• 제목/요약/키워드: PLS (partial least square) structural equation model

검색결과 62건 처리시간 0.031초

수출기업의 혁신활동, 혁신성과, 경영성과 간의 구조적 관계에 관한 연구 (A study on the Structural Relationship among Innovation Activity, Innovation Performance, and Business Performance of Export Firms)

  • 조용현
    • 무역학회지
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    • 제46권5호
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    • pp.195-211
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    • 2021
  • The purpose of this study is to examine the relationship among innovation activities, innovation performance, and management performance of export firms. I first undertake a review of previous studies related to innovation activity, innovation performance, and export firms' innovation. Based on this, I set up a research model and hypotheses. First, The innovation activity is classified into product innovation activity, process innovation activity, and administrative innovation activity. Innovation performance is divided into product quality improvement and cost reduction. And the business performance is regarded as financial performance of export's firms. This study examined whether innovation activity affect innovation performance such as product quality improvement and cost reduction. In addition, I examined whether these innovation performance affects business performance (financial performance). To achieve this, a total of 368 questionnaires are used in this study and PLS (Partial Least Square) was used to analyze structural equation. As a result, this study shows that product innovation activity have a positive effect on product quality improvement, and process innovation activity also have a positive effect on product quality improvement. However, it was found that neither product innovation activity nor process innovation activity had an effect on cost reduction. And it was found that administrative innovation did not affect product quality improvement, but had a positive effect on cost reduction. Also, it was found that quality improvement, which is an innovation performance, did not affect the financial performance of export's firms, and cost reduction, which is an innovation performance, had a positive effect on the financial performance of the export's firms.

Analysing the Influence of Technology on the Business Performance of Rattan Processing SME's in South Kalimantan

  • Wiratmadja, Iwan Inrawan;Govindaraju, Rajesri;Setiawati, Evy
    • Industrial Engineering and Management Systems
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    • 제10권2호
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    • pp.104-108
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    • 2011
  • Technology is one of the major competitive advantages for small and medium enterprises (SME), especially ones operating in the manufacturing sector. Increasing technological capabilities is the basis for SME's business performance improvement. The main problem of SME's is a limitation in the areas of production facilities, technology, and human resources. Some of these constraints cause a decline in business performance and competitiveness of SME's. In this case analysis of technology components has to be carried out to determine the effect of technology on SME's business performance improvement. This study aims to measure the components of technology and to analyze the influence of each technology component on business performance of rattan processing SME's in South Kalimantan. The assessment is carried out on the technoware, humanware, inforware, and orgaware components using the technometric method (UNESCAP). Business performance is measured through a combination of financial and non-financial aspects deducted from financial and marketing figures. Analysis of the influence of technology components on business performance of SME's is done using the Structural Equation Model (SEM) with Partial Least Square software (PLS). Data is collected through interviews and questionnaires from 21 rattan processing SME's in South Kalimantan that produce rattan furnitures. The results show that the value of the contribution of technology (TCC) to the performance of rattan processing SME's in South Kalimantan is still quite low. Analysis of the results shows a direct influence of technoware and humanware on business performance, while orgaware influences business performance indirectly through humanware.

EA 담당조직의 역할과 EA 활용역량이 EA 성과에 미치는 영향에 관한 실증적 연구 (An Empirical Study on the Effects of the Role of EA Operating Unit and EA Utilization Capability on the EA Performance)

  • 박일규;김상훈;서일정
    • 한국IT서비스학회지
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    • 제9권1호
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    • pp.27-42
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    • 2010
  • Recently, many organizations are actively adopting Enterprise Architecture (EA) as a methodology to manage IT assets and build IT-based business system. However, most existing studies on EA have focused on the adoption stage of EA. Now the research concerning effective management and utilization of EA after adopting EA is keenly required. This study intended to empirically examine how the role of EA operating unit and the EA utilization capability of organizational members impact on EA performance at the post-adoption stage of EA. Based on Resource Based View (RBV), this study proposed the model and the hypotheses describing that the impact of the role of EA operating unit on EA performance is mediated by the EA utilization capability of organizational members. In order to test the hypotheses, the field survey whose respondents were seventy four Korean public agencies which have adopted EA was conducted by means of questionnaire. Data analysis was done with partial least square (PLS), which is a structural equation modeling (SEM) technique that uses a component-based approach to estimation. The results of the empirical analyses showed that the organizational operation ability of EA operating unit significantly influenced EA performance via the EA utilization capability of organizational members, but that EA education and training performed by EA operating unit did not. The results of this study provided a lot of theoretical and practical implications regarding EA management activities at the post-adoption stage of EA to enhance EA performance.

