• Title/Summary/Keyword: Statistical Methodology

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A Note for 1.5σ Shift of Six Sigma (식스시그마의 1.5σ 이동에 대한 소고)

  • Park, Jong Hun
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.45 no.1
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    • pp.31-40
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    • 2022
  • Six Sigma is a philosophy and systematic methodology for quality improvement. It encourages continuous quality improvement efforts to achieve the ideal goal of 6σ. Sigma(σ) is a statistic representing the standard deviation of the normal distribution, and 6σ level means a level where the tolerance of the specification is six times the standard deviation of the process distribution. In terms of the defective rate, the 6σ level achieves the 0.002 defectives per one million units. However, in the field, the 6σ level is used in the sense of achieving 3.4 defects per one million opportunities, which shows a large gap from the 6σ level in the statistical viewpoint. This is because field practitioners accept a 1.5σ shift of the mean of process when calculating the defective rate under sigma level. It said that the acceptance of 1.5σ shift of the mean is from experience, but there is no research or theoretical explanation to support it logically. Although it is a non-scientific explanation based on experience, considering that there has been no objection to the 1.5σ shift for a long time and it is rather accepted, it is judged that there is a reasonable basis for the 1.5σ shift. Therefore, this study tries to find a reasonable explanation through detective power of control chart via the run-rules to the 1.5σ shift empirically recognized by practitioners.

Climate Change and Gender Inequality in Taiwan's Green Industry: Why is Female Competency Development Mattered?

  • KIM, Hae Na;HSU, Yun-Hsiang
    • East Asian Journal of Business Economics (EAJBE)
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    • v.10 no.1
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    • pp.35-45
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    • 2022
  • Purpose - In spite of the growing importance of Taiwanese green industry, most of employees who work in this industry in Taiwan are dominated by males. Only a few females are working in this industry and their wage is lower. This research is applying role congruity theory which explains why females share only a small portion in Taiwan's green industry. This study addresses a research question, "How has the gender inequality and discrimination been reflected in the occupation structure of Taiwan's green industry? How has this gender occupation structure influenced females in the green industry?" Research design, data, and methodology - To find out the impact of gender role in the green industry, the dataset of the 2015 Taiwan Social Change Survey is used. Using STATA, t test has been implemented to address our research question with three hypotheses. Result -All of hypothesis were all supported. It is found there is a statistical difference in stereotypical thinking between female who work in the green industry and the non-green industry of Taiwan. The limited female representation in the green industry of Taiwan influences job matching and job satisfaction significantly. Conclusion - This study suggests the Taiwanese government should encourage STEM education for females and provide more relevant vocational education and training particularly for females' competency development in the green industry. By providing vocational education and training to meet the skill needs of greener economy resilient to climate change, Taiwan's green industry will grow further and will overcome gender inequality and discrimination.

How Korean Retailers Expand Private Label Markets Abroad: Evidence from the Chinese Fresh Food Market

  • Jing-Jing Yang;Tae-Won Kang
    • Journal of Korea Trade
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    • v.26 no.5
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    • pp.106-124
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    • 2022
  • Purpose - The increasing share of Korean private label products (PLPs) in the domestic market helped generate lucrative revenue. In recent years, major South Korean retailers have begun to cast their sights on overseas markets and actively export their PLPs. In China, the proportion of private label fresh food (PLFF) is gradually expanding amid the development of the new retailing model. A profound understanding of the relationship between private label fresh produce and purchase intention may be the answer to helping Chinese retailer private labels expand supply chains in Korea. This study, taking Chinese retailers as an example, examines the impacts of selection factors of private label fresh food and perceived value on purchase intention. Apart from that, the relationship between the selection factors and purchase intention will be analyzed with perceived value as a mediator. Design/methodology - This work aims to empirically analyze the purchase intention of private label fresh food using statistical analysis. In this study, a hypothetical causal model consisting of 6 latent variables and 24 measured variables is developed based on the literature review. To validate the research hypotheses and the research model, SPSS23.0/AMOS23.0 is used to analyze factors such as validity and reliability, as well as structural equation modeling. Findings - The hypothetical model established in this study is of general applicability. In respect to PLFF, perceived value, while significantly influencing purchase intention in combination with four selection factors (perceived quality, perceived price, brand trust, and store image), mediates partially between the first three factors and purchase intention, which rules out the impact and mediating effect of store image on purchase intention. Originality/value - These research results, as helpful insights into the present circumstances of Chinese PLFF in the domestic market, provide useful information and guidance for Korean retailers and service providers to innovate production and service, as well as develop marketing and promotion strategies, so that they can shift private label goods with advantages from domestic demand to export, thus increasing overseas profitability. Further, this work will also contribute to relevant research.

