• 제목/요약/키워드: Adoption Factors

검색결과 944건 처리시간 0.025초

스마트호텔 고객의 기술 어메니티 수용에 관한 연구 (Investigating the Smart Hotel Customers' Technology Amenities Adoption Behaviour)

  • 김택연;정남호
    • 서비스연구
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    • 제13권4호
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    • pp.142-159
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    • 2023
  • 4차 산업혁명의 핵심 기술들이 럭셔리호텔에 도입되면서 호텔 이용자에게 새로운 제품과 서비스를 제공하고 새로운 경험을 할 수 있는 문화적, 체험적 공간으로 도약하고 있다. 따라서, 이 연구는 스마트기술이 도입된 럭셔리호텔, 즉 스마트호텔을 중심으로 기술 어메니티 서비스를 사용한 경험에 대한 호텔 이용자의 인식이 호텔의 신뢰와 만족도에 미치는 영향을 조사하여 향후 지속적 경쟁우위와 개선점을 끌어낼 수 있는 스마트호텔의 본질적인 요인들을 파악하였다. 또한, 고객 만족도를 극대화함으로써 해당 스마트호텔을 재방문할 수 있는 효과적인 호텔 마케팅 전략과 방안을 모색하는데 연구 목적을 두었다. 연구가설 검증을 위해 최근 2년 이내 스마트호텔에서 기술 어메니티를 이용한 경험이 있는 호텔 이용자를 대상으로 설문조사를 실시하였다. 연구 결과 의인화와 기술 어메니티 사용의도, 그리고 지각된 성능기대치와 스마트호텔 만족도 간의 관계를 제외한 모든 가설이 채택됨을 확인하였다. 이러한 연구 결과를 토대로 이 논문에서는 이론적 시사점과 실무적 시사점을 제시하였다. 스마트호텔은 다양한 스마트기술을 도입하며 빠르게 변모하고 있다. 따라서 지속적인 경쟁우위를 확보하고, 차별화된 호텔경영과 마케팅 전략을 수립하는데 있어 의미 있는 자료가 될 것이다.

레이저 용접을 이용한 전기차 배터리 이종접합 성공 확률 예측 프로그램 개발에 관한 연구 (A Study on the Development of a Program for Predicting Successful Welding of Electric Vehicle Batteries Using Laser Welding)

  • 김철환;문찬수;이관수;김진수;조애령;신보성
    • 마이크로전자및패키징학회지
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    • 제30권4호
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    • pp.44-49
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    • 2023
  • 탄소중립을 위한 세계적인 노력 속에서 전기자동차의 사용이 급속하게 증가함에 따라 배터리에 대한 수요도 증가하고 있다. 따라서, 전기자동차의 높은 효율을 달성하기 위해 차체 무게 감소와 배터리에 대한 고려가 중요한 요소로 부각되고 있다. 경량 소재로 알려진 구리와 알루미늄은 레이저 용접을 통해 효과적으로 접합될 수 있다. 그러나 두 소재의 물리적 특성이 서로 다르기 때문에 이를 접합하는 것은 여전히 기술적인 어려움이 존재한다. 본 연구에서는 구리와 알루미늄을 레이저 용접으로 접합하기 위한 최적의 레이저 파라미터를 찾기 위해 시뮬레이션을 수행하였다. 또한, 결과를 시각적으로 제시하기 위해서 Python 언어를 활용하여 GUI(Graphic User Interface) 프로그램을 개발하였다. 이 프로그램은 기계 학습 이미지 데이터를 활용하여 접합 성공을 예측하며, 안전하고 효율적인 레이저 용접 가이드로 활용될 것으로 예상되어, 전기차 배터리 조립 공정의 안전성과 효율성에 기여할 것으로 기대된다.

