• Title/Summary/Keyword: Latent Profile Analysis(LPA)

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Regional Profiling by Considering Educational Facilities - Centered on Gwangjin-gu, Seoul - (교육 시설 생활인프라 특성을 고려한 지역 프로파일링 연구 - 서울시 광진구 중심으로 -)

  • Kang, Woo-Seok;Lee, Hee-Chung
    • Journal of the Korean Institute of Educational Facilities
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    • v.26 no.5
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    • pp.3-10
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    • 2019
  • This study has a purpose to profile local sectors into meaningful groups by using facilities rates of Social Overhead Capital(SOC) for daily life. Comparing SOC for daily life among the meaningful groups, the profiling and comparison results bring the comprehensive understanding about the educational facilities in local sectors. For the research purpose, this study utilized Latent Profile Analysis(LPA) by using variables such as population, road information, SOC for daily life, usage of land, possession of land, and appraised value of land from the 2018 Geographic Information System(GIS) dataset of Gwangjin-gu, where is one of the administrative district of Seoul City. Results showed that there are four latent groups of sectors among 904 local sectors(100 squared-meters sector per each) in Gwangjin-gu. By comparing the four latent groups by using LPA, the results diagnose each sector's status and help to improve the policy about educational facilities. Specifically, by using dataset for SOC of daily life, there are four groups of local sectors and each group has different features. Based on the different features of local sector groups, there can be improved management of educational facilities matching with each group's features.

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.

Identifying Latent Classes in Adolescent's Self-Determination Motivation and Testing Determinants of Classes (자기결정성 이론에 따른 학습동기 변화의 잠재프로파일 분류 및 영향요인 검증)

  • Choi, Hyunju;Cho, Minhee
    • Korean Journal of School Psychology
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    • v.11 no.1
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    • pp.253-274
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    • 2014
  • The present study classified groups based on latent profile of self-determination motivation(amotivation, external motivation, intrinsic motivation), and examined the determinants for each group. The data was collected through panel data of Korea Education Longitudinal Study(KELS), total 5,459 participants who answered questionnaires of self-determination motivation of two times both second grade of middle school and second grade of high school. To identify the change motivational type, standardized residual was conducted using SPSS 17.0., and the latent classes for the change of motivational type was investigated using M-Plus in the frame work of Latent Profile Analysis(LPA). The results indicated that five groups(increase of self-determination, self-determination maintenance, self-determination developmental delay, elf-determination confusion, decrease of self-determination group) were classified based on latent profile. In addition, parental control, academic self-concept, teacher-student relationship, test anxiety, avoidance orientation, gender, father's education, and income were significantly related to each group. Lastly, the implications for directions of the adolescent counseling, limitations and future research are discussed.

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.

Latent Profile Analysis of Anxiety and Anger Symptoms among Korean Adults during the COVID-19 Pandemic (잠재프로파일분석(LPA)을 통한 코로나 대유행 시기 성인의 불안 및 분노 증상 유형 분석)

  • Sung Hyun Kim;Dong Hun Lee
    • Korean Journal of Culture and Social Issue
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    • v.30 no.3
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    • pp.349-378
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    • 2024
  • This study aimed to identify latent profiles of anxiety and anger symptoms experienced by Korean adults during the COVID-19 pandemic and factors that influence group classification. To this end, a latent profile analysis(LPA) was conducted on 1,434 Korean adults from February to March 2021 after the pandemic was announced. First, as a result of confirming the suitability of the latent model, a 5-class-model was found to have the best model fit with 'low anxiety/high anger group(Group 1)', 'low anxiety/low anger group(Group 2)', 'middle anxiety/middle anger group(Group 3)', 'middle anxiety/high anger group(Group 4)', 'high anxiety/high anger group(Group 5)'. Second, gender, economic status, emotion-focused coping, and dysfunctional coping were significant predictors of group classification. Third, there were differences between latent groups in PTSD symptom and suicidal ideation. Finally, discussions and implications of the study were discussed.

A latent profile analysis of perceptions about Mathematics teachers in school lessons (학교수업에서 수학교사에 대한 인식의 잠재프로파일 분석)

  • Ko, Dong Hyun;Jung, Hee Sun
    • The Mathematical Education
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    • v.57 no.2
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    • pp.75-92
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    • 2018
  • Based on Perceptions about Mathematics Teachers (PMT) perceived by high school students, measured by 2189 students from Seoul Educational Longitudinal Study 2014 (SELS 2014), latent profile analysis (LPA) identified five distinct types of student groups (positive, partial positive, middle, negative, extreme negative). These student of positive, middle, and negative groups are positive, moderate and negative perceptions about math teachers. Partial positive group generally had a positive perception about mathematics teachers, extremely negative group was very negative about mathematics teachers. Both of these groups had peculiarly inconsistent trends and several anomalies. The Multinomial logistic regression analyses also indicated that individual factors (gender, major, self-concept, resilience, self-assessment, career maturity), school factors (friendship, relationship with school teachers) and parental factors (academic-relationship, emotional-relationship) were significant predictors of PMT profile groups. The Analysis of variance also indicated that mathematics class (attitude, satisfaction and atmosphere), Mathematics achievement were significant predictors of PMT profile groups. The profiling of perceptions about mathematics teachers resulted in enhanced understanding of the complex range of processes students employed. During mathematics class, implementation of smooth interactions and communications between students and teachers added in the teaching and learning of mathematics.

