• 제목/요약/키워드: consumers' acceptance

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비트코인 가격 변화에 관한 실증분석: 소비자, 산업, 그리고 거시변수를 중심으로 (Empirical Analysis on Bitcoin Price Change by Consumer, Industry and Macro-Economy Variables)

  • 이준식;김건우;박도형
    • 지능정보연구
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    • 제24권2호
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    • pp.195-220
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    • 2018
  • 본 연구는 비트코인 가격 변화량에 영향을 미치는 요인에 대한 실증 분석을 수행하였다. 기존 연구들은 암호화폐와 관련해 블록체인 시스템의 보안성, 암호화폐가 불러일으키는 경제적 파급효과 및 법적 시사점, 소비자 수용 및 사용 의도와 사회현상을 중심으로 이루어졌다. 그러나 암호화폐 가격 변화가 급등과 급락을 반복하면서 많은 사회적 문제를 야기했음에도 불구하고 암호화폐의 가격 변화에 영향을 미치는 요인에 대한 실증적 연구는 부족하다. 때문에 본 연구에서 암호화폐 가격 변화에 미치는 영향 요인을 도출하기 위해 암호화폐 중 가장 대표적인 비트코인을 중심으로 분석을 진행하였다. 분석을 위해 소비자, 산업, 거시경제 세 가지 차원에서 가설을 수립, 각 차원의 변수에 대한 시계열 데이터를 수집하였다. 단위근 검정을 통해 시계열 데이터에 대한 가성 회귀를 제거하고 안정성을 검증한 후, 비트코인 가격 변화량에 영향을 미칠 수 있는 요인들에 대한 회귀 분석을 실시하였다. 분석 결과 비트코인 가격 변화량은 비트코인 거래 금지에 대한 검색 트래픽, 미국 달러지수 변화량과는 음의 상관관계를, GPU 벤더의 주가 변화량, 원유 가격 변화량과는 양의 상관관계를 갖는 것을 확인했다. 그 이유로는 비트코인 거래 금지는 비트코인 존폐와 관련해 투자심리에 부정적 영향을 미친 것으로 판단되며, GPU 벤더 주가는 비트코인 생산 단가 증가와 관련해 비트코인 가격에 영향을 미친 것으로 해석된다. 미국 달러지수와는 반대로 움직임으로서 비트코인이 금의 성격을 갖고 있음을 확인하였으며, 원유 가격과의 관계를 통해 원자재와 같은 투자 자산의 역할도 갖고 있음을 확인하였다. 본 연구의 결과를 통해 비트코인이 가진 성격을 규명하였으며, 비트코인 가격 변화 요인에 대한 실증 검증을 통해, 그 동안 부족했던 비트코인 가격 변화 요인을 규명하였고, 해당 요인들을 통해 실무적으로 소비자나 금융기관, 정부 기관에 대해 비트코인에 대한 전략적인 접근방법에 대한 가이드를 제공할 수 있다는 점에서 의의가 있다.

기술 준비도와 소비자 준비도가 Self Service Technology 사용동기와 태도 및 사용의도에 미치는 영향 (Effects of TR and Consumer Readiness on SST Usage Motivation, Attitude and Intention)