통제위치, 조직공정성 그리고 직무만족의 관계에 대한 실증적 연구 (A Study on the Relationship of Locus of Control, Organizational Justice and Job Satisfaction)

  • 박동진;이광희;정장영;문정환
    • 산업경영시스템학회지
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    • 제35권3호
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    • pp.87-94
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    • 2012
  • This study investigates the relationship among locus of control, organizational justice, and job satisfaction. First, this study examines the conceptual structures of organizational justice through field study. Second, organizational justice influences job satisfaction. Third, locus of control influences organizational justice. Literature review identified four factors of organizational justice - distributive, procedural, interpersonal, and informational justice. These identified determinants are expected to have significant relationships with locus of control and job satisfaction. Questionnaires were distributed to 500 members of a manufacturing companies. Among returned questionnaires, 357 samples were used for empirical study. Structural equation analyses based on PLS (partial least square) method were employed to test the hypotheses and the model. The overall adequacy of fit was found to be acceptable. Confirmatory factor analyses supported a 4-factor structure of organizational justice. Distributive, procedural, interpersonal, and informational justice had significant positive effects on job satisfaction. In addition, the effects of locus of control had significant positive effects on organizational justice factors. The results of this study suggest that interpersonal and informational justice should be regarded as important factors of organizational justice to analyze the relationships between locus of control and job satisfaction as well as the relationships among the justice constructs.

How Shipping Company Satisfies Shippers Through Service Quality in South Korea: The Mediation Role of Trust

  • Roh, Taewoo;Park, Keun-Sik;Oh, Yeeun;Noh, Jinho
    • Journal of Korea Trade
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    • 제25권5호
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    • pp.19-38
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    • 2021
  • Purpose - This study aims to verify the direct causal relationship between cost competitiveness and global network competitiveness, which are the tangible service quality factors determined by the shipping company, which in turn affect the shipper's customer satisfaction. Additionally, we empirically investigate the intangible, related service qualities determined by shipping companies, such as operational competitiveness and customer relationship quality, and how these then positively affect customer satisfaction through the formation of trust. Therefore, we examine the mediating effect of trust formation among different contractors for shipping services. Design/methodology - In order to examine the shipping company's tangible and intangible service-qualities perceived by the shipper on customer satisfaction and the process of trust formation between contractors, we collected valid data from 114 respondents out of 200 distributed questionnaires. The respondents consisted of domestic freight forwarders who engage with domestic and international shipping and logistics agencies. Descriptive statistics, confirmatory factor analysis, reliability, convergent and discriminant validities, common method bias, and PLS-SEM (partial least square-structural equation model) were analyzed using the program STATA 16. Findings - The findings of this study are as follows. First, our results showed that all hypotheses assumed in this study had statistically significant supporting evidence. Second, it was found that the mediating effect of trust was significant in affecting the quality of intangible service- qualities for customer satisfaction. Third, through supplementary analysis, we found that the global network competitiveness of domestic shipping companies will increase in importance in the future. In conclusion, the theoretical and practical implications of these findings are presented. Originality/value - This study reaffirmed the traditional causal relationship between customer satisfaction and tangible service quality. Additionally, we also contribute to the literature on the understanding of the causal relationship between trust formation and customer satisfaction through intangible interactions from a long-term perspective.

인터넷 커뮤니티에서 사용자 참여가 밀착도와 지속적 이용의도에 미치는 영향 (A Study on the Effects of User Participation on Stickiness and Continued Use on Internet Community)

