• Title/Summary/Keyword: Big five-factor Personality

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A Deep Learning Model for Predicting User Personality Using Social Media Profile Images

  • Kanchana, T.S.;Zoraida, B.S.E.
    • International Journal of Computer Science & Network Security
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    • v.22 no.11
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    • pp.265-271
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    • 2022
  • Social media is a form of communication based on the internet to share information through content and images. Their choice of profile images and type of image they post can be closely connected to their personality. The user posted images are designated as personality traits. The objective of this study is to predict five factor model personality dimensions from profile images by using deep learning and neural networks. Developed a deep learning framework-based neural network for personality prediction. The personality types of the Big Five Factor model can be quantified from user profile images. To measure the effectiveness, proposed two models using convolution Neural Networks to classify each personality of the user. Done performance analysis among two different models for efficiently predict personality traits from profile image. It was found that VGG-69 CNN models are best performing models for producing the classification accuracy of 91% to predict user personality traits.

A Study on the Research of Big Five Personality Factors Affecting Creativity - The Case of K Institute -

  • Lee, Kil-Whoan;Song, Ha-Sik;Park, Jin-Hee
    • International Journal of Contents
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    • v.6 no.3
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    • pp.38-46
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    • 2010
  • In this study, five personality types of employees have any impact on their creativity, a systematic and comprehensive study of literary research and demonstration studies were parallel. Results of the research employee of the extroversion, agreeableness of their creativity (+) showed the impact. In addition, sincerity, openness to experience, personality and creativity of employee creativity (+) for influencing said. Neuroticism to creativity, but nature does not affect any found. This study, five personality types that affect employee creativity of individuals by examining the relationship between personality type and creativity by presenting a model for the study, employees' personality types can have on creativity and offers a realistic alternative to the theory presented you can find the meaning in that. These theoretical and empirical validation of the results of employee productivity oriented organizations, including human resource management in a systematic and reasonable for the type of personality tests are being conducted on the administrative feasibility is expected to be able to provide. Finally, based on the results of these studies, management and administrative implications and future research directions presented.

Validation of Korean short version of the Big Five Questionnaire for children (한국어판 아동용 간편 5요인 성격질문지(K-BFQC-SF) 타당화 연구)

  • Kim, Bok-Hwan;Kim, Ji-Hyeon
    • The Korean Journal of Elementary Counseling
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    • v.11 no.3
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    • pp.371-390
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    • 2012
  • This study examined the reliability and validity of the Korean short version of the Big-Five Questionnaire for children, a instrument designed to measure Big-Five personality domains of elementary school students. The short Big-Five Questionnaire for children was composed of 15 items based on exploratory factor analyses on th data from 5th and 6th grade elementary school students(N=278). Confirmatory factor analyses revealed evidence of structural validity of the Korean short version BFQ-C. The correlations of K-BFQC-SF with the criteria of depression, academic achievement, career maturity were assessed to verify criterion-related validity. The correlation coefficients were correspondent to the results of previous studies. This study is meaningful in that it is sufficient to assess five factor personality domains in school settings.

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The Effects of a Mother's Big Five Personality Factors and Playfulness on Maternal Parenting Behavior (어머니의 5요인 성격특성과 놀이성이 양육행동에 미치는 영향)

  • Han, Ji Hyeon;Lee, Jin Suk
    • Korean Journal of Child Studies
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    • v.36 no.5
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    • pp.173-188
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    • 2015
  • The main purpose of this study was to investigate the effects of a mother's big five personality factors and playfulness on maternal parenting behavior. The participants consisted of 270 mothers with young children, aged 3-6 years old. The subjects completed questionnaires on IPIP(International Personality Item Pool), PAS(Playfulness Scale for Adults) and Parenting Behavior. The results were as follows. First, regarding the relationships of the mother'personality and parenting behavior, higher levels of neuroticism(N) in the mothers resulted in lower levels of warmth acceptance(W A) in parenting behavior. Higher levels of extroversion(E), openness(O), agreeableness(A), and conscientiousness(C) resulted in higher levels of W A. In terms of the relationships of the mother's playfulness and parenting behavior, higher levels of playfulness resulted in higher levels of W A. and lower levels of permissiveness nonintervention(P N) and rejection restriction(R R). Second, N, E, C, and a maternal sense of humor had an effect in W A. C was found to have an effect in P N and N was observed to have an effect in R R.