  • 심현숙;한상린
    • Asia Marketing Journal
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    • 제14권1호
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    • pp.25-51
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    • 2012
  • 정보기술의 활용이 마케팅 전략의 중요한 부분으로 부각되는 시장 환경에서 본 논문에서는 패스트푸드 레스토랑에서 주문시 Self Service Technology(SST)를 사용 할 때 기술준비도와 소비자 준비도에 따른 사용동기, 태도, 사용의도의 차이를 검증하고자 하였다. Parasuraman이 TRI를 개발한 이후 SST와 TRI를 접목한 연구가 이루어져 왔지만 여전히 부족한 실정이다. 소비자 준비도 역시 SST사용에 대한 소비자의 동기와 태도 및 의도와 직접적인 영향을 미칠 수 있지만 이에 대한 연구는 이루어지지 않았다. 이에 본 연구에서는 패스트푸드 레스토랑에서 터치스크린 SST를 도입함에 있어 소비자의 기술준비도와 소비자 준비도가 Dabholkar & Bagozzi(1994)가 제안한 SST 핵심태도모델에 미치는 영향을 고찰하였다. 이때 모든 소비자와 상황적 요인에 따른 차이를 파악하고자 자아의식, 상호작용욕구, 기술에 대한 두려움 등의 소비자특성과 지각된 대기시간, 지각된 과밀 등의 상황적 요인에 따른 조절 효과를 검증하였다. AMOS 18.0프로그램을 사용하여 구조방정식 모델로 분석하였고 연구 결과 기술준비도 중 낙관성은 사용용이성과 재미 동기에 유의한 영향을 미치는 것으로 나타났다. 혁신성은 사용용이성과 성과에 유의한 영향을 미치는 것으로 나타났다. 역할의 명확성, 능력 및 자아 효능감으로 구성된 소비자준비도는 사용용이성, 성과와 재미 등 모든 SST사용동기 요소에 기술준비도보다 강하고 유의한 영향을 미치는 것으로 나타났다. 마지막으로 SST 핵심태도모델 내의 SST 사용 동기, 사용 태도 및 사용의도 간의 관계에서 소비자 특성과 상황적 요인의 조절효과를 검증한 결과 지각된 과밀을 제외한 모든 변수들이 조절효과를 지니는 것으로 나타났다. 이러한 연구 결과를 바탕으로 터치스크린 SST를 도입하려는 기업에 실무적 제언을 하였다.

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그린기술 채택에의 디지털 지식풍부성의 역할: 디지털 옵션 이론 관점에서 (The Role of Digital Knowledge Richness in Green Technology Adoption: A Digital Option Theory Perspective)

  • 유호선;이남연;권오병
    • 한국정보시스템학회지:정보시스템연구
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    • 제24권2호
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    • pp.23-52
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    • 2015
  • 연구 목적 본 연구의 목적은 그린 기술의 채택 현상을 디지털 지식의 제공 여부로 이해하는 것이다. UTAUT2를 이론적 기반으로 하되 디지털 옵션 이론과 결합하였다. 특히 일반적인 UTAUT2 관련 연구들이 IT자체에 대한 수용 현상을 설명하기 위해 사용된 것과는 달리 본 연구에서는 IT의 산물인 디지털지식이 그린 기술이라는 대상을 채택하는데 긍정적인 영향을 주는지에 대해서 초점을 두었다. 연구설계/방법론/접근법 UTAUT2를 근거로 하되 그린 기술의 채택 현상을 설명하는데 유용한 요인들을 파악하기 위하여 내용분석을 실시하였다. 그 결과로 본 연구에서는 그린기술을 위한 수정된 UTAUT2 모형을 개발하였으며 그에 맞는 36개의 설문 문항을 개발하였다. 각 문항의 측정은 리커트 7점 척도를 채택하였다. 한 기관의 패널 자료로부터 총402명의 유효한 설문을 획득하였다. 사전 검증을 마치고 획득한 설문결과를 PLS 2.0M3와 SPSS 20.0을 이용하여 분석하였으며 가설검증을 위해 구조방정식 분석을 수행하였다. 결과 통계분석 결과 개발된 UTAUT2 수정 모형은 수요자들의 그린기술 채택 현상을 적절히 설명하는 것으로 실증분석 결과 나타났다. 사회적 영향은 전통적인 UTAUT나 UTAUT2에서 사용하는 효용가치나 쾌락가치보다 그린기술의 채택하는 맥락 하에서의 수용 행위를 더 잘 설명하고 있었다. 또한 디지털 지식과 그린기술의 채택, 즉 환경 친화적 제품에 대한 태도에 영향을 주는 요인들 사이의 인과관계는 유의한 것으로 판정되었다. 아울러 디지털 지식은 어떤 잠재적 사용자들이 그린기술을 잘 활용하고 있는 그들의 동료들로부터 학습하기 위해서 유용한 매체인 것으로 밝혀졌다.

