• 제목/요약/키워드: Empirical modeling

검색결과 969건 처리시간 0.027초

2차원 흐름해석모형의 매개변수 최적조합결정 자동화 알고리즘의 개발과 적용 (Development and application of automation algorithm for optimal parameter combination in two-dimensional flow analysis model)

  • 안세혁;신은택;송창근;박성원
    • 한국수자원학회논문집
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    • 제56권spc1호
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    • pp.1007-1014
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    • 2023
  • 천수방정식 기반 흐름해석모형은 하천 및 수로에서의 흐름을 수평 2차원적으로 수치모의하는데 활용되며 매개변수인 와점성계수와 조도계수에 큰 영향을 받는다. 따라서 적절한 매개변수의 선택은 흐름특성을 정확하게 모사하기 위해 매우 중요하다. 본 연구에서는 2차원 흐름해석에 적용되는 매개변수의 최적조합을 찾기 위한 자동화 알고리즘을 개발하고 적용하였다. 기존연구에서 2차원 흐름해석모형을 적용하는 경우 매개변수의 선정에 있어 경험적인 방법을 사용하여 최적의 매개변수를 찾는데 어려움이 있었다. 따라서 본 연구에서는 실험결과를 활용하여 다양한 매개변수의 조합에 따른 오차를 추적하고, 매개변수의 최적조합을 결정할 수 있는 알고리즘을 Python 언어를 이용하여 개발하고 적용하였다. 자동화 알고리즘은 121(11×11)개의 매개변수 조합에 따른 2차원 흐름해석결과 중 유속모의결과의 오차값을 비교하여 가장 정확한 조합을 손쉽게 결정하도록 구성되었다. 오차가 가장 작은 매개변수의 최적조합을 자동화 알고리즘의 적용을 통해 신속하고 간단하게 결정할 수 있다는 측면에서 높은 활용가치가 있을 것으로 기대된다.

택배 서비스 이용자의 프라이버시 침해 경험이 심리와 행동에 미치는 영향에 대한 이해: 태도이론 측면 (Understanding Privacy Infringement Experiences in Courier Services and its Influence on User Psychology and Protective Action From Attitude Theory Perspective)

  • 임세헌;김단종;유현미
    • 경영정보학연구
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    • 제25권3호
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    • pp.99-120
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    • 2023
  • 본 연구는 택배 이용자의 프라이버시 침해 경험이 프라이버시 심리와 행동에 미치는 영향을 조사하였다. 택배 이용자가 프라이버시 침해 경험을 가지고 있는가에 따라, 프라이버시 침해 사건에 대해 학습이 이루어지고, 인지가 형성되고, 감정이 형성되고, 행동이 나타난다. 이러한 택배 이용자의 프라이버시 심리의 변화 과정은 프라이버시 보호 행동 반응을 예측하는데 중요하다. 본 연구에서는 태도이론을 응용해 택배 이용자의 프라이버시 심리를 설명하기 위한 연구의 이론적 프레임워크를 개발하였다. 이 프레임워크에 기반해, 택배서비스 이용자의 프라이버시 침해 경험, 인지된 프라이버시 위험, 프라이버시 염려 (즉, 개인정보 오류에 따른 염려, 비인가된 이차 이용에 따른 염려, 개인정보 수집에 따른 염려, 부적절한 개인정보에 대한 접근 염려), 프라이버시 보호 행동의 관계를 분석하였다. 본 연구에서는 제안된 연구모델에 대해 택배서비스 이용 경험이 있는 사람들을 대상으로 설문조사를 하였고, SMART-PLS 구조방정식 소프트웨어를 이용해 실증분석을 하였다. 본 연구의 실증분석 결과는 택배 이용과정에서의 프라이버시 침해 경험, 프라이버시 위험, 프라이버시 염려, 그리고 프라이버시 보호 행동 사이에는 인과관계가 존재하는 것으로 나타났다. 본 연구결과는 안전한 택배 서비스를 위한 프리이버시 보호 행동 연구에 유용한 이론적 시사점을 제공해 주었고, 더불어 보다 안전한 택배 비즈니스 모델 개발에 유용한 실무적 시사점을 제공해 주었다.