The Relationship between Personality Traits and Job Preference in Foodservice Industry (외식 산업 종사자의 성격 특성과 직업 선호도와의 관계)

  • Kim, Doo-Ra;Kang, Jae-Ho
    • Culinary science and hospitality research
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    • v.13 no.4
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    • pp.67-79
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    • 2007
  • This study verified the relationship between the personality traits and the job preference in the foodservice industry. Questionnaire was held with targeting to the persons who engage in the foodservice industry, especially restaurants located in Seoul and Gyeonggi Province. Factor analysis, regression analysis, t-analysis and dispersion analysis were carried out as the methodology of this study to analyze the relation with the Big Five Theory of Personality, which includes agreeableness, conscientiousness, extraversion, openness to experience, and neuroticism and job preference. As a result, conscientiousness, openness to experience and neuroticism were founded as the meaningful factors of effect on the job preference. In order to promote the job preference in the foodservice industry, engagement of employees who have suitable personality traits should be considered as an important issue in result of this study.

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A Study on the Effects of Big Five Personality Factors on Career Behavior (성격 5요인이 진로행동에 미치는 영향)

  • Lee, Gil-Hwan;Lee, Deog-Ro;Park, Sang-Seok
    • Management & Information Systems Review
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    • v.31 no.4
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    • pp.397-432
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    • 2012
  • The purpose of this study is Big Five personality factors of personality type on career behavior, that is, entry to the unsafe first job in Korean university students. To accomplish this research objective, this study collected data from 500 students in three universities and two colleges located in the Chungcheong region. Among 350 questionnaires, 342 copies were used for a final analysis. In order to analyze the survey data, statistical package program SPSS/WIN 18.0 was utilized and statistical techniques such as basic statistical analysis, factor analysis, Cronbach's alpha, correlation analysis, and multiple regression analysis were used. The results obtained in this study can be summarized as follows. The extraversion personality and agreeableness personality of college students has a significant effect on the entry to the unsafe first job in the positive direction. On the other hand, the neurotic personality and openness to experience has a significant effect on the entry to the unsafe first job in the negative direction. However, the integrity personality of college students was not statistically significant. Finally, based on the empirical results we suggested several theoretical and practical implications.

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Developmental Changes of Adolescent's Big Five Personality Factors (Big 5 성격요인에 따른 청소년 성격특성의 발달적 변화)

  • Jang, Eun-Ji;Choi, Eun-Sil
    • The Journal of the Korea Contents Association
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    • v.17 no.10
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    • pp.307-321
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    • 2017
  • This study examined the developmental changes of adolescent personality regarding personality traits of Big 5 model in 2,260 middle and high school students. We found that there was a difference in the developmental change of personality 5 factor according to sex and grade. In addition, we investigated the timing and characteristics of adolescent problem behavior by analyzing the sub - factors of neurosis. Analysis was used for One-Way ANOVA. if there is significant differences we proceeded post hoc tests. The results of this study are as follows; first, The five personality traits of the adolescents showed differences according to gender. The girls were higher than boys in the Openness, Conscientiousness and Extraversion. In contrast, the boys were higher than girls in the Neuroticism. Second, There was a difference in the characteristics of five personality traits of adolescents according to grade. Third, Gender-specific developmental grade tendency characteristics of adolescent personality trait shows a different pattern in gender. Especially, in the analysis by gender and grade boys showed that personality traits prominent in the middle school Grade 2. likewise, girls showed that personality traits prominent in the high school Grade 3. Then, associated with Neuroticism the Externalizing behavior problems was found to be expressed in the middle school Grade 1 and 2. likewise, the Internalizing behavior problems was found to be expressed in high school Grade 3. Therefore, this study was able to determine the current developmental change in personality traits adolescence of our country. Also it found that mental health problems can be a different expression depending on gender and grade.