인기도 기반의 온라인 추천 뉴스 기사와 전문 편집인 기반의 지면 뉴스 기사의 유사성과 중요도 비교 (Comparisons of Popularity- and Expert-Based News Recommendations: Similarities and Importance)

  • 서길수;이성원;서응교;강혜빈;이승원;이은곤
    • Asia pacific journal of information systems
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    • 제24권2호
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    • pp.191-210
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    • 2014
  • As mobile devices that can be connected to the Internet have spread and networking has become possible whenever/wherever, the Internet has become central in the dissemination and consumption of news. Accordingly, the ways news is gathered, disseminated, and consumed have changed greatly. In the traditional news media such as magazines and newspapers, expert editors determined what events were worthy of deploying their staffs or freelancers to cover and what stories from newswires or other sources would be printed. Furthermore, they determined how these stories would be displayed in their publications in terms of page placement, space allocation, type sizes, photographs, and other graphic elements. In turn, readers-news consumers-judged the importance of news not only by its subject and content, but also through subsidiary information such as its location and how it was displayed. Their judgments reflected their acceptance of an assumption that these expert editors had the knowledge and ability not only to serve as gatekeepers in determining what news was valuable and important but also how to rank its value and importance. As such, news assembled, dispensed, and consumed in this manner can be said to be expert-based recommended news. However, in the era of Internet news, the role of expert editors as gatekeepers has been greatly diminished. Many Internet news sites offer a huge volume of news on diverse topics from many media companies, thereby eliminating in many cases the gatekeeper role of expert editors. One result has been to turn news users from passive receptacles into activists who search for news that reflects their interests or tastes. To solve the problem of an overload of information and enhance the efficiency of news users' searches, Internet news sites have introduced numerous recommendation techniques. Recommendations based on popularity constitute one of the most frequently used of these techniques. This popularity-based approach shows a list of those news items that have been read and shared by many people, based on users' behavior such as clicks, evaluations, and sharing. "most-viewed list," "most-replied list," and "real-time issue" found on news sites belong to this system. Given that collective intelligence serves as the premise of these popularity-based recommendations, popularity-based news recommendations would be considered highly important because stories that have been read and shared by many people are presumably more likely to be better than those preferred by only a few people. However, these recommendations may reflect a popularity bias because stories judged likely to be more popular have been placed where they will be most noticeable. As a result, such stories are more likely to be continuously exposed and included in popularity-based recommended news lists. Popular news stories cannot be said to be necessarily those that are most important to readers. Given that many people use popularity-based recommended news and that the popularity-based recommendation approach greatly affects patterns of news use, a review of whether popularity-based news recommendations actually reflect important news can be said to be an indispensable procedure. Therefore, in this study, popularity-based news recommendations of an Internet news portal was compared with top placements of news in printed newspapers, and news users' judgments of which stories were personally and socially important were analyzed. The study was conducted in two stages. In the first stage, content analyses were used to compare the content of the popularity-based news recommendations of an Internet news site with those of the expert-based news recommendations of printed newspapers. Five days of news stories were collected. "most-viewed list" of the Naver portal site were used as the popularity-based recommendations; the expert-based recommendations were represented by the top pieces of news from five major daily newspapers-the Chosun Ilbo, the JoongAng Ilbo, the Dong-A Daily News, the Hankyoreh Shinmun, and the Kyunghyang Shinmun. In the second stage, along with the news stories collected in the first stage, some Internet news stories and some news stories from printed newspapers that the Internet and the newspapers did not have in common were randomly extracted and used in online questionnaire surveys that asked the importance of these selected news stories. According to our analysis, only 10.81% of the popularity-based news recommendations were similar in content with the expert-based news judgments. Therefore, the content of popularity-based news recommendations appears to be quite different from the content of expert-based recommendations. The differences in importance between these two groups of news stories were analyzed, and the results indicated that whereas the two groups did not differ significantly in their recommendations of stories of personal importance, the expert-based recommendations ranked higher in social importance. This study has importance for theory in its examination of popularity-based news recommendations from the two theoretical viewpoints of collective intelligence and popularity bias and by its use of both qualitative (content analysis) and quantitative methods (questionnaires). It also sheds light on the differences in the role of media channels that fulfill an agenda-setting function and Internet news sites that treat news from the viewpoint of markets.