청년 창업의도에 영향을 미치는 요인에 관한 연구 : 창업 멘토링 유무의 차이를 중심으로 (Factors Affecting Intention of Youth Entrepreneurship : A Comparative Study of Mentored vs. Non-Mentored Groups)

  • 이준병;이상직
    • 벤처혁신연구
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    • 제7권1호
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    • pp.201-223
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    • 2024
  • 창업과 관련된 연구는 비교적 활발하게 이루어지고 있는 편이다. 본 연구에서는 비교적 연구가 적은 청년을 대상으로 한 창업과 관련하여 창업의도에 미치는 영향에 대해 실증 분석을 하였다. 특히 창업 멘토링의 역할에 대해 규명하고자 했다. 이를 위해 전국의 청년을 대상으로 설문조사를 하였고 이중 유효한 250부를 구조방정식 검정하였다. 실증분석 결과는 다음과 같다. 직무스트레스, 주관적 규범, 지각된 행동통제는 청년 창업의도에 유의한 정(+)의 영향을 미쳤다. 기술적 제약은 청년 창업의도에 유의한 부(-)의 영향을 미쳤다. 반면 미래불확실성과 실패부담감은 유의성이 검정되지 않았다. 청년 창업의도에 미치는 영향력의 크기는 지각된 행동통제, 직무스트레스, 기술적 제약, 주관적 규범 순이었다. 창업 멘토링을 받지 않은 집단이 창업 멘토링을 받은 집단보다 직무스트레스, 주관적 규범, 기술적 제약이 창업의도에 미치는 영향이 큰 것으로 나타났다. 본 연구 결과는 학술적으로는 PPM(Push-Pull-Mooring)과 TPB(Theory of Planned Behavior)를 결합한 모형의 창업분야 연구의 유용성을 검정한 것이며, 실무적으로는 창업 멘토링은 청년 창업의도에 미치는 부정적인 요소의 영향력을 감소시키는 효과가 있는 것을 밝혔다는데 의의가 있었다.

정부의 R&D 지원과 벤처기업의 스톡옵션제도 활용이 벤처기업의 혁신성과에 미치는 영향 (The Impact of the Government's R&D Support and the Introduction of Stock Options by Venture Companies on the Innovation Achievement of Venture Companies)

  • 김호현;박형준
    • 벤처혁신연구
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    • 제7권1호
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    • pp.17-39
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    • 2024
  • 본 연구는 정부의 R&D 지원과 벤처기업의 스톡옵션제도 활용이 벤처기업의 혁신, 즉 혁신역량 및 혁신성과에 미치는 영향을 분석하고자 하였다. 이를 위해 국내 벤처확인기업을 대상으로 진행된 벤처기업정밀실태조사 자료를 활용해 부분최소제곱 구조방정식모델링(PLS-SEM) 방법으로 실증분석을 실시하였다. 분석 결과, 정부 R&D 지원의 수혜 여부는 벤처기업의 혁신역량 강화에 정(+)의 영향을 미치는 것으로 나타났으며, R&D 지원은 벤처기업의 혁신성과에도 정(+)의 영향을 미치는 것으로 나타났다. 또한 벤처기업의 스톡옵션제도 활용은 기업의 혁신역량 강화에 정(+)의 영향을 미치고, 벤처기업의 혁신성과에도 정(+)의 영향을 미치는 것으로 나타났다. 벤처기업의 혁신역량은 정부의 R&D 지원 및 벤처기업의 스톡옵션제도 활용과 기업의 혁신성과 사이를 유의하게 매개하는 것으로 나타났다. 이러한 분석결과들은 벤처기업의 혁신에 있어서 정부의 R&D 지원과 스톡옵션 제도의 활용이 의미있는 역할을 할 수 있음을 보여주며, 아울러 혁신의 프로세스에서 벤처기업의 혁신역량이 중요한 의미가 있음을 보여준다. 따라서 벤처기업에 대한 R&D 지원의 기조를 꾸준히 이어나가면서 동시에 기업의 역량강화를 지원하는 다면적 정책수단을 투입할 필요가 있으며, 스톡옵션제도의 활성화를 위한 법적·제도적 정비와 정책적 지원이 지속적으로 이루어질 필요가 있을 것으로 보인다.

