A Qualitative Study on the Multi-cultural Adolescents’ experience of Career barrier

이아라,; 이주영,; 손보영,

doi:10.21509/kjys.2018.11.25.11.35

Cited by 5 publications

(2 citation statements)

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“…Previous studies [8,9,10,11,12] on the adolescents from multicultural families in South Korea reported the difficulties in peer relations, social support, family support, and language as factors related to discrimination experiences. Most of them used regression analysis for a prediction algorithm.…”

Section: Introductionmentioning

confidence: 99%

Exploring Factors Associated with the Social Discrimination Experience of Children from Multicultural Families in South Korea by using Stacking with Non-linear Algorithm

Byeon¹

2021

IJACSA

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The number of children from multicultural families is increasing rapidly along with quickly increasing multicultural families. However, there are not enough surveys and basic researches for understanding the characteristics of multicultural children and issues such as social discrimination. This study discovered the machine learning model with the best performance for predicting the social discrimination experience of children from multicultural families by comparing the prediction performance (accuracy) of individual prediction models and stacking ensemble models. This study analyzed 19,431 adolescents (between 19 and 24 years old: 9,835 males and 9,596 females) among the children of marriage immigrants. This study used random forest (RF), rotation forest, artificial neural network (ANN), and support vector machine (SVM) for the base model. Logistic regression algorithm was applied for the meta model. Each machine learning model was built through 5-fold cross-validation. Root-mean-square-error (RMSE), index of agreement (IA), and variance of errors (Ev) were used to evaluate the prediction performance of the developed models. The results of this study indicated that the prediction performance of the rotation forest-logistic regression model had the best performance. The future studies need to explore stacking ensemble models with the best performance through combining a base model and a meta model by using various machine learning algorithms such as clustering and boosting.

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Section: Introductionmentioning

confidence: 99%

Exploring Factors Associated with the Social Discrimination Experience of Children from Multicultural Families in South Korea by using Stacking with Non-linear Algorithm

Byeon¹

2021

IJACSA

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“…Many studies have reported that adolescents from multicultural families have lower levels of career aspirations and face more difficulties in making career decisions compared to their peers from non-multicultural families. This is catalyzed by factors such as insufficient parental career support due to their foreign mothers' lack of Korean proficiency and information about their children's career paths, worries about discrimination that may occur when entering the working world or in performing their future job duties (which arises from social prejudice propagated against multicultural families), low academic performance and achievement motivation, and school maladjustment [7,14]. As the children of immigrant mothers enter adolescence, the gap in available information about careers and educational opportunities between them and their mothers, who were not schooled in Korea, widens.…”

Section: Introductionmentioning

confidence: 99%

Relationship between Marriage Immigrant Mothers’ Acculturative Stress and Their Adolescent Children’s Career Decidedness in South Korea: Mediating Roles of Parenting and School Adjustment

Yangmi

2021

Sustainability

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International marriages between Korean men and foreign women from other Asian countries have been increasing since the late 1990s in Korea. This study examines the mediating effects of parenting self-efficacy, career-specific parenting behaviors, and school adjustment on the relationship between immigrant mothers’ acculturative stress and their adolescent children’s career decidedness. Data were collected from 1181 third grade students (583 boys, 598 girls) in Korean middle schools and their foreign mothers who participated in the Multicultural Adolescents Panel Study. A structural equation modeling analysis revealed the following multiple mediation process: immigrant mothers’ acculturative stress is indirectly related to their adolescent children’s career decidedness through (1) the dual mediation of parenting self-efficacy and career-specific parenting behaviors; (2) the serial mediation of parenting self-efficacy, career-specific parenting behaviors, and adolescents’ school adjustment; (3) the dual mediation of parenting self-efficacy and adolescents’ school adjustment; and (4) the mediation of adolescents’ school adjustment. This study provides directions for parent education and career counseling to enhance immigrant mothers’ parenting competence and support the positive career development of adolescents from multicultural families. The study, therefore, helps them grow into well-adjusted adults in Korean society, which, in turn, contributes to the well-being of immigrant mothers and their adolescent children.

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The Impact of Perceived Parental Career Support on Career Preparation among Adolescents from Multicultural Families

Kuk,

Lee

2024

Korean J. Fam. Walf.

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A Qualitative Study on the Multi-cultural Adolescents’ experience of Career barrier

Cited by 5 publications

References 0 publications

Exploring Factors Associated with the Social Discrimination Experience of Children from Multicultural Families in South Korea by using Stacking with Non-linear Algorithm

Exploring Factors Associated with the Social Discrimination Experience of Children from Multicultural Families in South Korea by using Stacking with Non-linear Algorithm

Relationship between Marriage Immigrant Mothers’ Acculturative Stress and Their Adolescent Children’s Career Decidedness in South Korea: Mediating Roles of Parenting and School Adjustment

The Impact of Perceived Parental Career Support on Career Preparation among Adolescents from Multicultural Families

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