  • 고미현;권순동
    • Asia pacific journal of information systems
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    • 제18권2호
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    • pp.41-72
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    • 2008
  • The purpose of this study is the investigation of the effects of user participation, network effect, social influence, and usefulness on stickiness and continued use on Internet communities. In this research, stickiness refers to repeat visit and visit duration to an Internet community. Continued use means the willingness to continue to use an Internet community in the future. Internet community-based companies can earn money through selling the digital contents such as game, music, and avatar, advertizing on internet site, or offering an affiliate marketing. For such money making, stickiness and continued use of Internet users is much more important than the number of Internet users. We tried to answer following three questions. Fist, what is the effects of user participation on stickiness and continued use on Internet communities? Second, by what is user participation formed? Third, are network effect, social influence, and usefulness that was significant at prior research about technology acceptance model(TAM) still significant on internet communities? In this study, user participation, network effect, social influence, and usefulness are independent variables, stickiness is mediating variable, and continued use is dependent variable. Among independent variables, we are focused on user participation. User participation means that Internet user participates in the development of Internet community site (called mini-hompy or blog in Korea). User participation was studied from 1970 to 1997 at the research area of information system. But since 1997 when Internet started to spread to the public, user participation has hardly been studied. Given the importance of user participation at the success of Internet-based companies, it is very meaningful to study the research topic of user participation. To test the proposed model, we used a data set generated from the survey. The survey instrument was designed on the basis of a comprehensive literature review and interviews of experts, and was refined through several rounds of pretests, revisions, and pilot tests. The respondents of survey were the undergraduates and the graduate students who mainly used Internet communities. Data analysis was conducted using 217 respondents(response rate, 97.7 percent). We used structural equation modeling(SEM) implemented in partial least square(PLS). We chose PLS for two reason. First, our model has formative constructs. PLS uses components-based algorithm and can estimated formative constructs. Second, PLS is more appropriate when the research model is in an early stage of development. A review of the literature suggests that empirical tests of user participation is still sparse. The test of model was executed in the order of three research questions. First user participation had the direct effects on stickiness(${\beta}$=0.150, p<0.01) and continued use (${\beta}$=0.119, p<0.05). And user participation, as a partial mediation model, had a indirect effect on continued use mediated through stickiness (${\beta}$=0.007, p<0.05). Second, optional participation and prosuming participation significantly formed user participation. Optional participation, with a path magnitude as high as 0.986 (p<0.001), is a key determinant for the strength of user participation. Third, Network effect (${\beta}$=0.236, p<0.001). social influence (${\beta}$=0.135, p<0.05), and usefulness (${\beta}$=0.343, p<0.001) had directly significant impacts on stickiness. But network effect and social influence, as a full mediation model, had both indirectly significant impacts on continued use mediated through stickiness (${\beta}$=0.11, p<0.001, and ${\beta}$=0.063, p<0.05, respectively). Compared with this result, usefulness, as a partial mediation model, had a direct impact on continued use and a indirect impact on continued use mediated through stickiness. This study has three contributions. First this is the first empirical study showing that user participation is the significant driver of continued use. The researchers of information system have hardly studies user participation since late 1990s. And the researchers of marketing have studied a few lately. Second, this study enhanced the understanding of user participation. Up to recently, user participation has been studied from the bipolar viewpoint of participation v.s non-participation. Also, even the study on participation has been studied from the point of limited optional participation. But, this study proved the existence of prosuming participation to design and produce products or services, besides optional participation. And this study empirically proved that optional participation and prosuming participation were the key determinant for user participation. Third, our study compliments traditional studies of TAM. According prior literature about of TAM, the constructs of network effect, social influence, and usefulness had effects on the technology adoption. This study proved that these constructs still are significant on Internet communities.

대형 유통업체 윤리적 리더십의 선행변수에 관한 연구 : 할인점과 공급업체 간 관계를 중심으로 (A Study on Antecedents of Ethical Leadership of Power Retailers, : Focusing on the Relationship between Discount Stores and Their Suppliers)

  • 김상덕
    • 한국유통학회지:유통연구
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    • 제17권3호
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    • pp.59-92
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    • 2012
  • 본 연구는 최근 인사조직 분야에서 집중적인 조명을 받고 있는 윤리적 리더십을 유통경로 연구에 적용함으로써, 그 동안 그 중요성에 비해 덜 조명되었던 유통경로 내 조직 간 리더십에 대한 이해를 증진시키고자 한다. 특히, 본 연구는 비교적 최근 밝혀지기 시작한 윤리적 리더십의 선행변수에 초점을 맞춤으로 유통경로의 구성원 간 관계에서 윤리적 리더십이 형성되기 위해서는 어떻게 해야 하는 지를 규명하고자 한다. 이를 위해 본 연구는 조직의 성격특성과 관계유지전략이라는 두 가지 이론적 차원의 변수들과 실무자들과의 심층면접을 통해 중요하게 언급된 공급업체 관리활동 변수들을 실증하였다. 국내 6대 할인점에 상품을 공급하는 공급업체 295개 사의 납품 담당자를 대상으로 설문조사를 실시하였고, PLS(Partial Least Square) 구조모형 분석을 통해 분석한 결과, 대형 할인점의 조직특성 중 양심이, 관계유지 전략 중 개방전략, 갈등관리전략, 사회망전략이, 공급업체 관리활동 중 교육훈련과 공정한 보상이 대형 할인점의 윤리적 리더십을 강화하는 것으로 나타났다. 반면, 대형 할인점의 정서적 불안정은 윤리적 리더십을 약화시켰고, 친절성과 보장전략, 조직간 커뮤니케이션은 윤리적 리더십에 유의적인 영향을 미치지 않았다.

