• Title/Summary/Keyword: 통계패키지

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The Analysis of Family Values and Depression of Korean Women Using LSTM :Based on the 2007-2018 Of Korean Longitudinal Survey of Women and Families (LSTM을 활용한 한국 여성의 가족가치관과 우울의 군집분석: 여성가족패널 2007-2018년 자료를 중심으로)

  • Oh, Young-Eun;Choo, Joo-Hee;Oh, Seung-Won
    • The Journal of the Korea Contents Association
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    • v.22 no.4
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    • pp.433-444
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    • 2022
  • This study aimed to identify the change trajectories and clusters of Korean women's family values and depression levels, and the factors affecting depression, to use balanced panel data from the 1st to 7th rounds of the Korea Longitudinal Survey of Women and Families(KLSWF). The subjects of this study were 5,048 female panelists who participated in the KLSWF, and LSTM analysis was conducted using Python to divide the clusters of Korean women suffering from depression. In addition, descriptive statistical analysis, ANOVA, multinomial logistic regression analysis, and hierarchical regression analysis were analyzed using SPSS 23.0. Results, It was confirmed that women's depression increased with age, and family values had a significant impact on depression. It was found that the more open the marriage values of women in the married group, the higher the level of depression. The family values trajectory and depression level of the analyzed subjects were not a single pattern, but included four clusters. To prevent depression among Korean women and provide more concrete interventions, a humanities and sociological system that can identify depression groups should be prepared.

Effect of e-service quality of O2O cosmetic delivery service app on satisfaction and loyalty (O2O 화장품 배달 서비스 앱의 e-서비스품질이 만족과 충성도에 미치는 영향)

  • Shin, Tae-Hyun;Shin, Dong-Hwa
    • Journal of the Korean Applied Science and Technology
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    • v.39 no.5
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    • pp.692-700
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    • 2022
  • In this study, the effect of e-service quality of O2O cosmetic delivery service app on satisfaction and loyalty was investigated. To this end, a total of 210 questionnaires were collected and frequency analysis, exploratory factor analysis, reliability analysis, correlation analysis, and regression analysis were performed using the statistical package SPSS 25.0. The main results are as follows. Efficiency, order fulfillment, system availability, and privacy, which are components of O2O cosmetic delivery service app e-service quality, all had a significant effect on satisfaction and loyalty. Also, satisfaction was found to have a significant effect on loyalty. In order to increase the number of consumers who use the O2O cosmetic delivery service app, it is necessary to increase the availability and efficiency of the system, which has the greatest impact on satisfaction and loyalty. To this end, it is necessary to provide a comfortable environment without interruption and fast access while using the O2O cosmetic delivery service app, and to build a system so that it can be used efficiently.

A Study on the Importance, Satisfaction of Skin Care Shops Selection Attributes for Life Care Promotion - Focusing on the Sanitation - (라이프케어 증진을 위한 피부미용샵 선택속성의 중요도와 만족도 연구 - 위생요인을 중심으로 -)

  • Park, Chae-Young
    • Journal of Korea Entertainment Industry Association
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    • v.15 no.7
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    • pp.145-158
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    • 2021
  • This study is aimed at identifying the important factors required by customers through importance-satisfaction analysis of how they choose skin care shops on the basis of certain factors and attributes at this time when there is an urgent need to improve the level of quality that meets their expectations and demands in combination with the quantitative expansion of skin care shops. To achieve this, a survey was carried out to 217 people over the age of 20 in Gwangju and Jeonnam area with experience in using skin care shop services. The SPSS v. 21.0 program was used to analyze the collected data. The results are summarized as follows. IPA grid analysis of the difference in importance-satisfaction of sub-factors for skin care shop choice showed that the items corresponding to the upper-left side of maintenance and strengthening, the upper-right side of stainability, and the lower-left side of gradual improvement were the 'sanitary control of tools and products', 'basic situation(legal compliance)', and 'workers' sanitary control', 'internal control of skin care shops', 'professionalism and skills of workers'and 'quality of services', respectively. Consequently, the results of this study will be based on the efficient operation of skin care shops, and further more the utilization of them is expected to expand the quantitative and qualitative base of the skin care industry.

The Effect of Basic Pension on Depression in the Elderly: Comparison of Male and Female Living Alone and Couple Households (기초연금 시행이 노인의 우울에 미친 영향: 남녀 독거 가구 및 부부가구 비교)

  • Kim, Jung-Hyun;Chun, Miae
    • 한국노년학
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    • v.41 no.1
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    • pp.169-185
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    • 2021
  • This study investigated whether the increased Basic Pension amount in 2014 affect the level of depression of recipients and whether the effect differs according to three groups by household type(living-alone male, living-alone female, and couple households). Data from two waves of the Korean Longitudinal Study of Ageing(KLoSA) in 2012 (before the introduction of the Basic Pension) and 2016 (after the introduction of the Basic Pension), the elderly aged 65 years or older as of 2012 and the recipients of the basic pension in 2016 (N=2,277) were analyzed. Using the statistical package SPSS 25, mean comparison and multiple regression analyses were implemented. The results confirmed that the level of depression in female elderly living alone and married couples significantly decreased after the introduction of the Basic Pension, while there was no significant change in the level of depression in male elderly living alone. As results of regression analysis in the whole sample, the increased Basic Pension amount had an effect on the depression level of recipients in 2016, the higher the Basic Pension increase, the lower the depression level. Also, the regression analyses among the three groups by household type found that the significant effect of raising the basic pension on depression was reported only in elderly women living alone. Based on the main results of this study, implications were presented.