스마트폰 위치기반 어플리케이션의 이용의도에 영향을 미치는 요인: 프라이버시 계산 모형의 적용 (Factors Influencing the Adoption of Location-Based Smartphone Applications: An Application of the Privacy Calculus Model)

  • 차훈상
    • Asia pacific journal of information systems
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    • 제22권4호
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    • pp.7-29
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    • 2012
  • Smartphone and its applications (i.e. apps) are increasingly penetrating consumer markets. According to a recent report from Korea Communications Commission, nearly 50% of mobile subscribers in South Korea are smartphone users that accounts for over 25 million people. In particular, the importance of smartphone has risen as a geospatially-aware device that provides various location-based services (LBS) equipped with GPS capability. The popular LBS include map and navigation, traffic and transportation updates, shopping and coupon services, and location-sensitive social network services. Overall, the emerging location-based smartphone apps (LBA) offer significant value by providing greater connectivity, personalization, and information and entertainment in a location-specific context. Conversely, the rapid growth of LBA and their benefits have been accompanied by concerns over the collection and dissemination of individual users' personal information through ongoing tracking of their location, identity, preferences, and social behaviors. The majority of LBA users tend to agree and consent to the LBA provider's terms and privacy policy on use of location data to get the immediate services. This tendency further increases the potential risks of unprotected exposure of personal information and serious invasion and breaches of individual privacy. To address the complex issues surrounding LBA particularly from the user's behavioral perspective, this study applied the privacy calculus model (PCM) to explore the factors that influence the adoption of LBA. According to PCM, consumers are engaged in a dynamic adjustment process in which privacy risks are weighted against benefits of information disclosure. Consistent with the principal notion of PCM, we investigated how individual users make a risk-benefit assessment under which personalized service and locatability act as benefit-side factors and information privacy risks act as a risk-side factor accompanying LBA adoption. In addition, we consider the moderating role of trust on the service providers in the prohibiting effects of privacy risks on user intention to adopt LBA. Further we include perceived ease of use and usefulness as additional constructs to examine whether the technology acceptance model (TAM) can be applied in the context of LBA adoption. The research model with ten (10) hypotheses was tested using data gathered from 98 respondents through a quasi-experimental survey method. During the survey, each participant was asked to navigate the website where the experimental simulation of a LBA allows the participant to purchase time-and-location sensitive discounted tickets for nearby stores. Structural equations modeling using partial least square validated the instrument and the proposed model. The results showed that six (6) out of ten (10) hypotheses were supported. On the subject of the core PCM, H2 (locatability ${\rightarrow}$ intention to use LBA) and H3 (privacy risks ${\rightarrow}$ intention to use LBA) were supported, while H1 (personalization ${\rightarrow}$ intention to use LBA) was not supported. Further, we could not any interaction effects (personalization X privacy risks, H4 & locatability X privacy risks, H5) on the intention to use LBA. In terms of privacy risks and trust, as mentioned above we found the significant negative influence from privacy risks on intention to use (H3), but positive influence from trust, which supported H6 (trust ${\rightarrow}$ intention to use LBA). The moderating effect of trust on the negative relationship between privacy risks and intention to use LBA was tested and confirmed by supporting H7 (privacy risks X trust ${\rightarrow}$ intention to use LBA). The two hypotheses regarding to the TAM, including H8 (perceived ease of use ${\rightarrow}$ perceived usefulness) and H9 (perceived ease of use ${\rightarrow}$ intention to use LBA) were supported; however, H10 (perceived effectiveness ${\rightarrow}$ intention to use LBA) was not supported. Results of this study offer the following key findings and implications. First the application of PCM was found to be a good analysis framework in the context of LBA adoption. Many of the hypotheses in the model were confirmed and the high value of $R^2$ (i.,e., 51%) indicated a good fit of the model. In particular, locatability and privacy risks are found to be the appropriate PCM-based antecedent variables. Second, the existence of moderating effect of trust on service provider suggests that the same marginal change in the level of privacy risks may differentially influence the intention to use LBA. That is, while the privacy risks increasingly become important social issues and will negatively influence the intention to use LBA, it is critical for LBA providers to build consumer trust and confidence to successfully mitigate this negative impact. Lastly, we could not find sufficient evidence that the intention to use LBA is influenced by perceived usefulness, which has been very well supported in most previous TAM research. This may suggest that more future research should examine the validity of applying TAM and further extend or modify it in the context of LBA or other similar smartphone apps.