브랜드배태성과 교차구매의도의 관계에 대한 고객만족의 매개역할 (The Meditating Role of Customer Satisfaction on Relationship between Brand Embeddedness and Cross-Buying Intention)

  • 윤한성;성덕현
    • 산업융합연구
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    • 제22권2호
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    • pp.33-43
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    • 2024
  • 본 연구의 목적은 어떻게 브랜드배태성이 교차구매의도에 영향을 미치는지를 확인하는 것이다. 이와 함께 이들 관계에 고객만족이 매개역할을 하는지를 함께 분석하고자 한다. 이를 위하여 표본은 특정 스마트폰 브랜드를 사용하는 소비자이며, 이들을 대상으로 설문조사하여 258부를 수집하였다. 실증분석은 구조방정식모형과 고객만족의 매개효과를 확인하기 위하여 비모수 붓스트레핑분석을 통한 추가분석을 실시하였다. 그 결과는 다음과 같다. 첫째, 브랜드배태성은 고객만족과 교차구매의도에 긍정적으로 영향을 미치는 것으로 확인하였다. 둘째, 고객만족은 교차구매의도에 긍정적으로 영향을 미치는 것으로 밝혀졌다. 이들 결과와 매개효과분석결과를 종합하면, 고객만족은 브랜드배태성과 교차구매의도에 유의한 매개역할을 하며, 브랜드배태성, 고객만족, 교차구매의도의 관계가 부분매개모형인 것을 보여준다. 또한 브랜드배태성의 교차구매의도에 대한 직접효과가 고객만족을 통한 간접효과보다 큰 것으로 나타났다. 이러한 실증분석 결과는 사회자본으로써 브랜드배태성이 교차구매의도의 선행요인이 될 수 있다는 학문적 가치를 보여준다. 또한 본 연구는 브랜드 실무자가 교차구매를 증대시키기 위하여 브랜드와 관련된 고객의 배태성을 높이는 것은 물론 고객만족의 매개역할을 함께 고려할 필요성을 제안한다.

서비스 종업원의 표면행위가 반생산적 과업행동에 미치는 효과에 관한 연구: 감정소모의 매개효과를 중심으로 (The Effects of Service Employee's Surface Acting on Counterproductive Work Behavior: The Mediating Roles of Emotional Exhaustion)

