• Title/Summary/Keyword: 잠재프로파일 분석

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A latent Profile Analysis of Students' Learning Motivation Profiles on Entrepreneurial Educational Motivation and Entrepreneurial Intentions and Type of Entrepreneurship (대학생 창업교육동기에 대한 사람중심접근법 : 잠재프로파일 유형에 따른 창업의도 및 창업유형)

  • Oh, Hyun Sung;Byun, Ji-Yeon;Kim, Jun Soo
    • The Journal of the Korea Contents Association
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    • v.20 no.9
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    • pp.365-379
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    • 2020
  • The purpose of this study identifies the patterns of students' learning motivation profiles on entrepreneurial educational motivation among a sample of university students from one of the Korean national university(n=614). This study also examines the relationship between students' learning motivation profiles and entrepreneurial intention and types of entrepreneurship. In order to explore the types of leaning motivation profiles, a latent profile analysis was employed. Result from LPA revealed five distinct types of learning motivation profiles fit the data best, and these five profiles are compared with students' entrepreneurial intentions and types of entrepreneurship. Results showed that Profiles (profile 5 and 4-high goal orientation) are associated with the higher level of entrepreneurial intention. Regarding the type of entrepreneurship, the majority of all students are interested in individual and co-entrepreneurship with friend regardless of the patterns of profiles.

Classifying Latent Profiles in Job Satisfaction of Youth Entrepreneurs (청년창업가의 일자리만족도에 대한 잠재프로파일분석)

  • Kim, Youngseo;Hong, Sehee
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.16 no.1
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    • pp.37-53
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    • 2021
  • The purpose of this study is to analyze the types of latent profiles depending on the job satisfaction of youth entrepreneurs in South Korea and examine the influence of related variables. Latent profile analysis (LPA) was conducted using data from the 12th year of the Youth Panel Study. Results of the study revealed that there were five latent profiles based on job satisfaction among young entrepreneurs: lowest job satisfaction, mid-low job satisfaction, middle job satisfaction, mid-high job satisfaction, and highest job satisfaction. By applying multinomial logistic analysis, the influencing factors for each latent profiles have been derived. Gender, marital status, subjective health, self-esteem, entrepreneurial motivation, difficulty in start-up, person-job fit, intrinsic or extrinsic job values, business scale, income, work hour, education or training, and labor insurance were significant predictors of youth entrepreneurs' job satisfaction. Based on these results, the article discusses practical implications that can enhance the job satisfaction of young entrepreneurs.

Latent Profile Analysis of Korean Adult Gamblers' Psychological Characteristics and Their Differences in Levels of Problematic Gambling (잠재프로파일 분석을 이용한 성인 도박자의 심리적 특성과 문제도박 수준의 차이)

  • Jaehwan, Kim;Seongeun, Oh;Sungho, Jang
    • Korean Journal of Culture and Social Issue
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    • v.28 no.4
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    • pp.577-595
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    • 2022
  • The purposes of the study is to classify the psychological characteristics of gamblers using by latent profile analysis and to identify the consequences according toof the latent profiles. The subjects of the study are 473 adults gamblers who responded to a online survey about gambling patterns, basic psychological needs(BPNs), and mental health status(MHS) such as stress, depression, and anxiety. Using latent profile analysis known as the person-centered analysis, the results showed that psychological characteristics of gamblers were classified into three groups: 'Lower MHS-BPNs', 'Middle MHS-BPNs', and 'Upper MHS-BPNs'. Also, the as outcome variable, levels of problematic gambling(KCPGI) showed significant differences across the latent profiles such as Problem gambling(M=11.393) on 'Lower MHS-BPNs', Moderate-risk gambling(M=4.277) on 'Middle MHS-BPNs' and Low-risk gambling (M=1.718) on 'Upper MHS-BPNs'. Overcoming the limitations of variable-centered analysis in the existing studies, this study providesreveals new insights onin the psychological characteristics of gamblers and how different latent profiles of gamblers may be in theirdistinct levels of problematic gambling. Finally, limitations of the study and future directions for research on gambling problems are discussed.