Effect of Economic Freedom on the Facilitation of FDI Inflows: Focus on the Direct and Moderating Effect by the Stage of Economic Development (경제적 자유가 외국인직접투자 촉진에 미치는 영향: 경제발전단계별 직접효과와 조절효과를 중심으로)

  • Moo-Soo Kim;Chan-Hee Lee
    • Asia-Pacific Journal of Business
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    • v.13 no.4
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    • pp.25-43
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    • 2022
  • Purpose - This study is to investigate the direct and moderating effect of intangible variable like economic freedom to facilitating factors on FDI(foreign direct investment) inflows and the difference of facilitating factors by the stage of economic development. Design/methodology/approach - Fixed-effect panel regression analysis with 19-year macro economic data from 2000 to 2019 including economic freedom index from Fraser Institute in 13 developed and 15 developing countries was used. Research implications or Originality - In analysis of direct effect of 5 sectors in economic freedom, the influence of economic freedom was shown weaker than other macro economic factors on FDI inflows, which indicates that actual development of economic factors are more important. The effect of economic freedom on FDI inflows at the stage of economic development differed. In developed countries, human capital, GDP, export, free trade and regulation affected FDI inflows in decreasing order, as did human capital, GDP, consumption expenditure, export, investment expenditure, government expenditure, free trade and sound money in developing countries. In analysis of moderating effect of economic freedom, a domestic and international market size, a flexible labor market which can provide a cheaper good human resources and government expenditures for improving social infrastructure under free economic environment facilitated FDI inflows. However, the statistical significance of moderating effect on export was not shown, which indicates that economic freedom policy itself without actual improvement of exports could not attract FDI inflows.

A Study on the Development of Stress Testing Model for Korean Banks: Optimal Design of Monte Carlo Simulation and BIS Forecasting (국내은행 스트레스테스트 모형개선에 관한 연구: 최적 몬테카를로 시뮬레이션 탐색과 BIS예측을 중심으로)

  • Chaehwan Won;Jinyul Yang
    • Asia-Pacific Journal of Business
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    • v.14 no.1
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    • pp.149-169
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    • 2023
  • Purpose - The main purpose of this study is to develop the stress test model for Korean banks by exploring the optimal Monte Carlo simulation and BIS forecasting model. Design/methodology/approach - This study selects 15 Korean banks as sample financial firms and collects relevant 76 quarterly data for the period between year 2000 and 2018 from KRX(Korea Excange), Bank of Korea, and FnGuide. The Regression analysis, Unit-root test, and Monte Carlo simulation are hired to analyze the data. Findings - First, most of the sample banks failed to keep 8% BIS ratio for the adverse and severely Adverse Scenarios, implying that Korean banks must make every effort to realize better BIS ratios under adverse market conditions. Second, we suggest the better Monte Carlo simulation model for the Korean banks by finding that the more appropriate volatility should be different depending on variables rather than simple two-sigma which has been used in the previous studies. Third, we find that the stepwise regression model is better fitted than simple regression model in forecasting macro-economic variables for the BIS variables. Fourth, we find that, for the more robust and significant statistical results in designing stress tests, Korean banks are required to construct more valid time-series and cross-sectional data-base. Research implications or Originality - The above results all together show that the optimal volatility in designing optimal Monte Carlo simulation varies depending on the country, and many Korean banks fail to pass sress test under the adverse and severely adverse scenarios, implying that Korean banks need to make improvement in the BIS ratio.

The Influence of Risk-Taking Propensity and Personality Characteristics on Entrepreneurship Intention of Chinese College student: Focused on The Moderating Effect of Entrepreneurship Education (중국 대학생의 위험감수성과 성격5요인의 창업의도에 미치는 영향 창업교육의 조절효과)

