• Title/Summary/Keyword: Statistical hypothesis

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Developing and Applying the Questionnaire to Measure High School Students' Unskeptical Attitude in Science Inquiry (과학탐구 상황에서 고등학생들의 반회의주의적 태도 측정도구 개발 및 적용)

  • Rachmatullah, Arif;Ha, Minsu
    • Journal of Science Education
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    • v.42 no.3
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    • pp.308-321
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    • 2018
  • The purpose of the study is to develop a questionnaire that examines unskeptical attitudes in scientific inquiry context. The questionnaire items were developed through literature research, expert review, and statistical analyses for validity and the differences in scores were identified by gender and tracks. A total of 363 high school students participated in the study. To explore the validity evidence of items, the Rasch analysis and the reliability of internal consistency were performed, and the two-way ANOVA was performed to compare the scores of the unskeptical attitudes between gender and academic track. Self-reporting and Likert-scaling 23 items were developed to measure unskeptical attitudes in scientific inquiry context. The items were developed in the sub-domain of scientific inquiry: 'questioning and hypothesis generating,' 'experiment designing,' and 'explaining and interpreting.' Second, the validity and reliability of the unskeptical were identified in a rigorous method. The validity of items were identified by multi-dimensional partial score model analysis through the Rasch model, and all 23 items were found to be fit to model. Various reliability evidences were also found to be appropriate. It was found that there were no significant differences of unskeptical attitude score between the gender and academic track except one comparison. The developed questionnaire could be used to check an unskeptical attitude in the course of scientific inquiry and to compare the effects of scientific inquiry classes.

The Effects of Fairness and Service Quality on the Loyalty in the R&D Processes: Mediation Effect of Trust (연구개발 과정에서 공정성과 서비스 품질이 충성도에 미치는 영향: 신뢰의 매개효과)

  • Jeong, Yonggil;Sohn, Minho
    • Journal of Service Research and Studies
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    • v.8 no.4
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    • pp.77-88
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    • 2018
  • Collaboration works on R&D project have many characteristics in interoranizational relationships. There are many variables on explaining the their relationships. In the previous study, I chose some relevant variables and some hypotheses. Base on service marketing theories and relationship marketing perspective I suggest 5 hypotheses. Independent variables are fairness and quality, and dependent variable is loyalty. And trust are treated as the intervening variable between the independent variables and dependent variable. To test the research model and some hypothesis empirically, I collected the data using the questionnaire. Sample size was 448, it was enough to analyze statistically. Data were analysed using the SPSS and AMOS. In the previous study, H1($fairness{\rightarrow}trust$), H2($quality{\rightarrow}trust$), H5($trust{\rightarrow}loyalty$) were accepted, but H3 and H4 were rejected. The reason H3($fairness{\rightarrow}loyalty$) and H4($quality{\rightarrow}loyalty$) were not accepted might be attributed to the fact that trust was the mediating variable between fairness and loyalty, quality and loyalty. Specific research methodologies and statistical findings from AMOS were referred in the previous study(Jeong 2018). In this study, I suggested some hypotheses on the mediating role trust between fairness and loyalty and service quality and loyalty. Using the PROCESS-macro, I found that trust was the mediating variable between fairness and loyalty as well as service quality and loyalty. This research is the complementary and extended study from previous research.

The Effect of HMR Selection Attributes on Customer Satisfaction to Family Composition (가족구성에 따른 HMR 선택속성이 고객만족에 미치는 영향)

  • Kim, Do-Young;Cho, Yong-Hyen;Kim, Dong-Soo
    • The Journal of the Korea Contents Association
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    • v.19 no.5
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    • pp.602-611
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    • 2019
  • The purpose of this study is to provide effective basic data necessary for marketing strategy of HMR products by identifying the effect of HMR selection attributes on customer satisfaction according to family Composition. To this end, the research subjects conducted a survey with employees dispatched to 100 of 140 HOMEPLUS nationwide and surveyed customers who purchased HMR products from stores for about 60 days from July 1, 2018 to August 30, 2018. The data collected were analyzed for statistical significance using SPSS 21.0 for windows, and the hypothesis was verified based on the results processed. Research shows that the four factors, quality, price, convenience and variety, which are the sub-factors of HMR selection attributes, were not different according to family composition, the quality, price, and variety among the sub-factors of HMR selection attributes affected customer satisfaction, but the convenience factors did not affect customer satisfaction. The purpose of this study was to identify the effect of HMR selection attributes on customer satisfaction and to compare the differences according to the general characteristics of survey subjects, The present invention has been made in view of the above problems.