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의류제조업체의 패션 정보활동에 관한 연구 (A Study on the Fashion Information Activities of Clothing Manufactures)

  • 송미령
    • 복식
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    • 제22권
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    • pp.135-158
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    • 1994
  • The fashion industry of today is closely re-lated with the information activity. This study investigates now they take advantage of the fashion information by analysing some related fields including fashion design. Furthormore this study identify the factor which makes the design activity distinctive and predict and fu-ture trend in design. The purposes of this study through analysis are : to help find the way to facilitate the fashion industry and to develop the fashion merchandising in order to activate the re-cession of manufacturers and to improve competitiveness in the world market and to contribute to the academic achievement in the study of fashion merchandising. In the experimental approach the tasks of research are as follows: Research 1: The application of fashion infor-mation is discussed in terms of process and level. Research 2: The differences of the fashion design activities are captured on the basis of the characteristics of manufactures and fashion specialists and fashion information ac-tivities. The factors are identified which pre-dict and discriminate the results of fashion de-sign activities. The questionaire and interview were conduc-ted among women's clothing manufactures in Seoul and their fashion specialists in charge of merchandise development. The methods of survey were designed on the basis of theories developed so far and on he advice from the social scientists and fashion specialists. the methods were corrected and complemented through the 1st and 2nd preliminary investigations before their application For data analysis cronbach's a coefficient fre-quency percentage average standard devi-ation pearson's correlation coefficient were calculated and t-test F-test(ANOVA) Duncan's multiple range test regression and Discriminant analysis were conducted. The results of analysis throughout the experimen-tal studies were as follows: 1. The analysis of fashion in formation (1) the present application of information a. The source of information : Both the foreign and the domestic information came mostly from fashion journals magazines newspapers and other periodicals, the main source of market information was collected from the survey of popular items in recent years the data about the life-style of customers and their tastes for wearing were widely used as the information about consumers. b. The applicaton of information : The most widely used information was about fabrics. The foreign information was prefered on the whole. The domestic problems pointed out in this investgation were that the domestic journals showed the lack of specialty and the special organizations for fashion informatino were in urgent need. (2) The research of fashion information a. The various processes and levels of in-formation activities: Among the process of collection analysis and distribution the collec-tion process showed a good acheivement whereas the distribution whereas the distribution didn't. In levels of the systematic activities the acceptance of support and the utility of supported instruments the first indicated a high degree whereas the second showed lowest. b. The correlationship among subvariables : There was a significant correlation between the collection and the analysis process. The systematic activities revealed close relation-ship with the analysis process and the accept-ance of support with the distribution process. The close correlation was found between the utility of supported instruments and the analy-sis process. 2. The analysis of the fashion design activities (1) No significant differences were found in the design activities when the characteristics of companies were compared only. (2) According to the characteristics of fashion specialists the one with age experi-ence and high income showed rather good achievement but no significant differences were captured among sex department in charge title academic background education in abroad and field experience (3) The fashion information activities were strongly correlated with the design achieve-ment : The analysis process and the system-atic activity level had a great influence on the design activities. (4) In order to examine which cha-racteristics in (1-3) made it possible to pre-dct and discriminate the achievement in de-sign activities the Discriminant analysis was carried out. The results were as follows: the fashion information activities showed the highest discriminant rate. Next came the in-come level experience and age in that order Those four variables discrimated 37 from 50 who showed great achievement in design area (74%) and 51 from 83 in low achievement group (81%) Thus the total discriminant rate was 77.5%.