가치기반수용모델(VAM)을 활용한 모바일 쇼핑 앱의 지각된 가치와 사용의도에 관한 연구 (A Study on the Perceived Value and Intention of Use of Mobile Shopping Apps Using Value-Based Adoption Model (VAM))

  • 지선영;김문기;한상린
    • 서비스연구
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    • 제14권2호
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    • pp.101-116
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    • 2024
  • 스마트폰의 보급이 보편화되고 이용률이 높아진 만큼 모바일 쇼핑 시장 또한 그 규모가 커지고 관련 산업에 관한 기대도 증가하고 있다. 모바일 쇼핑 앱은 패션과 뷰티, 라이프 스타일 등 다양한 산업과 융합이 이루어지고 있으며 비대면의 활성화에 더불어 사용자 수를 늘리기 위한 기업의 경쟁이 더욱 치열해지고 있다. 이에 따라 본 연구에서는 모바일 쇼핑 앱의 지각된 가치와 사용의도에 관한 연구를 가치기반수용모델(VAM)을 기반으로 진행하였다. 본 연구의 가설을 검증하기 위하여 266명의 국내 기업에서 출시한 모바일 쇼핑 앱을 사용해 본 경험이 있는 사람들을 대상으로 설문을 진행하였고 이를 분석에 활용하였다. 결과를 살펴보면, 모바일 쇼핑 앱의 지각된 가치 중 유용성과 즐거움은 모두 지각된 가치에 정(+)의 영향을 미치는 것으로 확인되었다. 그러나 모바일 쇼핑 앱의 지각된 희생 중 기술적 특성과 지각된 위험은 지각된 가치에 유의미한 영향을 미치지 않는 것으로 나타났다. 마지막으로 모바일 쇼핑 앱의 지각된 가치는 사용의도에 정(+)의 영향을 미치는 것을 확인하였다. 본 연구를 통해서 모바일 기술과 시장의 급속한 성장과 더불어 점점 더 기업 간의 경쟁이 치열해지고 있는 모바일 쇼핑 앱 산업에서 지각된 가치와 사용의도에 영향을 미칠 수 있는 요인을 살펴보고 관련 기업과 관계자들이 모바일 쇼핑 앱 사용자를 더욱 늘리기 위한 효율적인 전략을 수립할 수 있도록 실무적 시사점을 제시하고자 한다.

마이데이터 서비스 이용을 위한 개인정보제공 동기 요인: 개인정보자기결정권 인지 수준의 조절효과 (Motivating Factors for Providing Personal Data in MyData Services: The Moderating Effect of Perceived Personal Information Self-Determination)

  • 김현정;권수현;최정우;김범수
    • 지식경영연구
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    • 제25권2호
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    • pp.219-243
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    • 2024
  • 본 연구는 데이터 경제에서 중요한 마이데이터 서비스의 효과적 활용 및 확산에 기여하고자 프라이버시 우려, 지각된 유용성, 개인정보자기결정권 인식의 영향을 분석한다. 가치기반수용모델과 프라이버시 계산이론을 통합하여, 지각된 유용성, 프라이버시 우려, 신뢰, 개인혁신성이 지각된 가치, 지각된 프라이버시 및 개인정보 제공 의도에 미치는 영향을 조사하였다. 이 연구는 마이데이터 서비스 이용자 및 이용예정자 442명을 대상으로 한 온라인 설문조사를 통해 수집된 데이터를 사용하였으며, 분석은 SmartPLS 4를 활용한 PLS-SEM 및 Bootstrapping 방법으로 수행되었다. 연구 결과, 지각된 유용성은 개인정보 제공 의도에 긍정적인 영향을, 프라이버시 우려는 부정적인 영향을 미쳤다. 신뢰와 개인혁신성은 마이데이터 서비스 수용 의도에 긍정적으로 작용하였고, 개인정보자기결정권 인식은 이러한 의도에 대한 조절효과를 나타내었다. 연구 결과는 마이데이터 서비스의 성공적 도입을 위해 이용자의 프라이버시 우려를 완화하고 신뢰를 구축할 수 있는 유용한 서비스 개발의 중요성을 강조하며, 개인정보자기결정권에 대한 인식 제고를 위한 교육 및 홍보의 필요성을 제시한다.

