• Title/Summary/Keyword: Hierarchical Linear Model(HLM)

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Effects of Educational Context Variables on Science Achievement and Interest in TIMSS 2015 (TIMSS 2015에서 과학 성취도와 흥미에 영향을 주는 교육맥락변인 분석)

  • Kwak, Youngsun
    • Journal of The Korean Association For Science Education
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    • v.38 no.2
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    • pp.113-122
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    • 2018
  • The purpose of this study is to investigate the effects of the educational context variables on students' science achievement and interest in TIMSS 2015. TIMSS 2015 science data and questionnaire results were used to fit the Hierarchical Linear Model (HLM) in this study. According to the results, books at home, parents' level of education, and students' views on science lessons have significant influence on science achievement of above-high level 4th-grade students, and books at home on below-intermediate level 4th-grade students. Books at home, students' views on science lessons, and school composition by student economic background have significant influence on science achievement of above-high level 8th-grade students, and books at home and students' views on science lessons on science achievement of below-Intermediate level 8th-grade students. In all grade levels, books at home, and students' views on science lessons have significant influence on science achievement and interest. Discussed in the conclusion are ways to improve science teaching and learning including offering systematic reading programs for all students, reinforcement of student-participation in science classes, connecting science hands-on activities with science concepts for below-Intermediate level elementary students, and so on.

Effect Analysis of Educational Context Variables on 8th Grade Science Achievement Among Top-performing Countries in TIMSS 2015 (TIMSS 2015 상위국 8학년 과학성취에 미치는 교육맥락변인의 영향력 분석)

  • Kwak, Youngsun;Park, Sangwook
    • Journal of Science Education
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    • v.42 no.1
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    • pp.66-79
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    • 2018
  • The purpose of this study is to compare and analyze the effects of the educational context variables on 8th-grade science achievement of 5 top performing countries(Korea, Singapore, Taiwan, Hong Kong and Japan) in TIMSS 2015. TIMSS 2015 science data and questionnaire results were used for fitting Hierarchical Linear Model (HLM) in this study. According to the results, such student-level variables as home resources for learning, students' interest in science learning, valuing science, Students' Educational Expectations gave significant influence on the science achievement of Korean students. School-level variables including Student Economic Background, and School Emphasis on Academic Success gave significant influence on the science achievement of Korean students. Comparing 5 countries, home resources for learning, students' interest in science learning, Students' Educational Expectations gave significant influence on the science achievement in all 5 countries. At the school level, Student Economic Background is statistically significant in explaining students' science achievement gap in all countries except Japan, and Teaching Limited by Student Needs gave significant influence on the science achievement in all countries except Korea. Discussed in the conclusion are ways to improve middle-school science teaching and learning including reducing the education divide among socioeconomic status, teaching innovation for competency education, inquiry and reinforcement of lab activities in science classes, and so on.

A Study on the Determinants of Strategic Marketing Alliance Performance Measured by Continuous Use Intention : Focused on Korean Credit Card Industry (지속사용의도로 측정한 전략적 마케팅 제휴의 성과 결정요인에 관한 연구: 국내 신용카드 산업을 대상으로)

  • Choi, Seung-Nyun
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.17 no.10
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    • pp.666-677
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    • 2016
  • This study analyzes determinants of strategic marketing alliances' performance using 'continuous use intention' of consumers in the Korean credit card industry. Specifically, this study aims to provide comprehensive and synthetic understanding of these factors divided into firm- level and consumer- level variables. Thirty alliance cards were chosen randomly. For firm- level data, managers from the thirty selected cards were interviewed concerning their respective firm and alliance operation. For collection of consumer- level data, 610 card holders from these thirty cards were surveyed concerning card benefits, benefits information, brand image, and continuous use intention. The hierarchical linear model (HLM) was employed to analyze this multi-level data, yielding the following results: First, consumers identified three factors that positively influence continuous use intention. Second, with respect to firmlevel factors, alliance partner's marketing capability is not positively related to intention, whereas fit of alliance goal influences consumer's continuous use of card. Third, contrary to expectation, the positive interaction effects between consumer level variables and firm level variables were found to be not present.

Factors Affecting on Saving Behaviors, Perceptions of Economic Situation and Attitudes on the Program of the Asset-based Program Participants (저소득층 자산형성사업 참여자의 저축행위와 경제상황에 대한 인식, 사업에 대한 태도에 영향을 미치는 원인에 관한 연구)

  • Kim, Hyeyoun
    • Korean Journal of Social Welfare
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    • v.66 no.1
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    • pp.35-59
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    • 2014
  • The purpose of this study is to investigate determinants of the saving behaviors, perceptions of economic situation and attitudes on the program of the Individual Development Account program participants in Korea. Data used for this article was the survey on the participants of 'Seoul Hope-plus Saving Account Program' implemented by Seoul Welfare Foundation for 3 years. In order to consider variances within-individual and between-individuals, Hierarchical Linear model is used for this study. The results are as follows. First, In demographic factors, disability, gender, education level, marriage status are significant factors on the effectiveness of the program. Second, the participation on the program has positive effects on the conception on the living standard and economic status of the participants. However, total amount of savings excluding savings on 'Hope plus' has decreased. The household income is positively related with the amount of savings. Thus, it is necessary to consider individuals' socio-demographic factors to planning the asset-based program.

