• Title/Summary/Keyword: Quality Study

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Analysis of Machine Learning Research Patterns from a Quality Management Perspective (품질경영 관점에서 머신러닝 연구 패턴 분석)

  • Ye-eun Kim;Ho Jun Song;Wan Seon Shin
    • Journal of Korean Society for Quality Management
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    • v.52 no.1
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    • pp.77-93
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    • 2024
  • Purpose: The purpose of this study is to examine machine learning use cases in manufacturing companies from a digital quality management (DQM) perspective and to analyze and present machine learning research patterns from a quality management perspective. Methods: This study was conducted based on systematic literature review methodology. A comprehensive and systematic review was conducted on manufacturing papers covering the overall quality management process from 2015 to 2022. A total of 3 research questions were established according to the goal of the study, and a total of 5 literature selection criteria were set, based on which approximately 110 research papers were selected. Based on the selected papers, machine learning research patterns according to quality management were analyzed. Results: The results of this study are as follows. Among quality management activities, it can be seen that research on the use of machine learning technology is being most actively conducted in relation to quality defect analysis. It suggests that research on the use of NN-based algorithms is taking place most actively compared to other machine learning methods across quality management activities. Lastly, this study suggests that the unique characteristics of each machine learning algorithm should be considered for efficient and effective quality management in the manufacturing industry. Conclusion: This study is significant in that it presents machine learning research trends from an industrial perspective from a digital quality management perspective and lays the foundation for presenting optimal machine learning algorithms in future quality management activities.

The Relationship among Fashion Social Media, Information Usage Behavior, and Purchase Intention (패션 소셜미디어 품질, 정보 이용행동, 구매의도 간 관계 연구)

  • Kim, Naeeun;Kim, Mi-Sook
    • The Journal of Industrial Distribution & Business
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    • v.9 no.11
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    • pp.25-38
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    • 2018
  • Purpose - This study aimed to identify the sub-dimensions of fashion social media quality (information quality, social quality, service quality, system quality) and investigate how they affect purchase intention through fashion information use behavior (information acceptance, information diffusion). Research design, data, and methodology - Data collection was carried out twice for systematic verification of the research model. In the first data collection, the reliability and validity of research variables were verified through 238 respondents and questionnaires were revised and supplemented based on their responses. In March 2018, the final survey was conducted from 755 respondents the age of 20 to 49. Using SPSS 23.0, descriptive statistics, exploratory factor analysis, correlation analysis were performed. In order to test hypotheses, structural equational modeling technique was employed using AMOS 23.0. Results - First of all, fashion Social media quality consists of four factors including information quality, social quality, service quality and system quality. Second, fashion Social media information quality, social quality, and system quality were shown to have a positive(+) effect on information acceptance behavior, and social quality, service quality and system quality were shown to have a positive(+) effect on information diffusion behavior. It was also determined that the acceptance and diffusion behaviors of fashion information through fashion Social media had positive(+) influence on purchase intention. Conclusions - This study holds academic significance in its identification of the components of fashion Social media quality and for conducting an empirical analysis on the causal relationship between fashion information acceptance and diffusion behaviors, and purchase intention. The results of this study indicate that fashion involvement is the key factors in determining the quality of Social media, the acceptance of information through Social media, and, by extension, the purchase of fashion products. Practitioners in the fashion industry may use the findings of this study in order to build more effective Social media strategy.

A Study on the Effects of the Port Service Quality on Customer Satisfaction and Performance in Incheon Port (인천항의 서비스품질이 고객만족과 경영성과에 미치는 영향)

  • Kim, SooMan;Choi, HaeSup;Kim, Youn Sung;Yoo, Hong Sung;Yoo, Seuck-Cheun;Kim, Seo-Young
    • Journal of Korean Society for Quality Management
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    • v.40 no.4
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    • pp.543-558
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    • 2012
  • Purpose: The purpose of this study was to propose useful suggestions by analyzing causal effect relationship between port service quality, and customer satisfaction and performance in port industry. Methods: The collected data through the survey were analyzed using multi-regression analysis. The measurement tools used for this study were divided into three dimensions such as internal quality, interaction quality and environmental quality. Results: The results of this study are as follows; regarding the influence of pot service quality dimension on customer satisfaction, it was found that the effects of interaction quality and internal quality were significant and those of environmental quality was not significant on customer satisfaction. It was found that customer satisfaction made statistically significant influence on performance from the investigation of the causal effect relationship between customer satisfaction and performance. Conclusion: Incheon Port needs to act actively paying attention to port facilities, efficient operation, network, cargo recruitment activities, smooth communication and fast handling.