The Effect of Cognitive and Non-cognitive Skill on Wage Performance in Early Labor Market (인지 및 비인지적 요인이 임금에 미치는 영향)

  • Kim, Dusun;Seo, Hyonju
    • Journal of Labour Economics
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    • v.39 no.3
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    • pp.33-73
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    • 2016
  • We examine the relationship between individual's personality trait and wage performance using administrative data collected by Korea Employment Information Service. We use Aptitude Test Battery and Five Factor Personality Inventory for individual's cognitive and noncognitive skill respectively. The results show that there are robust relationships between wages and conscientiousness, extraversion. The relationships between personality traits vary across gender. Additionally, this results imply that the return to schooling is higher for those with higher cognitive ability in early labor market.

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The Mediation effect of Self-Efficacy on the Relationship between Personality Factors and Stress Coping Strategies in college students -Focus on Neuroticism and Conscientiousness- (대학생의 성격요인과 스트레스 대처방식과의 관계에 대한 자기효능감의 매개효과 -신경증과 성실성을 중심으로-)

  • Baek, Yu-Mi
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.18 no.6
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    • pp.219-227
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    • 2017
  • The purpose of this study is to verify the mediating effects of self-efficacy in correlation between conscientiousness and neuroticism among the Big Five personality traits and stress coping strategies. The following two study questions were formulated. Study Question 1: What is the correlation between the Big Five personality traits, stress coping strategies, and self-efficacy Study Question 2: Among the Big Five personality traits, conscientiousness and neuroticism are selected as clinically very meaningful variables that represent mental health in undergraduates. If so, does self-efficacy play a mediating role in the correlation between conscientiousness and neuroticism and stress coping strategies To verify the two study questions, the Big Five personality traits, stress coping strategies scale, and self-efficacy scale were measured for a sample of 462 freshmen attending D University located in Chungcheong. First, according to the results of correlation analysis, neuroticism and self-efficacy showed a negative correlation, and conscientiousness showed a positive correlation. Regarding the Big Five personality traits and stress coping strategies, conscientiousness showed a negative correlation with avoidance-orientation among stress coping strategies. Neuroticism showed a negative correlation with social support and problem solving-orientation among stress coping strategies. Second, according to the results of analyzing the mediating effects of self-efficacy through hierarchical regression analysis, self-efficacy exerted partial mediating effects only in correlation between neuroticism and avoidance-orientation. This study is significant in its anticipation of undergraduates' stress coping, personality factors can be usefully employed as psychological constructs, and particularly, when an undergraduate reveals the neuroticism factor, which is one of the predictors for mental health, and the tendencies of avoidance among stress coping strategies, educational interventions for self-efficacy are needed to reduce their mental stress.

Relationship of Information Technology User Personality, Security and Control (보안 및 통제와 정보기술 사용자의 성격의 관계)

  • Lee, Jang-Hyung;Kim, Jong-Won
    • The Journal of Information Systems
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    • v.19 no.3
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    • pp.1-12
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    • 2010
  • Personality is comprehensive nature of the mood and attitude of people, most clearly revealed in the interaction with other people. This study is a analysis on personality type to information system security and control from financial institute employee. Based on 'The Big Five' personality model, this study develops hypothetical causal relationships of potential organization member's personality and their information system security and control. Research hypotheses are empirically tested with data collected from 901 employees. Results show that employees of high level security mind are the owner of conscientious and emotional stable personality and the employees of high level control mind are the owner of agreeable and emotional stable personality. Therefore the owner of agreeable and stable personality is higher security and control than others.