신기술 사용 과정에 관한 비교 사례 연구: 기술 전유 과정의 근거이론적 접근 (A Comparative Case Study on the Adaptation Process of Advanced Information Technology: A Grounded Theory Approach for the Appropriation Process)

  • 최희재;이준기
    • Asia pacific journal of information systems
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    • 제19권3호
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    • pp.99-124
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    • 2009
  • Many firms in Korea have adopted and used advanced information technology in an effort to boost efficiency. The process of adapting to the new technology, at the same time, can vary from one firm to another. As such, this research focuses on several relevant factors, especially the roles of social interaction as a key variable that influences the technology adaptation process and the outcomes. Thus far, how a firm goes through the adaptation process to the new technology has not been yet fully explored. Previous studies on changes undergone by a firm or an organization due to information technology have been pursued from various theoretical points of views, evolved from technological and institutional views to an integrated social technology views. The technology adaptation process has been understood to be something that evolves over time and has been regarded as cycles between misalignments and alignments, gradually approaching the stable aligned state. The adaptation process of the new technology was defined as "appropriation" process according to Poole and DeSanctis (1994). They suggested that this process is not automatically determined by the technology design itself. Rather, people actively select how technology structures should be used; accordingly, adoption practices vary. But concepts of the appropriation process in these studies are not accurate while suggested propositions are not clear enough to apply in practice. Furthermore, these studies do not substantially suggest which factors are changed during the appropriation process and what should be done to bring about effective outcomes. Therefore, research objectives of this study lie in finding causes for the difference in ways in which advanced information technology has been used and adopted among organizations. The study also aims to explore how a firm's interaction with social as well as technological factors affects differently in resulting organizational changes. Detail objectives of this study are as follows. First, this paper primarily focuses on the appropriation process of advanced information technology in the long run, and we look into reasons for the diverse types of the usage. Second, this study is to categorize each phases in the appropriation process and make clear what changes occur and how they are evolved during each phase. Third, this study is to suggest the guidelines to determine which strategies are needed in an individual, group and organizational level. For this, a substantially grounded theory that can be applied to organizational practice has been developed from a longitudinal comparative case study. For these objectives, the technology appropriation process was explored based on Structuration Theory by Giddens (1984), Orlikoski and Robey (1991) and Adaptive Structuration Theory by Poole and DeSanctis (1994), which are examples of social technology views on organizational change by technology. Data have been obtained from interviews, observations of medical treatment task, and questionnaires administered to group members who use the technology. Data coding was executed in three steps following the grounded theory approach. First of all, concepts and categories were developed from interviews and observation data in open coding. Next, in axial coding, we related categories to subcategorize along the lines of their properties and dimensions through the paradigm model. Finally, the grounded theory about the appropriation process was developed through the conditional/consequential matrix in selective coding. In this study eight hypotheses about the adaptation process have been clearly articulated. Also, we found that the appropriation process involves through three phases, namely, "direct appropriation," "cooperate with related structures," and "interpret and make judgments." The higher phases of appropriation move, the more users represent various types of instrumental use and attitude. Moreover, the previous structures like "knowledge and experience," "belief that other members know and accept the use of technology," "horizontal communication," and "embodiment of opinion collection process" are evolved to higher degrees in their dimensions of property. Furthermore, users continuously create new spirits and structures, while removing some of the previous ones at the same time. Thus, from longitudinal view, faithful and unfaithful appropriation methods appear recursively, but gradually faithful appropriation takes over the other. In other words, the concept of spirits and structures has been changed in the adaptation process over time for the purpose of alignment between the task and other structures. These findings call for a revised or extended model of structural adaptation in IS (Information Systems) literature now that the vague adaptation process in previous studies has been clarified through the in-depth qualitative study, identifying each phrase with accuracy. In addition, based on these results some guidelines can be set up to help determine which strategies are needed in an individual, group, and organizational level for the purpose of effective technology appropriation. In practice, managers can focus on the changes of spirits and elevation of the structural dimension to achieve effective technology use.

