• 제목/요약/키워드: PLS.

검색결과 1,848건 처리시간 0.024초

Application of AutoFom III equipment for prediction of primal and commercial cut weight of Korean pig carcasses

  • Choi, Jung Seok;Kwon, Ki Mun;Lee, Young Kyu;Joeng, Jang Uk;Lee, Kyung Ok;Jin, Sang Keun;Choi, Yang Il;Lee, Jae Joon
    • Asian-Australasian Journal of Animal Sciences
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    • 제31권10호
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    • pp.1670-1676
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    • 2018
  • Objective: This study was conducted to enable on-line prediction of primal and commercial cut weights in Korean slaughter pigs by AutoFom III, which non-invasively scans pig carcasses early after slaughter using ultrasonic sensors. Methods: A total of 162 Landrace, Yorkshire, and Duroc (LYD) pigs and 154 LYD pigs representing the yearly Korean slaughter distribution were included in the calibration and validation dataset, respectively. Partial least squares (PLS) models were developed for prediction of the weight of deboned shoulder blade, shoulder picnic, belly, loin, and ham. In addition, AutoFom III's ability to predict the weight of the commercial cuts of spare rib, jowl, false lean, back rib, diaphragm, and tenderloin was investigated. Each cut was manually prepared by local butchers and then recorded. Results: The cross-validated prediction accuracy ($R^2cv$) of the calibration models for deboned shoulder blade, shoulder picnic, loin, belly, and ham ranged from 0.77 to 0.86. The $R^2cv$ for tenderloin, spare rib, diaphragm, false lean, jowl, and back rib ranged from 0.34 to 0.62. Because the $R^2cv$ of the latter commercial cuts were less than 0.65, AutoFom III was less accurate for the prediction of those cuts. The root mean squares error of cross validation calibration (RMSECV) model was comparable to the root mean squares error of prediction (RMSEP), although the RMSECV was numerically higher than RMSEP for the deboned shoulder blade and belly. Conclusion: AutoFom III predicts the weight of deboned shoulder blade, shoulder picnic, loin, belly, and ham with high accuracy, and is a suitable process analytical tool for sorting pork primals in Korea. However, AutoFom III's prediction of smaller commercial Korean cuts is less accurate, which may be attributed to the lack of anatomical reference points and the lack of a good correlation between the scanned area of the carcass and those traits.

구조방정식을 이용한 초고속 국가망 서비스의 고객만족도 평가체계 개발 (Structural Equation Model for Korea Internet Infrastructure Customer Satisfaction Index(KIICSI))

  • 신선영;신상철;문태희;손소영
    • 한국정보과학회논문지:정보통신
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    • 제32권2호
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    • pp.220-235
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    • 2005
  • 인터넷 서비스에 대한 수요가 양적 팽창에서 서비스의 고품질화 둥에 질적 변화 단계로 전환함에 따라 각 인터넷 서비스 제공 사업자들은 보다 높은 기대 수준을 요구하는 고객들을 유치하기 위해 차별화된 품질서비스를 제공하는 등, 다방면으로 노력하고 있다. 이런 시장 환경에 비추어볼 때, 30,000여 개의 공공기관에 1995년부터 초고속 국가망 서비스를 제공하고 있는 한국전산원에서도 국가망 이용기관에게 보다 높은 품질의 서비스를 제공하여 고객만족도를 제고할 수 있는 방안에 대한 검토가 필요하다. 그러나 초고속 국가망 사업은 한국전산원이 전담기관으로서 사업을 총괄하고 일부 사업자에게 투자하는 방식으로 사업을 이끌어 나가는 NP(Network Provider)와 SP(Service Provider)가 다른 모델을 가지고 있다. 따라서 고객만족도의 개선을 위해서는 서비스 공급자인 한국전산원과 네트워크를 구축하는 사업자가 구현한 네트워크 서비스 품질에 대한 고객만족도와 실제 이용기관에서 받고 있는 서비스 품질에 대한 고객만족도에 대한 명확한 측정과 조사를 바탕으로 한 전략적 방향제시가 필요하다. 본 연구에서는 구조방정식을 이용하여 초고속 국가망을 이용하는 기관 성격별로 구분하여 고객만족지수를 산출하고, 이에 대한 비교를 바탕으로 초고속 국가망 서비스에 대한 고객만족도 지수를 일반화한 KIICSI(Korea Internet Infrastructure Customer Satisfaction Index)를 제시하였다. 더불어 고객 그룹별로 만족도 향상을 위한 전략적 정책방안도 제시함으로 초고속 국가망의 고객만족도 평가체계 발전이 기대된다.