The Relationship Between School Organizational Climate and Teacher Burnout: Focusing on the Latent Profile of School Organizational Climate Perceived by Special Education Teachers (학교조직풍토와 교사 소진의 관계: 특수교사가 지각한 학교조직풍토의 잠재프로파일을 중심으로)

  • Choi, Hyunju;Chang, Eunbi
    • Korean Journal of School Psychology
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    • v.18 no.3
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    • pp.291-316
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    • 2021
  • This study was conducted to identify how special education teachers perceive their school's organizational climate through latent profile analysis performed using Mplus, and determine whether there was a difference in the average teacher burnout rate between perception groups using three-step approaches. The participants were 312 special education teachers. The perception groups were identified as 'closed', 'laissez-faire', 'average', 'controlled', and 'autonomous.' The groups had different teacher burnout rates. The closed group had the highest rate, while the autonomous group had the lowest. This paper discusses the implications of these results for special education teacher burnout and school organizational climate, and suggests ideas for future studies.

Differences in Latent Profile Analyses of Middle School Students' Loner Tendencies and Academic Burnout According to Gender, Ego-resilience, and School Adaptation (중학생의 외톨이 성향과 학업소진의 잠재 프로파일 분류: 성별, 자아탄력성, 학교적응 차이 분석)

  • Nam, Suk Kyung;Choi, Hyunju
    • Korean Journal of School Psychology
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    • v.18 no.1
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    • pp.99-119
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    • 2021
  • This study was conducted to identify profiles of loners and those likely to suffer academic burnout among middle school students and to determine whether these profiles differed by gender, ego-resilience, ego-weakness, and school adaptation. The participants in this study were 270 middle school students in Kyung-nam. The results showed that there were four main profiles of students related to their likelihood of being loners and suffering academic burnout: the adaptive group, which had a low tendency towards both loneliness and academic burnout; the burnout group, which had a high tendency towards academic burnout but a low tendency towards loneliness; the lonely group, which had a high tendency towards loneliness but a low tendency towards academic burnout; and the loner-burnout group, which had high tendencies towards both loneliness and academic burnout. Cross-tabulation and one-way ANOVA analyses of the four groups showed that the loneliness-burnout group had a statistically lower level of ego-resilience, higher level of ego-weakness, and lower level of school adaptation than the other groups. This paper discusses the implications for counseling middle school students and presents suggestions for future research.

Latent Profile Analysis Method Application in the Job Satisfaction Types and Predictive Factors of Social Welfare Institution Workers (잠재프로파일 분석방법 적용을 통한 사회복지시설 종사자의 직무만족도 유형과 예측요인)

  • Hyoung-Ha Lee
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2023.01a
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    • pp.177-179
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    • 2023
  • 본 연구에서는 사회복지시설 종사사의 직무만족도 유형을 살펴보고 유형별 예측변인과의 영향관계를 검증하였다. 이러한 연구목적을 검증하기 위해 보건복지부의 '사회복지시설 실태조사'(2014년) 데이터에서 직무만족도 변인에 모두 응답한 11,660명을 최종 분석하였다. 잠재프로파일 분석결과, 사회복지사의 직무만족도 유형은 4집단으로 나타나 '최상 직무만족도집단', '중상 직무만족도집단', '중간 직무만족도집단', '최하 직무만족도집단'으로 명명하였다. 다항로지스틱 분석결과, CLASS4(최상 직무만족도집단)를 준거집단으로 하여 CLASS1(최하 직무만족도집단)과 비교해 노동강도대비 보수수준 평가, 타직종대비 보수수준 평가, 시설안전도, 인권보장도를 높게 인식할수록 CLASS4(최상 직무만족도집단)에 속할 확률이 높아지는 것으로 나타났다. 다만, 이직의사는 낮을수록 CLASS4(최상 직무만족도집단)에 속할 확률이 높아지는 것으로 나타났다. CLASS4를 준거집단으로 하여 CLASS2집단, CLASS3집단도 비교분석 하였다.