정보시스템의 지속적 사용에서 경험의 역할에 대한 분석 (An Analysis of the Roles of Experience in Information System Continuance)

  • 이웅규
    • Asia pacific journal of information systems
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    • 제21권4호
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    • pp.45-62
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    • 2011
  • The notion of information systems (IS) continuance has recently emerged as one of the most important research issues in the field of IS. A great deal of research has been conducted thus far on the basis of theories adapted from various disciplines including consumer behaviors and social psychology, in addition to theories regarding information technology (IT) acceptance. This previous body of knowledge provides a robust research framework that can already account for the determination of IS continuance; however, this research points to other, thus-far-unelucidated determinant factors such as habit, which were not included in traditional IT acceptance frameworks, and also re-emphasizes the importance of emotion-related constructs such as satisfaction in addition to conscious intention with rational beliefs such as usefulness. Experiences should also be considered one of the most important factors determining the characteristics of information system (IS) continuance and the features distinct from those determining IS acceptance, because more experienced users may have more opportunities for IS use, which would allow them more frequent use than would be available to less experienced or non-experienced users. Interestingly, experience has dual features that may contradictorily influence IS use. On one hand, attitudes predicated on direct experience have been shown to predict behavior better than attitudes from indirect experience or without experience; as more information is available, direct experience may render IS use a more salient behavior, and may also make IS use more accessible via memory. Therefore, experience may serve to intensify the relationship between IS use and conscious intention with evaluations, On the other hand, experience may culminate in the formation of habits: greater experience may also imply more frequent performance of the behavior, which may lead to the formation of habits, Hence, like experience, users' activation of an IS may be more dependent on habit-that is, unconscious automatic use without deliberation regarding the IS-and less dependent on conscious intentions, Furthermore, experiences can provide basic information necessary for satisfaction with the use of a specific IS, thus spurring the formation of both conscious intentions and unconscious habits, Whereas IT adoption Is a one-time decision, IS continuance may be a series of users' decisions and evaluations based on satisfaction with IS use. Moreover. habits also cannot be formed without satisfaction, even when a behavior is carried out repeatedly. Thus, experiences also play a critical role in satisfaction, as satisfaction is the consequence of direct experiences of actual behaviors. In particular, emotional experiences such as enjoyment can become as influential on IS use as are utilitarian experiences such as usefulness; this is especially true in light of the modern increase in membership-based hedonic systems - including online games, web-based social network services (SNS), blogs, and portals-all of which attempt to provide users with self-fulfilling value. Therefore, in order to understand more clearly the role of experiences in IS continuance, analysis must be conducted under a research framework that includes intentions, habits, and satisfaction, as experience may not only have duration-based moderating effects on the relationship between both intention and habit and the activation of IS use, but may also have content-based positive effects on satisfaction. This is consistent with the basic assumptions regarding the determining factors in IS continuance as suggested by Oritz de Guinea and Markus: consciousness, emotion, and habit. The principal objective of this study was to explore and assess the effects of experiences in IS continuance, with special consideration given to conscious intentions and unconscious habits, as well as satisfaction. IN service of this goal, along with a review of the relevant literature regarding the effects of experiences and habit on continuous IS use, this study suggested a research model that represents the roles of experience: its moderating role in the relationships of IS continuance with both conscious intention and unconscious habit, and its antecedent role in the development of satisfaction. For the validation of this research model. Korean university student users of 'Cyworld', one of the most influential social network services in South Korea, were surveyed, and the data were analyzed via partial least square (PLS) analysis to assess the implications of this study. In result most hypotheses in our research model were statistically supported with the exception of one. Although one hypothesis was not supported, the study's findings provide us with some important implications. First the role of experience in IS continuance differs from its role in IS acceptance. Second, the use of IS was explained by the dynamic balance between habit and intention. Third, the importance of satisfaction was confirmed from the perspective of IS continuance with experience.

