• 제목/요약/키워드: Latent profile analysis

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Depression in Middle-aged and Elderly People with Pain: A Latent Profile Analysis (중고령자의 통증과 우울에 관한 연구: 잠재프로파일분석(Latent Profile Analysis)을 중심으로)

  • Kim, Yeon Ha
    • Journal of muscle and joint health
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    • v.27 no.3
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    • pp.325-332
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    • 2020
  • Purpose: This study attempted to classify the potential layer for pain in the middle-aged and elderly based on the seventh Aging Research Panel Survey (2018) data and to identify the degree of depression by potential layer. Methods: This study used data from the 2018 Aging Research Panel Survey, whose participants included 6,890 middle-aged and elderly people. The data were analyzed using SPSS/WIN 22.0 and M-plus 8.0 for latent profile analysis. Results: In the study, Type 1 was a "general pain group", Type 2 was the "high back pain group", Type 3 was the "lower body pain group", Type 4 was the "shoulder pain group", and Type 5 was the "pain-free group", which included those who answered that there was no pain. Second, it was found that the variables such as gender, age, education, or not alone were statistically significant (p<.001). Third, the difference in income, subjective health conditions, depression according to the pain site type group were confirmed. Depression was significantly higher in the back pain group, lower body pain group, and shoulder pain group compared to the pain-free group. Conclusion: Developing integrative interventions is necessary to reduce depression using the pain coping skills in middle-aged and Elderly.

Adult Attachment Styles across Close Relationships among Korean College Students: A Latent Profile Analysis (대학생의 애착인물별 성인애착 수준 유형화: 잠재프로파일 분석)

  • Kim, Jueun;Lee, Jaerim
    • Journal of Families and Better Life
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    • v.33 no.4
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    • pp.119-145
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    • 2015
  • The purpose of this study was to identify the latent styles of attachment across four major attachment figures (i.e., father, mother, best friend, and romantic partner) for Korean emerging adults. In this study, adult attachment had two dimensions (i.e., attachment anxiety and avoidance) and was measured by the Experiences in Close Relationships-Relationship Structures (ECR-RS). Data came from 317 undergraduate students in nine universities across the nation. A latent profile analysis classified the sample into four groups. (a) The "somewhat father avoidant secure" group reported the lowest levels of attachment anxiety and avoidance across close relationships but was moderately avoidant in their relationship with the father. (b) The "overall avoidant" group had the highest levels of attachment avoidance across close relationships, but along with the "father avoidant secure" group, they had the lowest levels of attachment anxiety. (c) The "romantic anxious" group was unique with the highest level of attachment anxiety toward romantic partners while reporting relatively lower levels of attachment avoidance across relationships. (d) The "overall anxious-avoidant" group was the highest in attachment anxiety and avoidance across all of their close relationships except for attachment avoidance from best friends and romantic partners, which were the highest among the "overall avoidant" group. These four groups also differed in their levels of depressive symptoms and affection for the father and the mother. This study uniquely contributes to the literature by identifying the latent attachment styles considering four attachment figures and examining the characteristics of these attachment styles.

Profile Analysis of Elementary School Students' Smart Device Usage

  • SUK, Youmi;CHO, Young Hoan;JEONG, Dae Hong
    • Educational Technology International
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    • v.18 no.1
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    • pp.27-47
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    • 2017
  • Smart devices have a variety of affordances to foster meaningful learning in elementary school. For the design of smart learning environments, more research is needed to understand students' smart device usage and their perception of learning with smart devices. In order to capture smart device usage profiles among elementary school students in South Korea, this study carried out Latent Profile Analysis with three constructs: information search, communication, and study. Participants (n=253), who ranged from the fourth to the sixth grade students, were classified into three profiles of smart device usage: low-activity, communication, and high-activity groups. The smart device usage profiles varied depending on smartphone usage experience, and the profiles were significantly related with smart device addiction, not with smart device usage ability. Perceptions of smart education were also significantly associated with the profiles. The high-activity group showed more positive attitudes toward smart education than the others, but no significant difference was found in regard to negative attitudes. Based on the findings, this study discussed implications for the use of smart devices in elementary school.

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.

A Study on the Typologies of Family Values by Generation using Latent Profile Analysis (잠재프로파일 분석을 이용한 세대별 가족가치관의 유형 탐색 연구)

  • Shin, Youngmi
    • Human Ecology Research
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    • v.60 no.3
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    • pp.377-390
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    • 2022
  • This study identified and compared family values within and across different generations concerning gender roles, attitudes toward diverse families, children, and parental roles. Data were obtained from the 2020 Seoul Family Report Survey. There were 1,949 study subjects, including first- and second-generation baby boomers and individuals in generations X, Y, and Z in Korea. Latent profile analyses were conducted using M-plus. Perceptions and views concerning family values were classified into different types. The main findings were as follows. Two types were identified among first baby boomers, and three were identified among second baby boomers. Most of the first and second baby boomers belonged to the "moderate" type. Two types were detected among those in Generation X. Regarding gender roles, most views of Generation X were slightly progressive, while their other family values were more moderate. Three types were identified among those in Generation Y: "progressive," "moderate," and "very liberal." Generation Z was identified as a "progressive" group. This study provides basic data to explore the direction of the coexistence of generations by identifying and comparing diverse family values within and across generations.