관계적과 강제적 영향전략이 본사 신뢰에 미치는 영향 : 영업사원 신뢰의 매개역할 (Effects of Relational and Mandatory Influence Strategies on Sales Representatives and Headquarter Trust)

  • 이창주;이필수;이용기
    • 유통과학연구
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    • 제14권6호
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    • pp.53-63
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    • 2016
  • Purpose - This study examines the effects of the influence strategies on sales representative and headquarter trust, and investigates how sales representative trust plays a mediating role in the relationship between influence strategies and headquarter trust. For these purposes, a structural model which consists of several constructs was developed. In this model, influence strategies that consist of relational influence strategies (information exchange, recommend, promise) and mandatory influence strategies (legal plea, request, threat) were proposed to affect the sales representative trust and in turn, increase the headquarter trust. Thus, this study proposed that sale representative trust plays a core mediating role in the relationship between relational and mandatory influence strategies and headquarter trust in B2B food materials distribution context. Research design, data, and methodology - For these purposes, the authors collected the data from 208 B2B specialized complex agents. We used the 2,200 B2B specialized complex agents which trade with CJ, Ottogi, and Daesang firms and supply food materials to restaurant, school cafeteria, supermarket and traditional market as a sample frame. Once we identified 330 B2B specialized complex agent owners, CEOs, and/or Directors who had agreed to participate in this study, we dropped off a questionnaire at each B2B specialized complex agent and explained the purpose of this study. The survey was conducted from October 1, 2015 to December 15, 2015. A total of 230 questionnaires were collected. Of these collected questionnaires, 28 questionnaires excluded since they had not been fully completed. The data were analyzed using frequency test, reliability test, measurement model analysis, and structural equation modeling with SPSS and SmartPLS 2. Results - First, information exchange, recommendation, and promise of relational influence strategies had positive effects on sales representative trust. The threat of mandatory influence strategies had a negative effect on sales representative trust, but legal plea and request did not have a significant effect on sales representative trust. Second, information exchange and recommendation of relational influence strategies had positive effects on headquarter trust, but promise did not. Also, legal plea, request, and threat of mandatory influence strategies did not have a significant effect on headquarter trust. Third, this findings show that sales representative trust plays a partial mediator between information exchange and headquarter trust, and threat and headquarter trust, and a full mediator between promise and headquarter trust, and recommendation and headquarter trust. Conclusions - The aim of this study was to examine the effects how diverse dimensions of relational and mandatory influence strategies relate to sales representative trust and headquarter trust. To do so, we integrated the influence strategies and the trust transfer theory to hypothesize that various influence strategies increase sales representative and headquarter trust. The findings of this study suggest that headquarter firms should establish and enforce proper influence strategies guidelines to make clear what proper actions sales representatives should implement in relationship with B2B specialized complex agents. Also, relational and mandatory influence strategies must be regarded as a long-term and ongoing strategy that eventually build a long-term orientation with B2B specialized complex agents and guarantee a company's sustainable growth and success.

SNS 활용 요인이 학습자의 태도와 성과에 미치는 영향 연구: 대학 수업을 중심으로 (A Study on the Effect of Affecting Factors of SNS on Learner's Attitude and Performance: Focused on University Class)