가상현실 웨어러블 기기의 구매 촉진을 위한 태도 자신감과 사용자 저항 태도: 가상현실 헤드기어를 중심으로 (Attitude Confidence and User Resistance for Purchasing Wearable Devices on Virtual Reality: Based on Virtual Reality Headgears)

  • 손봉진;박다슬;최재원
    • 지능정보연구
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    • 제22권3호
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    • pp.165-183
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    • 2016
  • 스마트폰을 넘어 차세대 IT 비즈니스의 주목할 만한 후보군으로 가상현실이 이슈가 되고 있다. 가상현실은 컴퓨터와 VR헤드셋을 통해 구현한 입체적인 가상공간을 제공함으로써 사용자의 시각을 완전히 장악하고, 청각, 촉각 등 오감과의 상호작용 및 음성, 동작인식 등을 통해 가상공간을 마치 현실처럼 느끼게 한다는 점에서 향후 주목할 만한 산업 분야로 떠오르고 있다. 많은 글로벌 대기업들이 가상현실과 관련한 사업에 투자를 하고 있으나 소비자의 관점에서 가상현실 관련 제품군은 아직 쉽게 접하거나 구매하기 어려운 제품군으로 인식된다. 그렇기 때문에 소비자의 태도 변화가 큰 변화가 발생되고 있지 않으며 Acception & Diffusion 모델의 초기단계에 지나지 않아 구매로 연결되지 않는 실정이다. 본 연구는 기존 선행연구의 관점을 바탕으로 가상현실 헤드기어 제품들의 판매 촉진을 위한 사용자 관점에서의 사용자 저항을 매개 변수로 저항을 감소시키고 사용 및 구매의도에 영향을 주는 선행요인들을 도출하고자 하였으며 사용자가 가지고 있는 태도에 대한 자신감에 영향을 주어 행동 의도까지 변화시키는 현상에 대한 분석을 하고자 하였다. 본 연구의 결과는 태도 자신감에 대한 사용 용이성과 사용 혁신성의 영향력을 확인할 수 있었다. 마찬가지로 사용자 혁신저항에 영향력을 주는 변수로는 가격, 심미적 외관, 즐거움, 콘텐츠 및 화질 관련 변수들을 도출하였다. 결과적으로 본 연구는 태도 자신감의 가상현실 혁신 수용에 대한 영향력을 제시하고 가격 이외 변수인 콘텐츠의 양과 저항감의 관계성을 바탕으로 관련 변수들을 제시하였다. 특히 초기 시장인 가상현실 제품의 특성에 따라 브랜드에 대한 선점효과의 필요성과 콘텐츠의 부족함 등이 실무적으로 해결해야 할 과제로서 확인되었다.

일 농촌지역 가족계획 풍문과 실천에 관한 연구 (A Study on Family Planning Rumors & Practice in Rural Communities)

  • 추수경
    • 대한간호학회지
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    • 제8권2호
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    • pp.63-77
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    • 1978
  • Studies pertaining to influential factors on adoption and practice of family planning are very much needed to lower fertility, for family planning has regarded as only one social acceptable means to curb the accelerated population growth. One of the influential factors is known as rumors on family planning methods that hinder the actual practice of family planning. This study generally aimed at disclosing rumors on family planning methods prevalent in rural communities so that one could gain some in sights to cope with the ill effects of rumors to promote family planning Practice in rural communities in Korea. In order to accomplish the general aims this study formulated following four specific objectives; 1. Find out types and frequencies of rumors exposed of contraceptive methods. 2. Find out the relationship between the rumors exposed and socio-economic and demographic characteristics of new village leaders and health workers. 3. Examine the relationship between family planing rumors and family planning practices. The materials for this study were drawn from the two different sets of data gathered in July and Octorber 1977 respectivily by Center for Population & family Planning, Yon sei University. One is current family planning practice among eligible women reaiding in 4 Myuns in Kwang Wha country and the other is Survey on Rumor on family planning method heard by new village leaders and health workers in the four myuns. The four Myuns were divided into 60 small areas. Current family planning practice rate in each small area and as a whole were calculated. The unit of analysis in this study was not the indviduel person but the 55 small areas. Percentage, average, F-Test t-test and a coefficient of correlation were used for statistical analysis. Results of this study could be summarized as follows: 1. Rumors by different method of contraception: Medical complications, gastro-intestinal disorders, and difficulty in usage one most prevalent rumors about oral pills. Around 49% -77% of the 55 areas were often heard and the most frequent rumor was related medical complications of oral pills. Rumors on medical complications and incomplete effect of intrauterines as contraceptive were heard 51-66% of the 55 small areas. Rumors that vasectomy resulted in family problems, for instance infiedelity of spouse were often heard to 44% of the 55 small areas. 2. Rumors by socio-economic and demographic characteristic of new village leader and health workers: Among the demographic characteristics such as sex, age and sex composition of children, sex and age differentials in frequency of rumors heard more observed, Female new village health workers have heard more frequently than male new village leader. (t = 7.137, p> 0.01, d.f. = 53, a coefficient of correlation 0.27, p>0.05) The Younger age group less than 40 years of age have heard rumors of than the group over 40 years old. (t = 7.18, p>0.01, d.f. = 53, a coefficient of correlation 0.27, p>0.05) However, it was not observable that a consistent sex and age differentials in frequency of rumors heard of each contraceptive mettled, But, more female new village health works heard of rumors about intrauterine device than male new village leaders. (t = 0.497, p> 0.01, d.f. = 53, a coefficient of correlatin 0.32, p>0.01) 3. It was found that there was no statistically significant relationship between the frequency of rumors heard and current family planning practices on the whole, However, frequency of rumors heard about vasectomy appeared to have a positive relationship with current practice of vasectomy. A rather consistent pattern of relationship between“requency of rumors heard”and current family practice rate was demonstrated of 10 graphes which showed the relation between the two variagles. The current family planning practice rate in the“never heard”group and “frequently heard”group was equally lower than that in“often heard”group. The relatively consistent ∩ pattern of relationship needs to be farther investigated, for this pattern is different from the relationship that has been assumed to exist between these two variables.