Latent Profile Analysis of Meta-Awareness of Gender Discrimination Among Korean Young Adults: Group Differences in Gender Role Conflict, Sense of Distance from the Opposite Sex, and Support for Gender Discrimination Issues (성인초기 남녀의 성차별 메타-인식에 대한 잠재프로파일 분석과 유형별 성역할갈등, 이성과의 거리감, 성차별 논쟁에 대한 지지도 차이)

  • Yu, Juyon;Ahn, Hyunnie
    • Korean Journal of Culture and Social Issue
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    • v.26 no.4
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    • pp.351-378
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    • 2020
  • The purpose of the study was to identify the latent classes of meta-awareness of gender discrimination among Korean young adults using Latent Profile Analysis based on 'perceived ambivalence toward men among women', 'perceived ambivalent sexism among men', 'perceived gender(reverse-) discrimination in Korea'. After identifying the latent classes, the difference between gender role conflict, sense of distance from the opposite sex, and support for gender discrimination issues were explored among the classified groups. As a result, 3 latent classes among women and 2 latent classes among men were identified. Latent classes among women were named 'women with low sensitivity of sexism', 'women with high sensitivity of sexism' and 'women against sexism' and latent classes among men were named 'men with perception of gender equality', 'men with perception of reverse discrimination'. Types with higher levels of meta-awareness of gender discrimination were related with higher gender role conflict and higher sense of distance from the opposite sex. Among women, types with higher levels of meta-awareness of gender discrimination perceived higher levels of gender discrimination and showed more support for gender discrimination issues while among men, types with higher levels of meta-perception of gender discrimination only perceived higher levels of reverse discrimination. Based on the present findings, implications about the severe gender conflict among Korean young adults are further discussed in the article.

The effect of gender role attitude patterns on marital satisfaction and marital conflict among older adults (남녀노인의 성역할 태도 유형이 부부관계 만족도와 부부갈등 수준에 미치는 영향)

  • Park, Hayoung;Jun, Hey Jung;Joo, Susanna
    • Journal of Family Relations
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    • v.23 no.1
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    • pp.25-51
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    • 2018
  • Objectives: The aim of this study is to identify patterns of gender role attitude among older men and women and to investigate the effects of the identified patterns on marital quality for each gender. Method: The Third National Survey of Korean Families was utilized and 981 men and 752 women aged 60 and above, who have been married for over 20 years and have at least one child, were analyzed. Using Mplus 7.3, a latent profile analysis (LPA) identified latent profiles of gender role attitude for each gender. Then, using SPSS 23.0, multiple regression analysis analyzed the effects of the identified patterns on both marital satisfaction and marital conflict. Results: The latent profile analysis identified two patterns of traditional and partially egalitarian gender role attitudes each for the older men and women. Also, means on items relevant to the male breadwinner model and the male-oriented family culture were relatively low for both men and women regardless of the patterns. For the older men, the effects of the gender role attitude patterns on marital satisfaction and marital conflict were both significant; those individuals with the partially egalitarian gender role attitude pattern reported higher levels of marital satisfaction and lower levels of marital conflict than those individuals with the traditional gender role attitude pattern. However, the effects of the gender role attitude patterns on marital satisfaction and marital conflict were both not significant for the older women. Conclusions: The findings from this study suggest that political interventions are required to promote an egalitarian family culture for older adults. Moreover, its findings may be useful in the field of marriage and family therapy to develop educational programs that seek to improve marital quality in later life.

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.

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.

Food Related Lifestyle Profiles and Organically Processed Foods buying Behaviors : Applying a Person-centered Approach (식생활 라이프스타일 프로파일과 유기가공식품 구매행동 연구 : 사람중심 접근법을 중심으로)

  • Park, Myeong-Eun;Oh, Hyun-Sung;Kim, Su-Hyeon
    • Korean Journal of Organic Agriculture
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    • v.27 no.3
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    • pp.247-269
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    • 2019
  • Although food related lifestyle has been widely discussed over the last ten years, the majority of research on food related lifestyle has been only conducted in terms of a variable-centered approach. But, recently there is a growing body of research on food related lifestyle profiles over the last three years from the view of a person-centered approach. This study conducted both a cluster analysis and a latent profile analysis (LPA) to identify the patterns of potential food related lifestyle customer profiles based on the five components on the sample of customer, who bought organic products (n=509). The results of each statistical analysis showed both quantitatively and qualitatively different types of food related lifestyle customer profiles even though there were similar types of profiles identified in common between these two analyses. These various profiles were then compared with customer's level of buying behaviors (e.g., buying attitude and buying intentions). Results showed that food related lifestyle profiles with respect to the high level of interesting in dietary life in terms of health and safety are associated with the higher level of buying behaviors. Based on the results, implications for food related lifestyle literature, practices and future research are discussed.