big Five Personality ◽  
Grandiose Narcissism ◽  
Vulnerable Narcissism ◽  
The Relationship

Abstract.Narcissism is seen as a multidimensional construct that consists of two manifestations: grandiose and vulnerable narcissism. In order to define these two manifestations, their relationship to personality factors has increasingly become of interest. However, so far no studies have considered the relationship between different phenotypes of narcissism and personality factors in adolescents. Method: In a cross-sectional study, we examine a group of adolescents (n = 98; average age 16.77 years; 23.5 % female) with regard to the relationship between Big Five personality factors and pathological narcissism using self-report instruments. This group is compared to a group of young adults (n = 38; average age 19.69 years; 25.6 % female). Results: Grandiose narcissism is primarily related to low Agreeableness and Extraversion, vulnerable narcissism to Neuroticism. We do not find differences between adolescents and young adults concerning the relationship between grandiose and vulnerable narcissism and personality traits. Discussion: Vulnerable and grandiose narcissism can be well differentiated in adolescents, and the pattern does not show substantial differences compared to young adults.

scholarly journals Socially prescribed perfectioism and personality

2016 ◽  
Vol 6 (2) ◽  
pp. 107-118
Author(s):  
María Vicent ◽  
Cándido J. Inglés ◽  
Carolina Gonzálvez ◽  
Ricardo Sanmartín ◽  
José Manuel García-Fernández
Keyword(s):  
Personality Traits ◽  
Big Five ◽  
Statistical Significance ◽  
Effect Sizes ◽  
Big Five Personality ◽  
Primary School Students ◽  
School Students ◽  
Socially Prescribed Perfectionism ◽  
The Mean ◽  
The Relationship

The aim of this study was to examine the relationship between Socially Prescribed Perfectionism (SPP) and the Big Five personality traits in a sample of 804 Primary School students between 8 and 11 years old (M=9.57; SD=1.12). The SPP subscale of the Child and Adolescent Perfectionism Scale (CAPS) and the Big Five Questionnaire for Children (BFQ-N), which evaluate the traits of Neuroticism, Extraversion, Openness, Agreeableness, and Conscientiousness, were used. The mean difference analysis showed that students with high levels of SPP scored significantly higher on Conscientiousness, Agreeableness, Extraversion and Openness, with small effect sizes for all cases. In contrast, no significant differences were observed in Neuroticism. Logistic regression analysis revealed that all personality traits, except neuroticism, whose results didn’t reach the statistical significance, significantly and positively predicted higher scores on PSP, with OR levels ranging from 1.01 (for Conscientiousness and Agreeableness) to 1.03 (for Openness and Extraversion).

Personality and Ideology

2021 ◽  
Author(s):  
Danny Osborne ◽  
Nicole Satherley ◽  
Chris G. Sibley
Keyword(s):  
Personality Traits ◽  
Big Five ◽  
Personality Trait ◽  
Negative Relationship ◽  
Big Five Personality Traits ◽  
Openness To Experience ◽  
Big Five Personality ◽  
Vast Literature ◽  
Political Conservatism ◽  
The Relationship

Research since the 1990s reveals that openness to experience—a personality trait that captures interest in novelty, creativity, unconventionalism, and open-mindedness—correlates negatively with political conservatism. This chapter summarizes this vast literature by meta-analyzing 232 unique samples (N = 575,691) that examine the relationship between the Big Five personality traits and conservatism. The results reveal that the negative relationship between openness to experience and conservatism (r = −.145) is nearly twice as big as the next strongest correlation between personality and ideology (namely, conscientiousness and conservatism; r = .076). The associations between personality traits and conservatism were, however, substantively larger in Western, educated, industrialized, rich, and democratic (WEIRD) countries than in non-WEIRD countries. The chapter concludes by reviewing recent longitudinal work demonstrating that openness to experience and conservatism are non-causally related. Collectively, the chapter shows that openness to experience is by far the strongest (negative) correlate of conservatism but that there is little evidence that this association is causal.

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