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Analysis of Student's Satisfaction Types of the Campus-Life and Affecting Factors using Latent Profile Analysis (잠재프로파일 분석을 이용한 대학생활 만족유형 분류 및 영향요인 분석)

  • Ryu, HoJun;Kil, HyeJi;Rah, Min-Joo
    • The Journal of the Korea Contents Association
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    • v.22 no.8
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    • pp.482-491
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    • 2022
  • The purpose of this study was to classify latent profiles based on satisfaction of student by the campus-life&educational-experiences and to identify factors affecting satisfaction according to each type. For this study, data from the survey of the A univ(1,952 data) were used. To analyze this, a latent profiles analysis was applied to identify subgroups, in which the students by the campus-life&educational-experiences satisfaction, and a multinomial logistic regression model was applied to verify factors affecting group classification. As a result of the analysis, first four groups were classified in the order of 'average·class·highest·relationship satisfaction type'. Second the factors affecting the classification into the remaining three types with 'the average satisfaction type' as a reference group were found to be significant influencing factors(gender, grade, admission process, GPA grade). Based on these results, this study suggested implications for planning and promoting student-tailored education and student support policies at the university level.

Latent Profile Analysis on Vocational Competency of Students in Vocational High Schools and Vocational Program of General High School (직업계 고교생의 직업기초능력 잠재프로파일분석)

  • Lim, Jung-yeon;Lee, Young-min
    • Journal of vocational education research
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    • v.37 no.4
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    • pp.23-44
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    • 2018
  • The purpose of the study was to examine the vocational competency of students enrolled in vocational high schools including specialized vocational high school and meister vocational high school, and vocation program of general high school. We analyzed their vocational competency, based upon the vocational competency data of KCCI (Korea Chamber of Commerce & Industry). The results were as follow. First, latent profiles of subjects were categorized into four folds: general cognition-low adaption, cognition adaption general, pursuit of job adaption, low cognition-job mal-adaption. Each percentage of four groups was 39%, 30%, 11%, and 20%. Second, mainly, specialized vocational high school pattern is matched with vocational high schools' pattern. However, the cognitive competency of students in meister vocational high school was higher than that of student in vocation program of general high school. Third, latent profile group was clarified in terms of non-cognition aspect. Fourth, The higher the job adaption is, the higher the career decision level. We suggested some policy implications for improve the vocational competency.

A Latent Profile Analysis of Middle School Students' Core Competencies: Focused on the Effects of ParentChild Relationships (중학생의 핵심역량 잠재프로파일 분류 및 부모자녀와의 관계 탐색)

  • Choi, Kyeongeun;Yu, Nan Sook
    • Journal of Korean Home Economics Education Association
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    • v.34 no.2
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    • pp.77-93
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    • 2022
  • The purpose of this study was to identify the latent profiles according to the core competencies of middle school students and to examine whether the parent-child relationship predicts the latent profiles based on the core competencies for students defined by the Korean Ministry of Education. To achieve the purpose of the study, a total of 6,065 second-year middle school students were analyzed from the fourth year of the Korean Educational Longitudinal Study (KELS 2013), which was conducted by the Korean Educational Development Institute in 2016. The results of latent profile analysis and multinomial logistic regression are as follows. First, three latent profiles (higher competency group (19.54%), middle competency group (49.03%), and lower competency group (31.43%)) were derived according to the core competencies. For all groups, the highest competency was communication ability, and the lowest was creative ability. Second, the variables of the parent-child relationship (i.e., parental academic support, emotional support, and attachment level) were significant in predicting differences among the core competency latent profiles. In particular, the emotional support of parents was found to have the greatest influence on the core competencies of middle school students. This study identified the influence of the parent-child relationship on the development of core competencies. Further, it showed that a good family relationship is important for the holistic development of adolescents.

Person-centered Approach to Organizational Commitment: Analyses of Korean Employees' Commitment Profiles (조직몰입에 대한 사람중심 접근: 국내 직장인들의 조직몰입 프로파일 분석)

  • Oh, Hyun-Sung;Jung, Yongsuhk;Kim, Woo-Seok
    • Journal of the Korean Data Analysis Society
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    • v.20 no.6
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    • pp.3049-3067
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    • 2018
  • Although there is a growing body of research on organizational commitment profiles based on a person-centered approach, it is not widely applied to the commitment research conducted by Korean organizational scholars yet. Therefore, in this paper, we introduced the concept and analytical methods, such as cluster analysis and latent profile analysis (LPA), of the person-centered approach. In addition, we also performed both cluster analysis and LPA to identify types of organizational commitment profiles of Korean employees based on the combination of affective, continuance and normative commitment on the sample from a range of different fields in South Korea (n = 349). Both analyses extracted two comparable sets of 6 commitment profiles. These six profiles were then contrasted with employee turnover intention. Finally, implications for commitment theory, practices and future research issues were discussed.