  • 전병호
    • 디지털융복합연구
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    • 제15권5호
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    • pp.27-36
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    • 2017
  • SNS는 의사소통의 도구 뿐 아니라 대학 교육에까지 스며들고 있으며, SNS의 효과적인 활용을 위해 다양한 교수학습 모형과 방법에 대한 시도가 이뤄지고 있다. 이러한 맥락에서 본 연구는 대학 수업에서의 SNS 활용이 학습자의 태도, 지속적 이용 의도 및 성과에 미치는 영향을 실증적으로 분석하고자 하는 것이다. 기존 연구를 토대로 매체활용 효능감, 교육적 기대가치, 주관적 규범, 습관, 즐거움을 학습자의 SNS 활용 요인으로 도출하였다. 수도권 대학생을 대상으로 한 설문조사를 통해 실증분석을 실시하였다. Smart PLS를 이용한 구조방정식 분석 결과에 따르면 교육적 기대가치, 주관적 규범, 즐거움은 SNS 활용에 대한 학습자의 태도에 유의한 영향을 미치는 것으로 나타났지만 매체활용 효능감과 습관은 그렇지 않은 것으로 나타났다. 학습자의 태도는 향후 지속적인 이용 의도와 학습 성과에 유의한 영향을 미치는 것으로 나타났다. 대학 수업에서의 SNS의 활용은 학습자의 긍정적 태도를 야기하고 나아가 성적에도 영향을 미친다는 사실을 확인할 수 있었다. 본 연구의 결과를 통해 대학 교육 환경에서 SNS 활용에 대한 지침을 제공해 줄 수 있을 것으로 기대된다.

THE NONDESTRUCTIVE MEASUREMENT OF THE SOLUBLE SOLID AND ACID CONTENTS OF INTACT PEACH USING VIS/NIR TRANSMITTANCE SPECTRA

  • Hwang, I.G.;Noh, S.H.;Lee, H.Y.;Yang, S.B.
    • 한국농업기계학회:학술대회논문집
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    • 한국농업기계학회 2000년도 THE THIRD INTERNATIONAL CONFERENCE ON AGRICULTURAL MACHINERY ENGINEERING. V.II
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    • pp.210-218
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    • 2000
  • Since the SSC(soluble solid contents) and titratable acidity of fruit are highly concerned to the taste, the need for measuring them by non-destructive technology such as NIR(Visual and Near-infrared) spectroscopy is increasing. Specially, in order to grade the quality of each fruit with a sorter at sorting and packing facilities, technologies for online measurement satisfying the tolerance in terms of accuracy and speed should be developed. Many researches have been done to develop devices to measure the internal qualities of fruit such as SSC, titratable acidity, firmness, etc. with the VIS(Visual)/NIR(Near Infrared) reflectance spectra. The distributions of the SSC, titratable acidity, firmness, etc. are different with respect to the position and depth of fruit, and generally the VIS/NIR light can interact with fruit in a few millimeters of pathlength, and it is very difficult to measure the qualities of inner flesh of fruit. Therefore, to measure the average concentrations of each quality factor such as SSC and titratable acidity with the reflectance-type NIR devices, the spectra of fruit at several positions should be measured. Recently, the interest about the transmittance-type VIS/NIR devices is increasing. NIR light can penetrate through the fruit about 1/10-1/1,000,000 %. Therefore, very intensive light source and very sensitive sensor should be adopted to measure the transmitted light spectra of intact fruit. The ultimate purpose of this study was to develop a device to measure the transmitted light spectra of intact fruit such as apple, pear, peach, etc. With the transmittance-type VIS/NIR device, the feasibility of measurement of the SSC and titratable acidity in intact fruit cultivated in Korea was tested. The results are summarized as follows; A simple measurement device which can measure the transmitted light spectra of intact fruit was constructed with sample holder, two 500W-tungsten halogen lamps, a real-time spectrometer having a very sensitive CCD array sensor and optical fiber probe. With the device, it was possible to measure the transmitted light spectra of intact fruit such as apple, pear and peach. Main factors affecting the intensity of transmitted light spectra were the size of sample, the radiation intensity of light source and the integration time of the detector. Sample holder should be designed so that direct light leakage to the probe could be protected. Preprocessing method to the raw spectrum data significantly influenced the performance of the nondestructive measurement of SSC and titratable acidity of intact fruit. Representative results of PLS models in predicting the SSC of peach were SEP of 0.558 Brix% and R2 of 0.819, and those in predicting titratable acidity were SEP of 0.056% and R2 of 0.655.