  • 강성호;최종학;이지애;허원무
    • 유통과학연구
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    • 제14권2호
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    • pp.73-82
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    • 2016
  • Purpose - Counterproductive work behavior(CWB) was typically categorized according to the behavior whether it targets other people(i.e., interpersonal CWB: I-CWB). Employing organizations(i.e., organizational CWB: O-CWB) has emerged as major concerns among researchers, managers, and the general public. An abundance of researches has informed us about the understanding for the antecedents of CWB, whereas little is known about the antecedents of CWB directed distribution service in employee's emotional labor. Therefore, the purpose of this research is to propose a research model in which surface acting enhances emotional exhaustion as an emotional labor strategy, which eventually increases counterproductive work behavior(including I-CWM and O-CWB). Research design, data, and methodology - This empirical research data were gathered from the samples of full time frontline hotel employees(including front office, call center, food/beverage, concierge, and room service) in South Korea. Six hotels were selected ranged from four to five stars, including privately owned and joint-venture properties. A convenience sampling method was used to select hotels. Full time frontline hotel employees from the six hotels were surveyed using a self-administered instrument for data collection. With the strong support of hotel managers, a total of 300 questionnaires were distributed, and 252 responses were collected indicating a response rate of 84.0%. In the process of working with the 252 samples, structural equation modeling is employed to test research hypotheses(H1: The relationship between surface acting and Interpersonal counterproductive work behavior(I-CWB) is mediated by emotional exhaustion, H2: The relationship between surface acting and organizational counterproductive work behavior(O-CWB) is mediated by emotional exhaustion). SPSS 18.0 and M-Plus 7.31 software were used for the data analysis. Descriptive statistics were used to assess the distribution of the employee profiles and correlations between factors. M-Plus 7.31 software was used to test the model fit, validity, and reliability of the factors, significance of the relationship between factors, and the effects of factors in the model. Results - To test our mediation hypotheses, we used an analytical strategy suggested by Preacher & Hayes (2008) and Shrout & Bolger (2002). This mediation approach directly tests the indirect effect between the predictor and the criterion variables through the mediator via a bootstrapping procedure. Thus, it addresses some weaknesses associated with the Sobel test. We found that surface acting was positively related to emotional exhaustion. Furthermore, emotional exhaustion was a significant predictor from the two kinds of counterproductive work behavior. In addition, surface acting was not significantly associated with the two kinds of counterproductive work behavior. These results indicated that the surface acting by frontline hotel employees was associated with higher emotional exhaustion, which is related with higher interpersonal counterproductive work behavior(I-CWB) and organizational counterproductive work behavior(O-CWB). In sum, we confirmed that the positive relationship between surface acting and the two kinds of counterproductive work behavior was fully mediated by emotional exhaustion. Conclusions - The current research broadens the conceptual work and empirical studies in counterproductive work behavior literature by representing a fundamental mechanism that how surface acting affects counterproductive work behavior.

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.

사용자환경의 메타포가 스마트폰 애플리케이션 사용의도에 미치는 영향 (The Effects of Metaphors in the Interface of Smartphone Applications on Users' Intention to Use)

  • 정원진;홍석기
    • Asia pacific journal of information systems
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    • 제24권3호
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    • pp.255-279
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    • 2014
  • It is not too much to say that smartphones have become an essential part of our lives due to their versatility. Nevertheless, they still have less overall capabilities than their desktop counterparts. Specifically, they have small screens and low resolutions, which make their applications difficult to have a usable interface. To account for these limitations, the interface of smartphone applications should be designed carefully and properly. Good interface design to any application is critical. However, a comprehensive information systems (IS) literature review found that there has been little research on the user interface design of smartphone applications. More specifically, there has been little empirical evidence and understanding about how metaphors, an imaginative way of describing objects and concepts, in the user interface of smartphone applications affect users' intention to use the applications. Thereby, the research goals of this study are to examine 1) the effects of the metaphors in the user interface of smartphone applications on the interaction between users and applications and 2) the effects of mediating variables including the interaction between users and applications, users' beliefs and attitudes, on users' intention to use the applications. A survey was conducted to collect data. University students and practitioners participated in the survey. A 24-item questionnaire was developed on a 5-point Likert-type scale. The measurement items were mostly adapted from the previous studies in the IS literature and modified to fit the context of this study. First, a principal component factor analysis was performed to explore the inter-relationships among a set of variables. The analysis showed that most of the items loaded quite strongly on the six components. The analysis also revealed the six components with eigenvalues exceeding 1, explaining a total of 70.7 per cent of the variance. The reliabilities of the items were also checked. Most Cronbach alpha values were above 0.8, so the scales were considered reliable. In sum, the results of the analysis support the decision to retain the six factors for further investigation. Next, the structural model was analyzed with AMOS structural equation modeling. The values of GFI, AGFI, NFI, TLI, CFI, and RMSEA were checked. The values showed that the research model considerably have a good fit in general. Next, the convergent and discriminant validities of all constructs were examined. The values for the standardized regression weights and critical ration (CR) indicated sufficient convergent validity for all constructs. In addition, the square root of the average variance extracted (AVE) of each construct was compared with its correlations with all other constructs. The results supported discriminant validity for all constructs. In sum, the results of analysis demonstrated adequate convergent and discriminant validities for all constructs. Finally, path coefficients between the variables were examined. Methphor was found to have an impact on interaction (${\beta}$ = .457, p = .000). There were also significant effects of the interaction on perceived usefulness (${\beta}$ = .273, p = .000) and ease of use (${\beta}$ = .405, p = .000). User attitude was significantly influenced by these two beliefs, perceived usefulness (${\beta}$ = .386, p = .000) and ease of use (${\beta}$ = .347, p = .000) respectively. Further, the results of analysis found that users' intention to use smartphone applications was significantly influenced by user attitude (${\beta}$ = .567, p = .000). Based upon the analyses, all hypotheses were supported. This study found that the metaphors used in the interface of smartphone applications affect not only the interaction between users and applications, but also users' intention to use the applications through the mediating variables, perceived usefulness and ease of use. These findings imply that if the metaphors used in the user interface of application are easy enough to understand for smartphone users, then the application can be perceived useful and easy to use, which in turn make users to have an intention to use the application. In conclusion, this study contributed not only to validate and extend Technology Acceptance Model (TAM) partially, but also to develop the construct of metaphor in smartphone settings. However, since a single empirical study cannot be enough to validate the findings, some limitations should be considered.