The Roles of Study Habits and Emotional-behavioral Problems in Predicting School Adjustment Classification Among 3rdGraders (초등학교 3학년 아동의 학교적응 유형을 예측하는 학습습관과 정서행동문제의 역할)

  • Sung, Miyoung;Chang, Young Eun;Seo, Byungtae
    • Korean Journal of Childcare and Education
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    • v.12 no.6
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    • pp.79-102
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    • 2016
  • The purpose of this study was to identify school adjustment groups by applying a Latent Profile Analysis(LPA) and to investigate the effects of children's emotional problems and study habits on determining the membership of these groups. LPA and multiple logistic regression were conducted using the data of 2,200 third-graders from the Korean Children and Youth Panel Study. The results are listed as follows. First, four school adjustment groups were identified: adjustment, approach to adjustment, maladjustment risk, and maladjustment group. Second, accomplishment value and mastery goal orientation were relatively strong predictors of membership of the school adjustment groups. Time management was also a significant variable that predicted the membership of maladjustment or the maladjustment-risk group. Third, attention problems and depression were the most consistent predictors of membership of maladjustment or the maladjustment-risk group. Physical symptoms and social withdrawal were also significant. Based on the results, implications for intervention to promote early school adjustment were discussed.

A Study on the Temperament and Character of the Gifted in Invention On the Basis of Latent Profile Analysis (잠재프로파일분석(LPA)에 기반을 둔 발명영재학생의 기질 및 성격 분석)

  • Choi, Yongjoon;Yang, Joungmo;Jin, Sukun
    • Journal of Creative Information Culture
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    • v.5 no.2
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    • pp.117-134
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    • 2019
  • The study is to compare the temperaments and characters of the gifted in invention with those of the genearl students, and also the characteristics of the subgroups of the gifted in invention through the LPA analysis. The results of the study are as follows: First, we compared the results of JTCI (Junior Temperament and Character Inventory) between the students entering Institute of Invention Science Education and the general students; through this comparison, we found out that the gifted in invention are more creative and willing to accept, generally feel more positive, and have the motivation to pursue meaningful goals and values above the personal needs than the non-gifted. Second, through the LPA analysis, the gifted in invention were divided into two subgroups; one group which showed far higher scores on pursuing stimulus, the subscale of temperaments, and slightly higher scores on autonomy, the subscale of characters, and the other group which showed the similar scores on pursuing stimulus and far higher scores on autonomy.

A Study on the Profile Analysis of Types of Adolescents' Stress (청소년의 스트레스 유형에 대한 프로파일 탐색)

  • Lim, Chae Young;Yeum, Dong Moon;Jung, Hyun Tae
    • Korean Journal of Social Welfare
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    • v.68 no.2
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    • pp.213-232
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    • 2016
  • The purpose of this study is to explore the stress profile that adolescent perceives by using Latent Profile Analysis (LPA), and to examine the effect of characteristics variable per groups that appeared in profile. By using the cross-section data of 'A survey on the human right of Korean children and adolescent in 2013' issued by National Youth Policy Institute, the LPA concerning the stress type was conducted and surveyed 9,521 adolescents from fourth grade in elementary school to seniors in high school nationwide. The result of this study shows that two class types were selected according to the goodness-of-fit index and latent class classification rate. Type 1 is named low-risk group as they show low level, whereas type 2 is named relative risk group as they show high level. In order to predict the characteristics of adolescent stress, the study conducted Binary Logistic Regression analysis on the basis of low-risk group. There is higher probability to belong to relative risk group, the more they are female students than male students, the less their subjective health condition and happiness, the more runaway experience, the less school grades and the less economic affluence in their household. The implication of this research, its limitation and direction of follow-up research were suggested.

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A Latent Profile Analysis of Grit and Passion Mindset: Variations in Psychological Characteristics and Career Adaptability among University Students (성인진입기 대학생의 그릿-열정 마인드셋 유형에 따른 잠재프로파일분석: 집단별 심리특성 및 진로적응성 차이)

  • Jin, Yemin;Kim, Dahye;Yang, Sujin
    • Korean Journal of Culture and Social Issue
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    • v.27 no.2
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    • pp.167-189
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    • 2021
  • The purpose of this study was to classify different profiles of grit (effort vs. interest) and passion mindset (fixed vs. growth) in university students and to understand whether there are differences in psychological characteristics (ie. depression, anxiety and happiness) and career adaptability between the profiles. To this end, we recruited 359 students aged 18 and 25 and applied a Latent Profile Analysis(LPA). The results revealed 4 distinct profiles : Profile1-a burgeoning type, Profile2-an ordinary type, Profile3-a fixed/limited type, Profile4-sprouting/drifting type. The profile1(LP1, 22.2%) had high levels of grit and passion growth mindset. The profile2(LP2, 63.8%) showed average levels in both grit and passion mindset. The profile3(LP3, 8.8%) had a low level of grit and a high level of passion fixed mindset. The profile4(LP4, 5.1%) showed a low level of grit and a high level of passion growth mindset. The four profiles were distinct in psychological characteristics and career adaptability. The burgeoning type(profile1) was most adaptive in comparison to the fixed/limited type(profile 3). These results suggest that grit has more powerful effects on psychological characteristics while passion growth mindset exerts stronger influencers in career adaptability. Putting the results together, our findings imply that both passion growth mindset and grit need to be considered together to enhance the individuals' comprehensive well-being and to increase the level of adaptation for career preparation.