A Study on the Measurement and Improvement of Service Quality using QFD in the Internet Shoppingmall (QFD를 이용한 인터넷 쇼핑몰의 서비스 품질 측정 및 개선에 관한 연구)

  • Jung Sang-Chul;Yoo Hae-Rim;Kim Myeong-Suk
    • Journal of Information Technology Applications and Management
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    • v.11 no.4
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    • pp.181-208
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    • 2004
  • By the developing of Internet. the environments of the company have rapidly been changed. Especially. managers in the Internet shoppingmall have been try to provide excellent e-Services to their customers. e-Service i~ defined comprised of all interactive services that are delivered on the Internet uSing advanced telecommunications. information, and multimedia technologies. but according to study of e-Satisfy. com[2000]. customer service through internet is still neither effective nor efficient and poor service will impact on company's profit but excellent service can improve their value and quality of the service or product. In order to customer-oriented e-Services. this study suggested the QFD linked with e-Service quality model for the Internet shoppingmall service system. which can help determine design characteristics being relevant to customer's e-Service quality requirements. this hybrid model have two stages. In the first stage. we do measure service quality and find priorities of service quality attribute by purchase process. and in the second stage. on the basis of priority of e-Service quality attributes, we find design characteristics to maximize customer satisfaction. From this study, we provide internet shoppingmall managers with the implications for improvement of service quality, measuring quality of e-service, providing design characteristics for customer-oriented service quality.

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A Study on the development quality control by application of QFD and Stage-gate in defense system (QFD 및 Stage-gate 모델을 활용한 국방분야 개발단계 품질관리 방안 연구)

  • Jang, Bong Ki
    • Journal of Korean Society for Quality Management
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    • v.42 no.3
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    • pp.279-290
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    • 2014
  • Purpose: The purpose of this study is to propose adoption of QFD and Stage-gate in order to analyze the quality of korea defense system. Methods: Drawing change data of initial production phase in korea defense system were anlayzed and a practical method was proposed. Results: The results of this study are as follows; Off line Quality Control should be introduced in development phase. Specially, in case of defense system, the best method is QFD(Quality Function Deployment) and Stage-gate process. At first, QFD 1 step defines product planning from VOC(Voice Of Customer), QFD 2 step specifies part planning from product planning, QFD 3 step defines process planning from part planning, QFD 4 step defines production planning from previous process planning. Secondly, Stage-gate process is adopted. This study is proposed 5 stage-gate in case of korea defense development. Gate 1 is located after SFR(System Function Review), Gate 2 is located after PDR(Preliminary Design Review), Gate 3 is located after CDR(Critical Design Review), Gate 4 is located after TRR(Test Readiness Review) and Gate 5 is located before specification documentation submission. Conclusion: Off line QC(Quality Control) in development phase is necessary prior to on line QC(Quality Control) in p roduction phase. For the purpose of off line quality control, QFD(Quality Function Deployment) and Stage-gate process can be adopted.

Determinants of Quality of Financial Information: Empirical Evidence from Cement Sector of Bangladesh

  • Rahman, Md. Musfiqur;Hasan, Md. Mehedi
    • Asian Journal of Business Environment
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    • v.9 no.1
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    • pp.13-20
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    • 2019
  • Purpose - The purpose of this paper is to find out the determinants of the quality of financial information in the financial environment of the cement companies of Bangladesh. Research design, data and methodology - This study considers a total of fifty-eight firm years as the sample from the seven listed cement companies of Bangladesh during the period of 2007 to 2015. This study applies the multivariate regression analysis including the pooled OLS, panel and controlling time. Results - This study finds that profitability and external financing are the two major explanatory variables in determining the quality of financial information. This study also finds that firm size and accrual quality don't have any significant influence on quality of financial information. Conclusion - This study observed that profitability of this sector which is much volatile and prone to be manipulated. Thus, this paper suggests that higher profitability needs more scrutiny while assessing quality of financial information. Finally, this study provides some indications for future research such as considering the listed firms of other sectors of Bangladesh or cross country comparison in different country setting.