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브랜드 애착, 브랜드 네임, 브랜드 이미지 일치성이 태도, 구전 및 재방문의도에 미치는 영향 (The Effects of Brand Attachment, Brand Name, and Brand Image Congruence on Brand Attitude, WOM and Revisit Intentions in the Restaurant Sector)

  • KIM, Eun-Jung
    • 한국프랜차이즈경영연구
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    • 제13권2호
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    • pp.53-66
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    • 2022
  • Purpose: How to build the attitude on brand is very important, because it affects the positive word of mouth and revisit intention. Brand attachment, brand name, and image congruence play important role on consumer behavior in terms of reinforcing consumers' perception of food service companies and differentiating them from competing brands. Following the planned behavior theory, this paper examines the effect of linking brand attitude to word-of-mouth and revisit intentions in the restaurant sector. Research design, data, and methodology: This paper examines the structural relationship among brand attachment, brand name, image congruence, brand attitude, WOM, and revisit intention. In order to test the purposes of this study, research model and hypotheses were developed. The questionnaire items were modified and used according to the content of this study based on previous studies. All constructs were measured by multiple items tested and developed in the previous research. The study is based on the quantitative method and considered 519 questionnaires fulfilled by customers of restaurants. The data were explored employing the partial least square-structural equation modelling (PLS-SEM). Frequency analysis was conducted to identify the general characteristics of the survey subjects. To measure the reliability and validity of the measurement tools, confirmatory factor analysis was conducted. Structural model analysis was conducted to verify the research model. Result: The findings demonstrate that brand attachment and brand name had positive effects on attitude while image congruence did not have. Also, attitude had positive effect on WOM and revisit intention. Conclusions: This study expands the literature about WOM and revisit intentions. This study expands prior research in a similar field to which the theory of planned behavior (TPB) is applied, and reveals that brand attachment, brand name, and brand image congruence play an important role in developing brand attitude that affect revisit intention and WOM. And provide guidelines on how to enhance competitiveness in the restaurant sector based on understanding of linking brand attitude to customer loyalty and repeat business. By putting into practice these suggestions in the restaurant industry, brands can easily build up their attitude and boost a positive WOM and the intention to revisit.

경영자 감성리더십이 팀원의 셀프리더십에 미치는 조절효과에 대한 연구: MZ 세대와의 차이를 중심으로 (Research of the Moderating Effect on Team Members' Self-leadership of the Executive Officer's Emotional Leadership: Focus on the Differences between MZ Generation and the Others)