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보존온도를 달리한 상업적 우유제품의 묘사적 관능분석 및 PCA 분석 (Quantitative Descriptive Analysis and Principal Component Analysis for Sensory Attributes of Commercial Milk Preserved at Different Temperature)

  • 정서진;노봉수;주종철;이민향;박승용
    • Journal of Dairy Science and Biotechnology
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    • 제29권2호
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    • pp.25-35
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    • 2011
  • 우유 열처리 유형별로 저온살균유(LTLTT), 고온살균유(HTST), UHT 살균유 및 UHT-ESL 우유 등 총 124팩의 우유제품을 $7^{\circ}C$$10^{\circ}C$의 온도에서 유통기한 경과 전과 후까지 훈련된 8명의 패널요원을 동원하여 묘사적 관능분석법에 의하여 관능적 특성을 평가하였다. 그 결과, 묘사적 용어로서 향/냄새 특성 3개(비린향, 우유향, 발효유향), 기본 맛 특성 3개(단맛, 짠맛, 신맛), 향미 특성 4개(우유향, 고소한 향, 치즈향, 종이향), 뒷맛 특성 1개(산패취), 입안 감촉특성 1개(점도) 등 총 12개의 관능적 용어가 도출되었다. 우유의 보존온도를 각각 $7^{\circ}C$$10^{\circ}C$로 달리하여 저장한 후 관능특성을 통계적으로 비교한 결과, LTLT 우유는 $7^{\circ}C$에서 발효향, 짠맛, 신맛, 치즈향, 산패취 등 5개 특성 값이 $10^{\circ}C$ 보다 낮게 나타났으며, 그 차이는 높은 유의성(P<0.01)이 있었다. HTST 우유는 비린향과 우유향은 $7^{\circ}C$에서 더 높은 값을 보여주었고, 발효향과 짠맛은 더 낮은 값을 보여 서로 상반되는 결과였지만, 비린향, 우유향 및 짠맛의 차이는 높은 유의성(P<0.01), 발효유향은 P<0.05 수준에서 유의성을 보였다. UHT 우유는 단맛, 우유향, 치즈향 등의 관능특질이 $10^{\circ}C$ 보존온도보다 높게 나타났으며(P<0.01), 그 수준은 타 유형의 열처리 우유보다 높은 값이었다. UHT-ESL 우유는 $7^{\circ}C$에서 신맛, 치즈향, 종이향, 산패취 등(P<0.01)과 우유향(P<0.05)이 저온으로 열처리 한 우유나 UHT 우유와도 같은 수준으로 나타났고, $10^{\circ}C$에서는 이와 같은 관능특질들이 매우 미약한 상태를 유지하였다. 이와 같은 결과로 판단해 볼 때 열처리 온도가 상대적으로 낮은 살균유인 LTLT 우유나 HTST 우유는 물론 UHT 처리 우유제품도 유통기간 중 미생물학적 안전성외에 관능적 특성들이 더욱 신선하게 유지될 수 있도록 현행 유통기준 온도를 $7^{\circ}C$ 이하로 낮추어야 할 필요성이 대두되었다.

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손해평고(损害评估): 대전자구비행소적탐색성고찰(对电子口碑行销的探索性考察) (Assessing the Damage: An Exploratory Examination of Electronic Word of Mouth)