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The Effects of Individual Characteristics, School Factors, and Community Factors on Adolescents School Violence Behavior -A multilevel analysis- (청소년의 학교폭력 가해행동에 영향을 미치는 요인 -다층모형 분석-)

  • Lee, Ji Hyeon
    • Journal of the Korean Society of Child Welfare
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    • no.55
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    • pp.143-171
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    • 2016
  • This study investigated the effects of individual characteristics, school factors, and community factors on adolescent school violence behaviors. Data from a total of 1,777 middle school students from 50 schools in the Seoul and Gyeonggi regions were used for analysis. A hierarchical generalized linear modeling was employed to conduct a two-level analysis. Results showed that adolescents' individual factors, including attitudes toward violence, parental attachment, child abuse experiences, and affiliation with delinquent peers, as well as school factors including teacher's abusive classroom discipline, affected adolescent school violence behaviors. In addition, neighborhood disorder was found to be significantly positively correlated with adolescents' school violence. The results of this study suggest that for an understanding of school violence and to prepare countermeasures accordingly, integrated consideration of various environmental contexts in adolescents' daily lives, such as family, school, and community environments, is necessary. A multidimensional, integrated intervention plan to effectively resolve school violence based on these research results is discussed.

The Impact of Care Workers' Employment Characteristics and Perception of Facility Directors' Transformational Leadership on Quality of Service (요양보호사의 고용특성과 시설장에 대한 변혁적 리더십 인식이 서비스 질에 미치는 영향에 관한 연구)

  • Kim, Hye Ji;Park, Sang Hee;Kim, Bum Jung
    • 한국노년학
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    • v.41 no.2
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    • pp.217-240
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    • 2021
  • The purpose of this study is to examine the effect of care workers' employment characteristics and perception of facility directors' transformational leadership on quality of service through a hierarchical linear model. For this aim, survey data were collected amongst 240 older adults and 200 care workers who are affiliated within 45 long-term care facilities in Seoul, and analyzed using SPSS 26.0 and HLM 8.0. As a result, one's perception of transformational leadership had a positive effect, whereas, among employment characteristics, employment type and working hours had negative effects on quality of service. Regular workers with fewer working hours and higher awareness of transformational leadership toward the director provided higher quality of service. But wage, total experience and tenure didn't meaningfully affect it. Therefore, the following suggestions were presented. First, it is necessary to reorganize incentive, salary systems and budgets, changing the status of temporary workers' hourly wage system into that of regular workers' monthly one in order to strengthen employment security with acknowledging fundamental professional values through reinforcement of expertise. Reinforcement of long-term care's publicness and establishment of base facilities are also suggested. Second, maintaining appropriate hours of work and rest including annual leave under the Labor Standards Act is needed. Also, increasing the salary of and decreasing working hours for night shift workers are required. Third, education and intervention for inspiring transformational leadership of directors and strengthening qualification standards of them are required.

The Effects of Family Social Capital and Community Social Capital on Youth's School Adaptation (가족 사회자본과 지역사회 사회자본이 청소년 학교적응에 미치는 영향)

  • Seo, Jeong A
    • Korean Journal of Social Welfare Studies
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    • v.44 no.1
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    • pp.135-164
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    • 2013
  • The purpose of this research is to examine the effects of family social capital and community social capital on how successfully children adapt to school. Utilizing the second year data from the 1st year of middle school panel found in the 2010 Korea Children and Youth Panel Survey, descriptive statistical analysis, correlation analysis, and hierarchical linear model analysis were conducted successively on 2,056 second-year middle school students living in 93 communities. The data produced was used to determine what degree of influence family social capital and community social capital exert on the ability of children to successfully adapt to school. First, 6.1% of the variables relating to school adaptation were explained by differences among communities, and the remaining 93.3% were explained by differences among individuals. Second, the examination of the effects of family social capital showed that students who experienced lower rates of neglect also experienced less abuse, had parents who were more interested in and better informed about their lives, and better adapted to school. Third, the examination of the effects of community social capital showed that the higher the community spirit the communities had, the better the young students in the communities adapted to school. Fourth, when the effects of family social capital and community social capital were examined in conjunction with each other, it was found that the less neglect the students experienced, the less abuse the students experienced, the greater the interest their parents had in their close friends, the better they themselves adapted to school. In relation to community social capital, the level of community spirit was still found to exert positive effects on the ability of young students to successfully adapt to school.

The Effects of Educational Context Variables on Achievement and Interest in Mathematics in High and Low Achieving Students (수학 성취와 흥미에 영향을 주는 변인의 성취 집단별 차이)

  • Choi, Ji Sun;Sang, Kyongah
    • Journal of the Korean School Mathematics Society
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    • v.22 no.2
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    • pp.163-182
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    • 2019
  • The purpose of this study is to investigate the effects of educational context variables on achievement and interest in mathematics in high and low achieving students in Korea. Students participated in TIMSS 2015 in Korea were divided into two groups according to their achievement in mathematics. And the effects of educational context variables on achievement and interest in mathematics were analyzed in each group using the Hierarchical Linear Model(HLM). Main findings of this study are as follows. First, variables which influence achievement also influence interest but any variables which influence interest don't influence achievement in upper-group students. Number of Books and Students' Perceived Mathematics Lessons have strong influence on achievement and interest in both fourth and eighth grade students. Second, variables which influence achievement or interest in mathematics in lower-group also influence achievement or interest in mathematics in upper-group students. But any variables which influence achievement or interest in upper-group students don't influence achievement or interest in lower-group students. For examples, Parents' Education, Students' Perceived Mathematics Lessons have effects on upper-group students' achievement. Number of Books, Home Learning Environment, and Numeracy Activities Before School have significant effects on the achievement of fourth grade students. Students' Perceived Mathematics Lessons is the variable that influence on the interest of both fourth grade and eighth grade students. This study suggests the ways to improve mathematics teaching and learning based on these results.