A Research on Housing, Economic Conditions and Housing Satisfaction of Working College Students in Seoul - Focus on comparison according to the financial stress level and types of housing - (서울지역 자력형 대학생의 주거·경제생활 실태 및 주거환경 만족도 - 임대료 마련 스트레스 수준과 주택유형별 비교를 중심으로 -)

  • Lee, Yeun sook;Ko, Ji yeong;Oh, Chan ohk;Lee, Eu ddeum
    • Design Convergence Study
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    • v.14 no.6
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    • pp.29-55
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    • 2015
  • This study aimed to examine and compare housing conditions and satisfaction degree of working college students in Seoul metropolitan area, depending on their stress level from economic burden and living housing type. The interview using the questionnaire was conducted. The subjects were 199 working college students aged between 19 and 35. The two-tier cluster sampling method were used, the region and representative university within the region. The comparison of satisfaction degree per type of housing of working college students has been conducted to find 3 characteristic patterns of satisfaction degree per housing condition from the stress of preparing the fund for rent, and students with high degree of stress from arranging rent showed relatively low degree of satisfaction in most items. 6 patterns have been identified in terms of housing types, and most of the students living in the Gosiwon, the poorest condition and housing type, showed the lowest degree of satisfaction, while those residing in the officetel turned out to the most satisfied. This study gives implications of housing welfare for working college students.

A Study of the Relationship Between Job Status and Job Satisfactions on Early Childhood Teachers (유아교사들의 직무실태와 직무만족도에 관한 연구)

  • Cho, Myoung-Sun;Lee, Jae-Kyu
    • Journal of Korea Entertainment Industry Association
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    • v.13 no.8
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    • pp.469-478
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    • 2019
  • This study is an empirical survey of the job status and job satisfaction of early childhood teachers. The subjects of this study were teachers of early childhood education in (the province of) Chungcheongnam-do. The Early Childhood Education Institution was conducted with 255 teachers for teachers working in public day care centers, private day care centers, public kindergartens and private kindergartens. o carry out this study, we analyzed the collected questionnaires by using the SPSS statistical package program. T-test, χ2-validation and ANOVA analysis were used for this study, and Scheffé analysis was applied as a post hoc analysis. As a result of this study, job status was examined by type, age, educational attainment, and educational experience. The satisfaction level of educational institutions was highest in the national public day care centers, and the age was 50 years or older, and the education level was high in graduate school. In addition, the job satisfaction of early childhood teachers was significantly analyzed in relation to fellow teacher, relationship with the director, self-identity and teaching environment. Through this study, understanding the current job status and satisfaction of early childhood education teachers can be used as an important data in preparing a plan to raise their job performance and work efficiency.

The Effects of Hair Designer's Protean Career Orientation on Subjective Career Success : Mediating Effect of Job Commitment and Moderating Effect of Job Burnout (헤어디자이너 프로티언 경력지향성이 주관적 경력성공에 미치는 영향 : 직무몰입의 매개 효과 및 직무소진의 조절 효과)

  • Jong-Ran Kim
    • Journal of the Korean Applied Science and Technology
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    • v.39 no.6
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    • pp.748-759
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    • 2022
  • The purpose of this study is to investigate the mediating effect of job commitment and the moderating effect of job burnout on the relationship between the protean career orientation and subjective career success of hair designers. For this purpose, a survey was conducted on 163 employees working at a representative A brand hair salon in Korea, and statistical analysis was conducted using SPSS 21, and SPSS Process Macro v. 3.3. The results of this study are as follows: First, Protean career orientation affects job commitment to focus on oneself in all aspects related to their job, and as a result, it has a mediating effect on subjective career success that satisfies their career. Second, Through the interaction between protean career orientation and job burnout, the moderating effect on job commitment was confirmed. The significance of this study is to suggest a career success plan for hair salon workers with relatively high turnover rate in the service field by dealing with the understanding of the hair salon organizational culture and the lack of hair designer protean career orientation in terms of the mediating role of job commitment and job burnout in career success.