  • Funches, Venessa Martin;Foxx, William;Park, Eun-Joo;Kim, Eun-Young
    • 마케팅과학연구
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    • 제20권2호
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    • pp.188-198
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    • 2010
  • 此研究旨在考察负口碑(即NWOM)对在线行销的影响, 着重分析服务失败的描述以及通信服务商的意向是如何影响消费者对企业竞争力的评估, 对企业的态度, 以及积极的口碑行销和行为意向. 对通信说服力的研究着重于 "谁说了什么; 对谁;通过何渠道;有何影响(Chiu 2007)". 在此我们研究了电子网络发布, 尤其是 "什么" 的两个方面: 通信服务失败的等级以及个人发布的知觉意向. 电子负口碑看似正在毁掉产品或企业的声誉, 这也就不难理解为什么人们总对它带有偏见, 认为其不可靠. 根据归因理论, 人们总会寻求事件的原因, 尤其是那些消极的意外的事件(Weiner 2006). Hennig-Thurau和Walsh (2003)提出 "既然读者的知识和对在线信息的作者信任度都很有限, 可以把电子口碑当做是表达-行为关系的有效调节. 此据此我们提出以下假设: 假设1. 在衡量(a)企业竞争力, (b)人们对企业的态度, (c)积极的口碑, 以及(d)行为意向时, 面临高等级服务失败电子负口碑的对象得分低于面临低等级服务失败电子负口碑的对象. 假设2. 在衡量(a)企业竞争力, (b)人们对企业的态度, (c)积极的口碑, 以及(d)行为意向时, 面临警告意向电子负口碑的对象得分低于面临报复意向电子负口碑的对象假设3. 在电子负口碑中, 服务失败的等级和知觉意向互相影响, 因此在衡量(a)企业竞争力, (b)人们对企业的态度, (c)积极的口碑, 以及(d)行为意向时, 警告意向的电子负口碑的平均反应值大于报复意向的电子负口碑. 主要研究包括一个2 (服务失败的严重性) x 2(警告意向VS报复意向的负口碑)的析因实验. 将通过模拟的在线网络发布信息刺激在线对象. 这一方案描述的服务失败是在传统的零售机构不接受礼物卡, 通过一家在线的研究公司从全国抽样. 共有113个对象参与此研究, 共分析了104份调查问卷. 研究对象认为该方案很现实, 92.3%对此反应强烈. 方案的运作相当令人满意, 所有的措施都经预先的测试验证, 各个项目也经分析证实可靠并有效. 多变量方差分析结果显示多变量间无明显的互相影响, 因此我们只研究主要影响-后倾向和服务失败的严重性. 后倾向主要影响对企业的态度, 积极的口碑和行为意向. 服务失败的严重性主要影响4个因变量: 企业的竞争力, 对企业的态度, 积极的口碑和行为意向. 需特别指出的是, 当电子负口碑描述为严重的服务失败时, 企业的竞争力低于电子负口碑描述为较轻的服务失败时. 当电子负口碑描述为严重的服务失败时, 对企业的态度差于电子负口碑描述为较轻的服务失败时. 当电子负口碑描述为严重的服务失败时, 企业的口碑差于电子负口碑描述为较轻的服务失败时. 当电子负口碑描述为严重的服务失败时, 行为意向低于电子负口碑描述为较轻的服务失败时. 因此, 假设1中的abcd都得到了支持. 另外, 衡量对企业的态度时, 警告意向的电子负口碑得分低于报复意向的电子负口碑. 衡量企业的口碑时, 警告意向的电子负口碑得分低于报复意向的电子负口碑. 衡量行为意向时, 警告意向的电子负口碑得分低于报复意向的电子负口碑. 因此与假设2中的a项不符, 尽管结果指向的是假设方向. 除此之外, 在假设的三个变量中, 后倾向对服务失败的严重性无明显的多变量或单变量影响. 因此, 假设3被推翻. 此研究有研究和管理的双重蕴涵, 如之前的研究一样, 此研究结果证实了服务失败的严重性影响消费者知觉, 态度, 积极的口碑以及行为意向(Weun et al. 2004). 关于进一步的相关性, 在线内容证实了该反应, 这意味着企业需要努力进行服务补救. 至于电子负口碑的知觉意向, 如之前的研究一样, 此研究结果意味着读者对原始资料的意向影响其对知觉, 态度, 积极口碑和行为意向的作用大小. 对管理者的蕴涵在于, 当消费者发现在线交流可靠且有影响力时, 不是所有的交流都同等重要. 电子口碑的好处在于它可以监测潜在的问题并提供纠正的可能性, 即使有潜在的危害.