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Estimating Moisture Content of Cucumber Seedling Using Hyperspectral Imagery

  • Kang, Jeong-Gyun;Ryu, Chan-Seok;Kim, Seong-Heon;Kang, Ye-Seong;Sarkar, Tapash Kumar;Kang, Dong-Hyeon;Kim, Dong Eok;Ku, Yang-Gyu
    • Journal of Biosystems Engineering
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    • 제41권3호
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    • pp.273-280
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    • 2016
  • Purpose: This experiment was conducted to detect water stress in terms of the moisture content of cucumber seedlings under water stress condition using a hyperspectral image acquisition system, linear regression analysis, and partial least square regression (PLSR) to achieve a non-destructive measurement procedure. Methods: Changes in the reflectance spectrum of cucumber seedlings under water stress were measured using hyperspectral imaging techniques. A model for estimating moisture content of cucumber seedlings was constructed through a linear regression analysis that used the moisture content of cucumber seedlings and a normalized difference vegetation index (NDVI). A model using PLSR that used the moisture content of cucumber seedlings and reflectance spectrum was also created. Results: In the early stages of water stress, cucumber seedlings recovered completely when sub-irrigation was applied. However, the seedlings suffering from initial wilting did not recover when more than 42 h passed without irrigation. The reflectance spectrum of seedlings under water stress decreased gradually, but increased when irrigation was provided, except for the seedlings that had permanently wilted. From the results of the linear regression analysis using the NDVI, the model excluding wilted seedlings with less than 20% (n=97) moisture content showed a precision ($R^2$ and $R^2_{\alpha}$) of 0.573 and 0.568, respectively, and accuracy (RE) of 4.138% and 4.138%, which was higher than that for models including all seedlings (n=100). For PLS regression analysis using the reflectance spectrum, both models were found to have strong precision ($R^2$) with a rating of 0.822, but accuracy (RMSE and RE) was higher in the model excluding wilted seedlings as 5.544% and 13.65% respectively. Conclusions: The estimation model of the moisture content of cucumber seedlings showed better results in the PLSR analysis using reflectance spectrum than the linear regression analysis using NDVI.

정보기술 기반구조의 유연성이 신제품 경쟁우위에 미치는 영향 (The Impacts of IT Infrastructure Flexibility on New Product Competitive Advantages)

  • 정승민;김준석;임건신
    • Asia pacific journal of information systems
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    • 제17권2호
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    • pp.1-28
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    • 2007
  • The success of new product development is a key factor for getting competitive advantages. Marketing research has been investigating marketing capability, manufacturing technical capability, cross-functional integration, market knowledge competence, market orientation, and competitive environment as the key success factors of new product development. Recently, the role of IT infrastructure in enhancing new product advantage is assumed in the literature. However, the empirical studies on the role of IT infrastructure are lacking. The purpose of this study is to empirically exam the impacts of IT infrastructure on new product competitive advantage. In this study, IT infrastructure is conceptualized as the flexibility of IT infrastructure. Based on previous research, a conceptual model is established by incorporating the direct impact of IT infrastructure flexibility and its indirect impact through the key success factors on new product development. To empirically test the research model, data are surveyed from a pair of IS department and Marketing department of 92 consumer goods manufacturers. By employing PLS technique, the measurement reliability and reliability of research variables are tested and the path analysis is conducted to do the hypothesis testing. The path analysis shows that IT infrastructure flexibility has no direct effect on new product advantage, However, the indirect effect of IT infrastructure is found, which is mediated by marketing capability, manufacturing technical capability, cross-functional integration, and market orientation respectively. Hence, The flexible IT infrastructure increases cross-functional integration (H1), market orientation (H3), marketing capability (H5), and manufacturing technical capability (H6). All success factors of new product development excepts for competitive environment have a positive association with new product competitive advantages (from H10 to H14). Finally, the path from IT infrastructure flexibility to cross-functional integration, to market orientation, to market knowledge capability, and to new product advantage is found as the strongest path. These results indicate that the flexible IT infrastructure enhances information sharing with multiple departments and collaboration within a distributed innovation environment. The collaboration among departments positively affects the level of customer and competitor intelligence. The ability to obtain knowledge about customers and competitors makes firms to adapt to a changing environment quickly and to respond to customers' demands adequately. The flexible IT infrastructure also enhances the capability of organization to more rapidly respond to the changes in product design resulting in faster product development and reduced costs. In addition to, it enhances marketing capability by the two-way communications with customers and the analyses of various kinds of customer data. In brief, the finding of this study suggests that the flexible IT infrastructure allows many firms to pursue sustained new product competitive advantages. This study advances research on IT infrastructure in two important aspects. First, by Integrating marketing research and IS research, this study develops a conceptual model on the role of IT infrastructure in enhancing new product advantage. Second, it empirically finds the indirect impacts of IT infrastructure on new product advantage, which confirms the potential for the IS field to contribute to new product development research. The limitations of this study are also discussed to provide research directions for future research.