  • Kaifeng Wen;Moon-Hong Kim
    • Asia-Pacific Journal of Business
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    • v.14 no.1
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    • pp.93-112
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    • 2023
  • Purpose - Due to the outbreak and spread of COVID-19, companies have reduced their hiring needs in the short term, reducing employment opportunities for most university students and putting pressure on their employment since 2019. This study aims to improve university students' employment options and increase the possibility of entrepreneurship. Design/methodology/approach - In this study, a research survey is conducted on 4-year Chinese university students who have received entrepreneurship education courses, and statistical tests are conducted using SPSS 26.0 and PROCESS 3.3 model 1. The main focus of the study is on the effects of risk perception and five personality factors on entrepreneurial intentions of Chinese university students and the effect of entrepreneurship education on the moderation of entrepreneurial intentions. Findings - The results of the study show that the risk perception of Chinese university students have a significant effect on the will to start a business. Five personality factors have a significant effect on entrepreneurial intentions. Entrepreneurship education has a moderating role in the relationship between risk perception and entrepreneurial intention, and the entrepreneurship education support has a moderating role in the relationship between the influence of five personality factors and entrepreneurial intentions. Research implications or Originality - The results of the study reveal that Chinese university students' exposure to entrepreneurship education support positively influenced entrepreneurial intentions. Such results imply that university students gain information and knowledge related to entrepreneurship through the entrepreneurship education support, which leads to positive perceptions and motivation towards entrepreneurship.

Efficiency Analysis of Specialists by Medical Specialty using Activity-Based Costing Data: Using the DEA-CCR model and SBM model (활동기준 원가 자료를 활용한 과별 전문의의 효율성 분석 : DEA-CCR 모형과 SBM 모형을 이용)

  • Do Won Kim;Tae Hyun Kim
    • Korea Journal of Hospital Management
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    • v.28 no.2
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    • pp.44-65
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    • 2023
  • Purposes: As super-aging population and low fertility rates are threatening the sustainability of the National Health Insurance funds, enhancing the efficiency of hospital management is paramount. In the past, studies analyzing the efficiencies of hospitals primarily made inter-hospital comparisons, but it is important to assess hospitals' internal efficiency and develop improvement measures in order to attain practical improvements in hospital efficiencies. The purpose of this study is to analyze the efficiencies of specialists by medical specialty in a hospital in order to provide foundational data for efficient hospital management. Methodology/Approach: We used the activity-based costing (ABC) data and hospital statistical data from one tertiary hospital in Seoul to analyze the efficiency of specialists by medical specialty. Efficiency was analyzed and compared among specialists using the data envelopment analysis developed by Charnes, Cooper, and Rhodes (DEA-CCR) model and the slacks-based measure (SBM) models. The input variables were labor cost, material cost, and operational expenses, and the output variables were the number of outpatients, number of inpatients, outpatient revenue, and inpatient revenue. Findings: First, there was a marked deviation in efficiency across specialists. Second, there was a marked deviation in efficiency across medical specialties. Third, there was little difference in efficiency according to the specialist's sex, age, and job position. Fourth, the SBM model produced more conservative results and better explained efficiency parameters than the CCR model. Practical Implications: The efficiency of a specialist was more influenced by their medical specialty than their personal characteristics, namely sex, age, and job position. Therefore, Further research is needed to analyze the efficiencies of each subspecialty and identify factors that contribute to the variations in efficiencies across medical specialties, such as clinical practices and fee structures.

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The Effects of Psychological Ownership of Franchise Corporate on Performance and Customer Orientation (프랜차이즈 기업의 조직과 직무에 대한 심리적 소유감이 성과 및 고객지향성에 미치는 영향)

  • Lee, Jung-Un
    • The Korean Journal of Franchise Management
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    • v.8 no.3
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    • pp.7-16
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    • 2017
  • Purpose - Recently, as the franchise market has grown rapidly and competition has intensified, the creation of competitive advantage by companies has become important as a corporate survival strategy. Based on previous studies, this study proposed a theoretical framework for the structural relationship between psychological ownership (organization and job), job performance, and customer orientation. Research design, data, and methodology - This research examines the structural relationship between psychological ownership, job performance, and customer orientation in terms of employees. More specifically, in this model, psychological ownership consists of two sub-dimensions of organization and function. Research models and hypotheses have been developed for this purpose. A total of 409 respondents responded via surveys. 2 out of 409 respondents have been removed and a total of 407 were used for this study. The data were analyzed using frequency analysis, confirmatory factor analysis, correlation analysis, and structural equation modeling with SPSS 21.0 and Amos 21.0 statistical program. Result - The results of the study are as follows. First, psychological ownership (organization and job) has a statistically significant positive effect on job performance. Second, psychological ownership of the job has a statistically significant positive effect on customer orientation. On the other hand, psychological ownership did not have a significant effect on customer orientation. Conclusions - The implications of this study are following as: From the theoretical point of view, this study distinguishes the psychological ownership of employees of a franchise corporate into two dimensions, organization and job, rather than a single dimension. Based on this, we examined the effect of psychological proprieties on job performance and customer orientation. This study also provides several implications. In a fiercely competitive franchise market, it is very important to analyze your employees to gain a competitive advantage over other competitors. It is meaningful to study the employees who work in the franchise. In addition, psychological ownership is an important variable that enhances job performance and leads to customer orientation, so the company needs to pay attention. Therefore, it needs to develop an internal marketing strategy that promotes psychological ownership.