Prediction of the direction of stock prices by machine learning techniques (기계학습을 활용한 주식 가격의 이동 방향 예측)

  • Kim, Yonghwan;Song, Seongjoo
    • The Korean Journal of Applied Statistics
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    • v.34 no.5
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    • pp.745-760
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    • 2021
  • Prediction of a stock price has been a subject of interest for a long time in financial markets, and thus, many studies have been conducted in various directions. As the efficient market hypothesis introduced in the 1970s acquired supports, it came to be the majority opinion that it was impossible to predict stock prices. However, recent advances in predictive models have led to new attempts to predict the future prices. Here, we summarize past studies on the price prediction by evaluation measures, and predict the direction of stock prices of Samsung Electronics, LG Chem, and NAVER by applying various machine learning models. In addition to widely used technical indicator variables, accounting indicators such as Price Earning Ratio and Price Book-value Ratio and outputs of the hidden Markov Model are used as predictors. From the results of our analysis, we conclude that no models show significantly better accuracy and it is not possible to predict the direction of stock prices with models used. Considering that the models with extra predictors show relatively high test accuracy, we may expect the possibility of a meaningful improvement in prediction accuracy if proper variables that reflect the opinions and sentiments of investors would be utilized.

A Study on the Influence of Business Motivation, Social Support, and Awareness of Entrepreneurs on Entrepreneurial Intention -Focusing on the Moderating Effect of Drama Role Model- (창업동기, 사회적 지지 및 창업가에 대한 인식이 창업의지에 미치는 영향 -드라마 속 성공모델의 조절효과를 중심으로-)

  • Chang, Soo-Jin;Kim, Jong-Tae
    • Journal of Digital Convergence
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    • v.19 no.8
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    • pp.21-32
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    • 2021
  • The government is focusing its attention and support on start-ups. Nevertheless, there is anxiety and fear about starting a business at the base of public awareness. Experienced as a way to overcome fear and difficulty. Few prior studies have been done on experience factors as ones influencing entrepreneurial intention. In this study, I studied whether the experience of successful entrepreneurship through cultural indirect experience affect the resolution of fear about establishing a business. Among the influencing factors on the entrepreneurial intention, business motivation, social support and awareness of entrepreneur were selected as independent variables. In addition, by applying the cultivation theory, the drama role models were set as a controlling variable. For empirical analysis, a survey was conducted targeting 399 ordinary persons. The hypothesis was tested through regression analysis using the SPSS 23 statistical package. The moderating effect was analyzed using Process Macro 3.5. Self-fulfillment, livelihood, economic motivation, social support, and awareness of entrepreneur are sub-factors of business motivation, And all of these had a positive significant effect on entrepreneurial intention. Among the significant variables, self-fulfillment was found to have the greatest effect. On the other hand, as a result of analyzing the moderating effect of the drama role model, it was found play a role in controlling between self-fulfillment and entrepreneurial intention, between livelihood and entrepreneurial intention, and between awareness of entrepreneur and entrepreneurial intention. Based on these research results, academic and practical implications were presented.

Analysis of Emotional Intelligence Affected by Medical Institution Members on Job Satisfaction and Self-Efficacy (의료기관 구성원이 직무만족도와 자기효능감에 느끼는 감성지능의 영향 분석)

  • Choi, Eun-Ock;You, Yen-Yoo;Park, In Chae;Park, Hyun Sung
    • Journal of the Korea Convergence Society
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    • v.12 no.8
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    • pp.197-205
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    • 2021
  • In this study, we would like to confirm the impact of emotional intelligence perceived by members of medical institutions on job satisfaction and the mediating effect of self-efficacy. To test the hypothesis of the study, a survey was conducted on members of medical institutions (excluding doctors) in Gyeonggi Province, and statistical analysis was conducted using SPSS 22.0. First of all, the research results showed a positive impact only on use of emotion among the sub-factors of emotional intelligence in the impact relationship between emotional intelligence perceived by members on self-efficacy. Second, in the impact relationship of emotional intelligence on job satisfaction, which is a sub-factor of emotional intelligence, self-emotion appraisal, others' emotion appraisal, regulation of emotion, and use of emotion all showed positive effects. Third, the effect of members' self-efficacy on job satisfaction was also positive, and fourth, the mediating effect of self-efficacy between emotional intelligence and job satisfaction was also confirmed. Therefore, programs to improve members' emotional intelligence and self-efficacy are introduced and institutional needs are required.

Effects of Entrepreneurship, Social Support and Entrepreneurial Mentoring on Entrepreneurial Intention (기업가정신, 사회적 지지 및 창업 멘토링이 창업의도에 미치는 영향)