인지된 위험의 유형이 소비자 신뢰 및 온라인 구매의도에 미치는 영향 (The Impact of Perceived Risks Upon Consumer Trust and Purchase Intentions)

  • 홍일유;김우성;임병하
    • Asia pacific journal of information systems
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    • 제21권4호
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    • pp.1-25
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    • 2011
  • Internet-based commerce has undergone an explosive growth over the past decade as consumers today find it more economical as well as more convenient to shop online. Nevertheless, the shift in the common mode of shopping from offline to online commerce has caused consumers to have worries over such issues as private information leakage, online fraud, discrepancy in product quality and grade, unsuccessful delivery, and so forth, Numerous studies have been undertaken to examine the role of perceived risk as a chief barrier to online purchases and to understand the theoretical relationships among perceived risk, trust and purchase intentions, However, most studies focus on empirically investigating the effects of trust on perceived risk, with little attention devoted to the effects of perceived risk on trust, While the influence trust has on perceived risk is worth studying, the influence in the opposite direction is equally important, enabling insights into the potential of perceived risk as a prohibitor of trust, According to Pavlou (2003), the primary source of the perceived risk is either the technological uncertainty of the Internet environment or the behavioral uncertainty of the transaction partner. Due to such types of uncertainty, an increase in the worries over the perceived risk may negatively affect trust, For example, if a consumer who sends sensitive transaction data over Internet is concerned that his or her private information may leak out because of the lack of security, trust may decrease (Olivero and Lunt, 2004), By the same token, if the consumer feels that the online merchant has the potential to profit by behaving in an opportunistic manner taking advantage of the remote, impersonal nature of online commerce, then it is unlikely that the merchant will be trusted, That is, the more the probable danger is likely to occur, the less trust and the greater need to control the transaction (Olivero and Lunt, 2004), In summary, a review of the related studies indicates that while some researchers looked at the influence of overall perceived risk on trust level, not much attention has been given to the effects of different types of perceived risk, In this context the present research aims at addressing the need to study how trust is affected by different types of perceived risk, We classified perceived risk into six different types based on the literature, and empirically analyzed the impact of each type of perceived risk upon consumer trust in an online merchant and further its impact upon purchase intentions. To meet our research objectives, we developed a conceptual model depicting the nomological structure of the relationships among our research variables, and also formulated a total of seven hypotheses. The model and hypotheses were tested using an empirical analysis based on a questionnaire survey of 206 college students. The reliability was evaluated via Cronbach's alphas, the minimum of which was found to be 0.73, and therefore the questionnaire items are all deemed reliable. In addition, the results of confirmatory factor analysis (CFA) designed to check the validity of the measurement model indicate that the convergent, discriminate, and nomological validities of the model are all acceptable. The structural equation modeling analysis to test the hypotheses yielded the following results. Of the first six hypotheses (H1-1 through H1-6) designed to examine the relationships between each risk type and trust, three hypotheses including H1-1 (performance risk ${\rightarrow}$ trust), H1-2 (psychological risk ${\rightarrow}$ trust) and H1-5 (online payment risk ${\rightarrow}$ trust) were supported with path coefficients of -0.30, -0.27 and -0.16 respectively. Finally, H2 (trust ${\rightarrow}$ purchase intentions) was supported with relatively high path coefficients of 0.73. Results of the empirical study offer the following findings and implications. First. it was found that it was performance risk, psychological risk and online payment risk that have a statistically significant influence upon consumer trust in an online merchant. It implies that a consumer may find an online merchant untrustworthy if either the product quality or the product grade does not match his or her expectations. For that reason, online merchants including digital storefronts and e-marketplaces are suggested to pursue a strategy focusing on identifying the target customers and offering products that they feel best meet performance and psychological needs of those customers. Thus, they should do their best to make it widely known that their products are of as good quality and grade as those purchased from offline department stores. In addition, it may be inferred that today's online consumers remain concerned about the security of the online commerce environment due to the repeated occurrences of hacking or private information leakage. Online merchants should take steps to remove potential vulnerabilities and provide online notices to emphasize that their website is secure. Second, consumer's overall trust was found to have a statistically significant influence on purchase intentions. This finding, which is consistent with the results of numerous prior studies, suggests that increased sales will become a reality only with enhanced consumer trust.