The Effects of Franchise CEO's Innovation and CSR Passion, and Customer Orientation on Perceived Service Quality, Customer Affection, and Commitment (프랜차이즈 기업가의 혁신 열정, 사회적 책임열정, 고객 지향성이 서비스 품질, 고객애정, 그리고 몰입에 미치는 영향)

  • Han, Sang-Ho;Park, Heung-Jin
    • The Korean Journal of Franchise Management
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    • v.9 no.2
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    • pp.17-29
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    • 2018
  • Purpose - The environment surrounding the franchise industry in recent years is a big threat to the franchise business. In this perspective, this study examines the effect of franchise CEO's Innovation, CSR Passion, and customer orientation(CO) on customers' perceived service quality(PSQ), affection, and commitments in the context of food-service franchise industry. This study suggests the guidelines on how franchisor uses their passion and customer orientation on customer to maintain and increase the commitments. Research design, data, and methodology - In order to achieve these purposes, research model and hypotheses were developed. Out of 500 respondents received through online survey, 449 respondents were used, because of 51 incomplete respondents. The data were analyzed using frequency analysis, confirmatory factor analysis, correlation analysis, and structural equational modeling with SPSS 23.0 and AMOS 23.0 statistical program. Result - The results of the study are as follows. First, innovation passion has a significant impact on PSQ and customer affection. And CSR passion have a significant impact on PSQ. Second, customer orientation has a significant impact on PSQ and customer affection. Third, PSQ has a significant impact on customer affection and sustainable commitment. Fourth, customer affection has a significant impact on behavioral commitment. Fifth, behavioral commitment has a significant impacts on sustainable commitment. Conclusions - The implications of this study are following as: Restaurants franchisor and CEOs should have a passion for innovation to continuously identify consumer needs and develop new menus and services that meet their needs. Second, franchisor and CEOs need to demonstrate the importance of creating the right environment, creating a fair business, and trying to create products in a given environment. Finally, franchisor and CEOs should demonstrate how to build relationships with customers and how to maintain positive feelings. In addition, it is necessary to appeal to the customers with enthusiasm and a customer-oriented tendency of the entrepreneur of the franchise head office in order to maintain the relationship with the customer and feelings.

Advertising effects of non-human attributes of chicken franchise TV advertisement: Focusing on the recent advertisement of K chicken (치킨프랜차이즈 TV광고의 비인적 속성에 따른 광고효과: 최근 K치킨의 광고 효과를 중심으로)

  • Cho, Hee-Young;Cho, Kyoung-Seop
    • The Korean Journal of Franchise Management
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    • v.9 no.1
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    • pp.17-25
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    • 2018
  • Purpose - This study was to investigate the effect of advertising attributes on advertising attitude, brand equity, and advertising effect of TV commercials of chicken franchise brand, which is one of the most popular food service brand in recent years. Research design, data, and methodology - This study aims to see the effect of advertising attributes on advertising effectiveness and the mediating effects of advertising attitude and brand equity. A total of 200 questionaire was collected, 15 respondents were discarded due to missing information. Therefore, a total of 185 respondents were used for this study. The data were analyzed using frequency analysis, confirmatory factor analysis, correlation analysis, three-step mediation regression analysis, and path analysis with SPSS 24.0 and AMOS 24.0 statistical program. Result - The results of the study are as follows. First, the effect of brand attitude on brand attitude and brand equity, brand equity and advertising effect on brand attitude, and brand equity on advertising effect were statistically significant. As a result of the mediating effect test, it was confirmed that the attitude of the ad and the brand equity mediates partly between the ad property and the advertisement effect. Conclusions - As a result of the study, it is suggested that the informativeness and notableness affect the consumers among the advertisement attributes, so that it is necessary to be able to convey the accurate information more clearly to the consumers when composing the contents of the advertisement. In other words, in the case of the advertisement of the chicken franchise brand corporation, it will be an effective advertisement campaign if it continuously transmits the correct advertisement message to the consumers in association with the brand.