  • Hahn, Mie Kyoung;Ha, Kyu Soo
    • The Journal of the Korea Contents Association
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    • v.21 no.10
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    • pp.444-456
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    • 2021
  • Economic abundance and the development of medical technology led to an aging society with an average life expectancy of 100 years, but retiring from the labor market at the age of 65 has become more difficult. This study aims to identify the influence of entrepreneurship, social support, and entrepreneurship mentoring as an effective support method to increase the entrepreneurial intention in order to enhance the entrepreneurial intention as an adult's second career development. In this study, data were collected using questionnaires from 340 adults, but only 319 were selected because 21 were judged to be inappropriate. For statistical analysis, SPSS 18.0 was used, and reliability test, factor analysis, and multiple regression analysis were used for hypothesis testing. The research results are as follows. First, as a result of examining the effects of adult entrepreneurship factors on entrepreneurship, it was found that among entrepreneurship, innovation and initiative had a significant positive (+) effect on entrepreneurship. Second, as a result of examining the effect of social support on entrepreneurial intention, it was found that family support had a significant negative (-) effect on entrepreneurial intention. Third, as a result of examining the effect of entrepreneurship mentoring on entrepreneurial intentions, it was found that role models and mentors had a positive (+) effect on entrepreneurial intentions. Fourth, as for the mediating effect of entrepreneurial efficacy, there were significant mediating effects of innovativeness → entrepreneurial efficacy → entrepreneurial intention, role model → entrepreneurial efficacy → entrepreneurial intention, mentor → entrepreneurial efficacy → entrepreneurial intention.

The Influence of Unmarried Adult Men and Women's Implicit Narcissistic Propensity on the Tolerance of Dating Violence: Focusing on the Mediating Effect of Irrational Relationship Beliefs (미혼 성인남녀의 내현적 자기애 성향이 데이트폭력 허용도에 미치는 영향: 비합리적 관계신념의 매개 효과를 중심으로)

  • Jung, O-Young;Chang, Seok-Jin
    • Journal of Digital Convergence
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    • v.19 no.1
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    • pp.453-463
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    • 2021
  • The purpose of this study was to verify the effect of the implicit narcissism of unmarried men and women in their 20s and 30s on the tolerance of violence in dating and the mediating effect of irrational relationship beliefs. To this end, major variables were measured through survey and statistical analysis was conducted on 215 unmarried men and women in their 20s and 30s who had experience in dating violence. Hierarchical regression was used to analyse the mediated effects of irrational relational beliefs in the relationship between intrinsic self-love propensity and dating violence tolerance, and hypothesis testing showed that introspective self-love affects the tolerance of dating violence. It was also found that irrational relationships were completely intertwined between implicit narcissism and dating violence tolerance. The results of these studies indicate that irrational interrelationships only affect the tolerance of dating violence. The results of this study are suggestive in that it can contribute to the development of counseling and education programs that can prevent dating violence by proving the mediating effect of irrational relationship beliefs about violence tolerance.

A Study on the Policy Direction for the Introduction and Activation of Smart Factories by Korean SMEs (우리나라 중소기업의 스마트 팩토리 수용 및 활성화 제고를 위한 정책 방향에 대한 연구)

  • Lee, Yong-Gyu;Park, Chan-Kwon
    • Korean small business review
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    • v.42 no.4
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    • pp.251-283
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    • 2020
  • The purpose of this study is to provide assistance to the establishment of related policies to improve the level of acceptance and use of smart factories for SMEs in Korea. To this end, the Unified Technology Acceptance Model (UTAUT) was extended to select additional factors that could affect the intention to accept technology, and to demonstrate this. To achieve the research objective, a questionnaire composed of 7-point Likert scales was prepared, and a survey was conducted for manufacturing-related companies. A total of 136 questionnaires were used for statistical processing. As a result of the hypothesis test, performance expectation and social influence had a positive (+) positive effect on voluntary use, but effort expectation and promotion conditions did not have a significant effect. As an extension factor, the network effect and organizational characteristics had a positive (+) effect, and the innovation resistance had a negative effect (-), but the perceived risk had no significant effect. When the size of the company is large, the perceived risk and innovation resistance are low, and the level of influencing factors for veterinary intentions, veterinary intentions, and veterinary behaviors are excluded. Through this study, factors that could have a positive and negative effect on the adoption (reduction) of smart factory-related technologies were identified and factors to be improved and factors to be reduced were suggested. As a result, this study suggests that smart factory-related technologies should be accepted.

The Effects of Depression on Fear of Recurrence and Health-related Quality of Life in Young Adults with Stroke (젊은 뇌졸중 환자의 우울감이 재발염려와 건강관련 삶의 질에 미치는 영향)

  • Yoon, Su-Sie;Han, Sang-Ho
    • Journal of Korea Entertainment Industry Association
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    • v.14 no.4
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    • pp.371-380
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    • 2020
  • This study was conducted to investigate the effects of depression on fear of stroke recurrence and health-related quality of life in Young Adults with Stroke. The subjects of this study were 240 young stroke patients who visited the outpatient department of neurology at a tertiary hospital in C province and J university hospital from July 24, 2018, to November 22, 2018. The collected data were analyzed for statistical significance and hypothesis verification using SPSS 24.0 and SmartPLS 3.0. The results showed that guilt and mental depression in depression factors had an effect on fear of stroke recurrence, and mental depression had a statistically significant impact on health-related quality of life. Also, fear of recurrence has a significant impact on health-related quality of life. The results of this study suggest that overcoming fear of stroke recurrence by interventions that reduce guilt and mental depression through early assessment of their depression, thus it can significantly contribute to improving health-related quality of life in young adults with stroke.