WRF-SMOKE-CMAQ(MADRID)을 이용한 한반도 봄철 황사(PM10)의 농도 추정 (An Estimation of Concentration of Asian Dust (PM10) Using WRF-SMOKE-CMAQ (MADRID) During Springtime in the Korean Peninsula)

  • 문윤섭;임윤규;이강열
    • 한국지구과학회지
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    • 제32권3호
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    • pp.276-293
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    • 2011
  • 본 연구에서는 한반도 황사 사례 동안 WRF 기상모델과 SMOKE 배출량모델, CMAQ 및 CMAQ-MADRID 대기질 모델을 이용하여 다양한 황사 발생량 경험식에 대한 $PM_{10}$의 농도를 추정하였다. 특별히 Wang et al.(2000), US EPA 모델, Park and In(2003), GOCART 모델, DEAD 모델의 5가지 황사 발생 경험식이 중국과 몽골 등의 황사 발생량을 추정하기 위해 WRF-SMOKE-CMAQ(MADRID) 모델에 적용되었다. 일기도, 후방궤적 및 위성이미지 분석에 따르면 한반도로의 황사 수송은 절리저기압(위성에서 콤마형 구름)과 관련된 지상 전선의 뒤쪽에서, 그리고 상층 제트류의 발달에 기인한 파의 정체현상과 함께 상층 골에서의 풍속이 하층으로 전이되는 풍하 바람에 의해 생성되었다. 그리고 WRF-SMOKE-CMAQ 모델링 결과, 황사의 시 공간적 분포에 있어서는 Wang et al.(2000)의 경험식이, 평균 편의 및 평균 제곱근 오차에서의 정확도 부분에서는 GOCART 모델의 경험식이 관측값을 보다 잘 모사하는 것으로 나타났다. 또한 Wang et al.의 경험식을 이용한 황사의 연직분포 분석 결과에서 강한 황사 사례(2007년 3월 31에서 4월 1일 $800\;{\mu}g/m^3$ 이상)의 경우는 황사 수송이 한반도 상공 대기 경계층 내를 통과하였기 때문으로, 약한 황사 사례(2009년 3월 16일과 17에 $400\;{\mu}g/m^3$ 이하)의 경우는 황사 수송이 경계층 위를 통과하였기 때문으로 나타났다. 또한 CMAQ 모델과 CAMQ-MADRID 모델에서의 미세먼지($PM_{10}$) 민감도 분석 결과에서는 CMAQ-MADRID 모델이 CMAQ 모델에 비해 한반도를 포함한 동아시아 지역에서 최대 $25\;{\mu}g/m^3$ 정도가 높게 모사되었고, 모델 내 구름 액상과정에 의해서는 최대 $15\;{\mu}g/m^3$ 정도가 제거되는 것으로 나타났다.