  • 조찬희;이형용
    • 지식경영연구
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    • 제22권4호
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    • pp.261-282
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    • 2021
  • 워라밸(Work Life Balance)을 중시하는 MZ세대가 조직 구성원이 되면서 목표 달성과 회사 이익 중심의 리더 지향 리더십은 중장기적으로 조직에서 좋은 성과를 내기 힘들어졌다. 회사는 조직 구성원들이 스스로 움직이는 셀프리더십과 구성원들의 직무만족과 조직몰입을 제고할 수 있는 리더십을 강화해야 한다. 하지만 선행연구에서는 팀장, 팀원, 경영자의 리더십을 한꺼번에 연구한 논문이 많지 않았다. 이에 본 연구는 팀장의 서번트리더십이 팀원의 셀프리더십과 조직효과성에 미치는 영향을 분석하였다. 또한 경영자의 감성리더십이 팀장의 서번트리더십과 상호작용을 하여 팀원의 셀프리더십에 조절효과가 있는지를 연구하였다. 또한 MZ세대와 비 MZ세대간의 경로계수에 대한 차이를 검증하였다. 이를 위해 PLS(Partial Least Square) 구조방정식을 이용하여 연구모형을 통계적으로 검증하였다. 온라인으로 직장인 중 357명의 팀원을 대상으로 설문을 수집하였다. 분석 결과 팀장의 서번트리더십은 조직효과성과 팀원의 셀프리더십에 유의한 영향을 미쳤으며, 팀원의 셀프리더십은 조직효과성에 유의한 영향을 끼쳤고 팀장의 서번트리더십과 조직효과성 간에 유의한 매개효과를 나타냈다. 또한 팀장의 서번트리더십과 팀원의 셀프리더십 간의 관계에서 경영자의 감성리더십이 정(+)의 조절 효과가 있었다. MZ세대는 팀장의 서번트리더십이 팀원의 셀프리더십에 긍정적 영향을 주는 경로와 팀원의 셀프리더십이 팀장의 서번트리더십과 조직효과성 사이에서 매개효과가 있는 경로에서 비 MZ세대와 차이가 있었다. 이러한 연구의 결과는 회사 내 경영자, 팀장, 팀원이 각자의 위치에서 조직효과성을 높이는 리더십을 개발할 수 있도록 다양한 이론적, 실무적 시사점을 제시할 것이다.

오픈 소스 개발자들의 참여 의도 강화 기제 및 참여 지속 의도에 관한 연구: 사회 정체성 이론과 조직시민행동 이론에 기반하여 (The Reinforcing Mechanism of Sustaining Participations in Open Source Software Developers: Based on Social Identity Theory and Organizational Citizenship Behavior Theory)

  • 최정홍;최주희;이혜선;황보환;이인성;김진우
    • Asia pacific journal of information systems
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    • 제23권3호
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    • pp.1-23
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    • 2013
  • Open Source Software Development (OSSD) differentiates itself from traditional closed software development in that it reveals its source codes online and allows anyone to participate in projects. Even though its success was in doubt, many of the open collaborative working models produced successful results. Academia started to get interested in how developers are willing to participate even when there are no extrinsic rewards for their efforts. Many studies tried to explain developers' motivations, and the pursuit of ideology, reputation, and altruism are found to be the answers. Those studies, however, focused mostly on how the first contribution is made out of a certain motivation. Nowadays, OSSD reaches at its maturity and 70% of professional developers have used or utilized open source software or code in their works. As the proportion of people experiencing OSS, the accounts from previous studies are expected to be weakened. Also, extant literature fails to explain how the motivation of participating in OSS evolves over time and experiences. Given that changing over time or over experiences is the natural in the perception of motivation, studies in an attempt to understand how the motivation changes or evolves are in need. In this study, we aimed to explain how the perception about OSS from past usage or related experiences leads to the intention to sustain OSS participations. By doing so, we try to bridge the gap between previous studies and the actual phenomenon. We argued that perceived instrumentality about OSS learned from past experiences will first affect the formation of organizational identity towards general OSS community. And once the organizational identity is formed, it will affect the one's following behaviors related to OSS development, most likely to sustain the favoring stance toward OSS community. Our research distinguishes itself from previous one in that it divides the paths from organizational identity formed to the intention to sustain the voluntary helping behaviors, by altruistic and conforming intentions. Drawing on this structural model, we could explain how organizational identity engages in forming the sustaining intention from past experiences, and that the intention to help at individual level and organizational level works at different level in OSS community. We grounded our arguments on Social identity theory and Organizational Citizenship theory. We examined our assumption by constructing a structural equation model (SEM) and had 88 developers to answer our online surveys. The result is analyzed by PLS (partial least square) method. Consequently, all paths but one in our model are supported, the one which assumed the association between perceived instrumentality and altruistic intention. Our results provide directions in designing online collaborative platforms where open access collaboration is meant to occur. Theoretically, our study suggests that organizational citizenship behavior can occur from organizational identity, even in bottom-up organizational settings. More specifically, we also argue to consider both organizational level and individual level of motivation in inducing sustained participations within the platforms. Our result can be interpreted to indicate the importance of forming organizational identity in sustaining the participatory behaviors. It is because there was no direct association between perceived instrumentality from past experiences and altruistic behavior, but the perception of organizational identity bridges the two constructs. This means that people with no organizational identity can sustain their participations through conforming intention from only the perception of instrumentality, but it needs little more than that for the people to feel the intention to directly help someone in the community-first to form the self-identity as a member of the given community.