The Effect on Consumer Satisfaction through the Quality Characteristics of Consumer Perception for Smart Car Technology (스마트 카 기술에 대한 소비자 지각의 품질특성이 고객만족에 미치는 영향)

  • Back, In Sun;Chang, Seog Ju
    • Journal of Korean Society for Quality Management
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    • v.44 no.3
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    • pp.661-676
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    • 2016
  • Purpose: This study proposes to derive the quality characteristics recognized by the consumer for the smart car. The study contributes to the policy of the country automotive industry. This study confirms the impact on the customer satisfaction from the quality attribute. This study provides the information necessary for the establishment and management strategies of the Korean auto industry. Methods: This study was conducted adequate theoretical research on the subject first. Kano presents a model for the kind of smart car technology. Set the operational definitions for measuring and developing the questionnaire. Subjected to statistical analysis using the collected data, and carry out analysis Kano. It interprets the results of the study on the basis of the data obtained through the analysis. Results: Directly related to safety smart car technology improves customer satisfaction. Conclusion: The quality characteristics are required for user-centric Smart car.

A study on trade show's service quality, customer satisfaction and customer loyalty (무역전시회의 서비스품질, 고객만족 및 고객충성도에 관한 연구)

  • Cho, Yunsil
    • International Commerce and Information Review
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    • v.17 no.3
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    • pp.359-378
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    • 2015
  • This study intends to provide strategic implication for enhancing trade show's competitiveness by analyzing its structural relationships among service quality, customer satisfaction and customer loyalty. In order to measure service quality factors influencing customer satisfaction and customer loyalty, the empirical analysis was conducted on three kinds of service quality (physical environment quality, interaction quality, outcome quality). The study results indicated that all of the physical environment quality, interaction quality and outcome quality had positive impacts on customer satisfaction. In relationship between service quality factors and customer loyalty, interaction quality and outcome quality showed positive impacts on customer loyalty, whereas physical environment quality did not. The customer satisfaction turned out to have positive impact on customer loyalty.

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The empirical study on e-learning quality and its relevant constructs (이러닝 품질과 관련 변인에 대한 실증연구)

  • Lee, Misook
    • Journal of Korean Society for Quality Management
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    • v.45 no.4
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    • pp.917-932
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    • 2017
  • Purpose: This study aims to identify the most important quality construct among system quality, information quality, and service quality, which are integrated as the second-order construct; perceived quality, and to investigate the relationship between perceived quality, learner satisfaction, learner enjoyment, switching cost, and learner loyalty. Method: Data were collected from learners who had taken e-learning course, and the analysis was conducted in two phases. The first phase described demographic characteristics using SPSS23.0; the second phase involved the second order CFA of perceived quality and the analysis of measurement model and structural model through AMOS 23.0. Results: (1) The explanatory power of system quality, information quality, and service quality appears to be almost equal; (2) Perceived quality positively influences only both learner satisfaction and switching cost; (3) Only learner satisfaction positively influences learner loyalty and switching cost negatively influences learner loyalty. Conclusion: Learner enjoyment does not play an important role in this study, which could be extrapolated in regard to the characteristics of sample. The respondents are over high school students, who emphasize on the acquisition of knowledge rather than enjoyment. Additionally, the result implies that respondents show low loyalty in the high switching cost.

Understanding Internet Banking in China : Focused on Process Quality, Outcome Quality, Customer Satisfaction, Reuse and Word of Mouth

  • Kim, Kyoung-Hwan;Jin, Shi;Chang, Young-Il
    • Journal of Information Technology Applications and Management
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    • v.16 no.3
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    • pp.45-58
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    • 2009
  • This paper is an empirical study especially to understand recent Chinese internet banking users' behavior and intentions through the process quality, outcome quality, customer satisfaction, reuse and word of mouth on internet banking service. The results of this study are as follows. First, percieved process quality of internet banking service affects the outcome quality, and both quality have a direct relation to customer satisfaction. It is found that Chinese internet users perceive a difference between process quality and outcome quality of internet banking service. And the reuse of the internet banking is decided by customer satisfaction as well as the word of mouth of the internet banking. For successful internet banking business in China, internet marketers should recognize that the service quality consists of the process quality and the outcome quality, and they should organize a new campaign that takes this information into consideration. And considering the process quality effect, they should pay attention to service process as well as the direct merit of services.. And if an internet banking service properly meets customer demands, internet users would constantly use internet services and would share good experiences with their neighbors. Therefore the result of our study will be of working-level help for financial company in China.

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