Effect of Hair and Beauty Professionals' Self-Management on Job Performance and Intention to Continue Their Duties: Mediated Verification of Self-Efficacy (헤어미용전문가의 자기관리가 직무성과 및 미용지속의도에 미치는 영향: 자기효능감의 매개검증)

  • Jeong-Hwa Cho
    • Journal of the Korean Applied Science and Technology
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    • v.40 no.5
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    • pp.1149-1162
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    • 2023
  • The purpose of this study is to study the mediating verification of self-efficacy in the effect of self-management of hair beauty experts on job performance and beauty continuity intention. The subjects of the study were surveyed and used for analysis of 256 beauty experts working as hair beauty experts in Seoul and Gyeonggi Province. The SPSS 28.0 and AMOS 28.0 statistical package programs were used for the analysis method, and descriptive statistics of mean, standard deviation, kurtosis, skewness, confirmatory factor analysis and reliability analysis, correlation, and mediating effect analysis were analyzed using bootstrapping techniques. The results of the study showed that the self-management of hair beauty experts had a significant positive (+) effect on self-efficacy, job performance, and intention to continue beauty. The self-efficacy of hair beauty experts had a significant (+) effect on job performance and beauty continuity intention. It was confirmed that there was a mediating effect of self-efficacy in the relationship between self-management and job performance of hair beauty experts. The statistical significance level is p<.It was analyzed by setting it at the level of 05.

Development and Application of Self-Evaluation Test Items for Secondary Science Teacher Professional Growth (중등 과학교사의 전문성 향상을 위한 자기평가 도구의 개발과 적용)

  • Kim, Sung-won;Jeong, Se-Mi;Hwang, Yoon-Jin
    • Journal of The Korean Association For Science Education
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    • v.25 no.7
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    • pp.736-745
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    • 2005
  • The purpose of this paper was to develop and execute self-appraisal test items on secondary science teachers. Test items included 6 sub-fields-subject knowledge, teaching strategies, teaching skills, assessment, laboratory management, and professional development - and 77 items. Using these test items, science teachers were able to evaluate their ability as prescribed by a 5-point Likert scale. Furthermore, teachers were able to comprehend fields showing their highest and lowest scores among the 6 sub-fields. They could then place special attention on the lowest field insuring self-growth as a science teacher. Self-appraisal test items were developed by analyzing related references on teacher evaluation criteria and standards. 220 subjects composed the sample on which these test items were executed. The results of this study were as follows. First, content validity of the test items was 80.8%. The range of sub-field reliabilities was .76 - .86 and the reliability coefficient of the entire test was .95. The range of correlation coefficient between each subfield was .54 - .69 and that of subfields and entire test was .54 - .79. The correlation coefficient between professional development and the whole test was .79, the highest coefficient observed. Second, significant difference was found according to teaching experience. More experienced teachers had higher scores in all 6 sub-fields (p<.05). In addition, a significant difference according to gender was observed in subject knowledge and laboratory management (p<.05); male teachers had higher scores than female teachers. Also, the higher the level of experience, the higher the scores for subject knowledge (p<.05). Lastly, the teacher's major did not result in any significant differences.

The relationship of the office given condition of the country important facility private security and job satisfaction degree (국가중요시설 경비원의 직무여건과 직무만족도의 관계)

  • Son, Ki-Ho
    • Korean Security Journal
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    • no.33
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    • pp.103-135
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    • 2012
  • The object is that this research searches the relationship of the office given condition actual condition of the country important facility private security guard and job satisfaction degree. In order to grasp and analyze the real state of the country important facility private security guards directly, the questionnaire, that is the general measurement tool, was utilized and the guard whom it works in the airport, the port region and general work place, that is the national important facility of Busan and Ulsan area, was aimed at. The enough survey object was illustrated to the facility and person in charge in the security company and the item was previewed and the total 400 sheets was distributed and 331 sheets (82.8%) except the doubleness subject intention and incongruent questionnaire was utilized for the analysis. The statistic processing of collected data utilized the SPSS version 15.0 the statistical package program through data coding and cleaning process and performed the frequency analysis, reliability analysis, t-test, one way analysis of variance, Pearson analysis, and regression analysis. The relationship of the office given condition actual condition of the guard about the national important facility and job satisfaction degree was classified into the interpersonal relationship, task characteristic, office environment, and complement factor and the difference of the job satisfaction degree according to the general characteristic was verified. If the conclusion obtained through the method of study described in the above looked at, for as to general tendency, the low wages and poor field environment was continued. In the general characteristic, the man was higher than the excitation about the job satisfaction level. As there was lots of the age and the scholarship was low, the age was high. And as there was lots of the career and income, the police of a petition or search and guide staff was high and the job satisfaction degree in which relatively the employee and the other job group is high so that the case of being the former student incidence can be the poorest was shown rather than the facility security agent. As the interrelation analysis result job satisfaction was high, the change of occupation pseudo was low and the organizational commitment degrees was increased. The regression analysis result job satisfaction degree was exposed to reach the meaningful effect on the change of occupation pseudo and organizational commitment. It had an effect on the change of occupation pseudo as the task characteristic and office ambient level was low. It had an effect on the organizational commitment as the extend of satisfaction about the task characteristic and interpersonal relationship, complement, and office ambient level were high. If the research result of this time is integrated, the support of the political system including the interpersonal relationship thesis between top and bottom of the organized I and substantial complement actualization is urgently needed between the office given condition improvement effort in the country important facility defense manpower field and police of a petition and special guard.

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