인터넷 뱅킹에서 오프라인 신뢰와 온라인 거래의 관계 (The Relationship between Offline Trust and Online Transaction in Internet Banking)

  • 이웅규
    • Asia pacific journal of information systems
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    • 제17권2호
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    • pp.29-47
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    • 2007
  • Owing to the rapid growth of using the Internet, not only click-and-mortar companies but also brick-and-mortar ones have been expanding their distribution channels into online, Moreover, since online channels are more attractive than offline ones in control and maintenance, switching customers into online ones is emerged as one of very important managerial issues in a view of reduction of cost as well as expansion of services. However, the switched customers should be faced by uncertainties which could not have been experienced in offline. Specifically, in online channels, buyers and sellers are separated temporally and spacially and there are always so many kinds of threat for security as well as not enough systems and conventions for them yet. Therefore, trust has been considered as one of the most critical mechanisms for resolution of such uncertainties in online transactions. However, it is not easy to build and maintain the relationships in online since most of them are virtual and indirect generally. Therefore, in order to switch offline customers into online ones, it is very important to make strategies based on identification of the relationship between online transaction and offline trust which has been built in offline business. Generally offline trust, which has been built independent of online, could not include trust for online-dependent activities such as payment security during or after transactions, while most of online trust include it. Therefore, a customer with high offline trust does not always perceive high security and assure safe transactions. Accordingly, while online trust, where technical capabilities for online security is one of main bases, includes control trust implicitly or explicitly, offline trust does not. However. in spite of such clear discrimination and independence between offline trust and perceived security, there can be the significant dependency between these two beliefs. The customers with high offline trust believe that the company would do some activities for online security for customers' safe transactions since it has been believed of doing well for customers' trust. Theoretically, users' perception of security is interpreted as a kind of control trus, which is trust for company's technical control capacities in order to resolve technical uncertainties in online. Therefore, the relationship between two beliefs can be considered as transference from offline trust to another type trust. that is, control trust. The objective of this study is to analyze the effect of offline trust on online transaction uses mediated by perceived security. For this purpose, we suggest a research model based on technology acceptance model (TAM). Reuse intention is adopted as a dependent variable and TAM is modified by adding perceived risk (PR) as well as two beliefs of using Internet banking, perceived usefulness (PU) and perceived ease of use (PEOU). Moreover, perceive security (PS) is adopted as an external variable for PR and PU, while offline trust (OT) is an antecedent of PS. For an empirical test, sampling from 108 visitors to the banks in Daegu, Korea, we analyze our model by partial least square (PLS) approach. In result, our model is shown to explain 51.4% of the variance in reuse intention and all hypothesis are supported statistically. A theoretical implication of this study is to identify a role of PS between offline trust and reuse intention of using online transaction services. According to our result, PS can be considered as a mediation variable for bridging between two different concepts: trust that explains social aspects of customers and companies, and TAM that explains customers' reuse intention.

모바일 쇼핑몰 고객들의 구매 의사 결정에 관한 연구: TPB와 신뢰의 통합적 관점에서 (Consumer Purchase Decision in a Mobile Shopping Mall: An Integrative View of Trust and Theory of Planned Behavior)

  • 홍세일;이빈;김병수
    • 경영정보학연구
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    • 제18권2호
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    • pp.151-171
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    • 2016
  • 최근 스마트 폰, 스마트 패드와 같은 모바일 기기의 급속한 확산과 이동통신 기술의 발전으로 소비자들의 쇼핑 행태가 변화하고 있다. 본 연구에서는 계획 행동 이론(TPB: Theory of Planned Behavior)에 신뢰를 통합하여 모바일 쇼핑몰 고객들의 구매 의사 결정 메커니즘을 살펴보고자 한다. 지각된 용이성, 지각된 유용성, 지각된 유희성, 신뢰를 행동에 대한 태도의 주요 선행 요인으로 고려하였다. 또한, 보안, 지각된 위험, 주관적 규범이 신뢰에 미치는 영향도 살펴보았다. 모바일 쇼핑몰에서 구매 경험이 있는 154명의 고객들을 대상으로 연구 모형을 분석하였고, PLS(Partial Least Squares)를 활용하였다. 연구 분석 결과 행동에 대한 태도와 지각된 행동 통제력 모두 구매 의도에 유의한 영향을 미치는 것으로 분석되었다. 또한, 고객들이 모바일 쇼핑몰이 유용하고 재미있다고 인지할수록 구매에 긍정적인 태도 형성을 통해 구매 의도에 영향을 미쳤다. 하지만 신뢰는 직접적으로 구매 의도에 영향을 미치지 않았고, 행동에 대한 태도를 통해서 구매 의도에 유의한 영향을 미치는 것으로 분석되었다. 마지막으로 주관적 규범은 신뢰에 유의한 영향을 미쳤지만, 보안과 지각된 위험은 신뢰에 유의한 영향을 미치지 않았다. 모바일 쇼핑몰 제공업체들은 모바일 쇼핑몰 고객들의 구매 의사 결정 메커니즘에 대한 이해를 바탕으로 보다 효과적인 운영 및 마케팅 전략을 수립해야 할 수 있을 것으로 기대된다.

모바일 기부 앱의 사용 의도에 영향을 미치는 요인에 관한 실증 연구 (Empirical Research on Types and Service Attributes of Mobile Donation Applications)

  • 김민경;최의주;최보름
    • 경영정보학연구
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    • 제18권2호
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    • pp.107-125
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    • 2016
  • 모바일 앱 시장이 발달하면서 사용자들이 앱을 사용한 만큼 기부에 참여할 수 있는 새로운 모바일 기부 앱이 등장하였다. 새로운 형태의 모바일 기부 앱은 모바일 앱의 기능과 기부의 시너지 효과를 통해 기부 시장을 활성화할 수 있을 뿐만 아니라 차별화된 모바일 앱 서비스를 제공함으로써 모바일 앱 시장을 확장한다는 점에서 중요한 의의를 지닌다. 그럼에도 불구하고 어떠한 종류의 모바일 기부 앱 서비스가 사용자의 사용 의도를 증대시킬지에 대한 연구는 부족한 실정이다. 본 연구는 공익연계 마케팅 이론을 바탕으로 어떠한 형태의 모바일 기부 앱이 사용 의도에 더 큰 영향을 미치는지를 밝히고자 한다. 이를 위하여 첫째, 직접적 혹은 간접적 모바일 기부 앱이 지각된 효과성과 공익 관여도를 매개로 하여 모바일 기부 앱 사용 의도에 어떠한 영향을 미치는지에 대한 실험을 모바일 앱 사용자들을 대상으로 실시하였다. 분산분석 결과, 간접적 모바일 기부 앱이 직접적 모바일 기부 앱보다 지각된 효과성과 공익 관여도에 더 높은 영향을 미치며 PLS 경로 분석을 통하여 지각된 효과성과 공익 관여도가 높을수록 모바일 기부 앱 사용 의도를 높아진다는 사실을 확인하였다. 추가연구에서는 간접적 모바일 기부 앱의 실용적, 쾌락적 속성이 지각된 효과성과 공익 관여도에 어떠한 영향을 미치는지에 대한 실험을 진행하였다. 그 결과, 실용적 속성이 더 많은 영향을 준다는 사실을 일원분산분석을 통하여 입증하였다. 본 연구의 결과는 모바일 기부 앱 활성화를 위해 실증적인 디자인 가이드라인을 제공해줄 수 있을 것이다.