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IFRS 공시 실태 개선방안에 대한 소고 - 보고기업, 정보이용자 요인을 고려한 통합적 접근 - (A Study on Practices and Improvement Factors of Financial Disclosures in early stages of IFRS Adoption - An Integrative Approach of Korean Cases: Embracing Views of Reporting Entities and Users of Financial Statements)

  • 김희석
    • 벤처창업연구
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    • 제7권2호
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    • pp.113-127
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    • 2012
  • IFRS에 따른 재무제표 작성은 연결재무제표의 주재무제표화, 원칙중심의 회계처리기준 등으로 인해 재무제표 본문의 간략화 및 다양화, 상세내역 및 비재무사항 주석기재 요구량 증대 등 공시 전반에 걸친 중요성이 높아지고 있다. 한편 K-IFRS체제하의 적정공시 방향에 대한 기존의 연구와 검토들은 IFRS 전면도입의 당위론적 배경과 제도변화 초기상황이라는 시기적 요인에 따라 기준제정기구나 감독기관 중심으로 공시요구사항 증대나 정보의 완전성(completeness) 측면에 초점을 두고 전개되어 온 것이 사실이다. 이에, 본 연구는 기존의 접근에 더하여 보고기업 및 정보이용자의 관점에서 보다 균형적인 IFRS 적용에 따른 적정공시 방향성을 도출하고자 하였다. 먼저 주요기업 재무공시 실태 검토 결과, 2010년, 2011년 재무공시에서 다수의 미준수사항 또는 권고할 사항이 지적되었다. 이러한 원인으로는 IFRS 기준의 성격에 따른 문제, 업종별 기업별 특성에 따른 문제, IFRS 도입비용 및 촉박한 공시기한 등 공시기업의 부담 측면이 지적될 수 있으며, 이는 정보이용자 입장에서의 이해가능성 및 활용도, 비교가능성 저하를 일으키는 것으로 나타났다. 이러한 실태의 개선을 위해, 제도의 완화/지원 측면에서 적용대상 기업의 추가 세분화 필요성 검토, 주석공시 내용과 범위 조정, 공시시기 조정 및 다원화, 공시환경 및 인센티브 지원 방안이 제안되었으며, 공시요구 강화 측면에서 기업, 정보이용자 참여비중 확대를 반영한 K-IFRS 제정체계 개선과 표준화된 세부양식 정의 및 적용의무화 필요성이 제시되었다.

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정보시스템의 실제 이용에 대한 연구: 모바일 서비스 시스템 품질을 중심으로 (A Study on Actual Usage of Information Systems: Focusing on System Quality of Mobile Service)

  • 조우철;김기민;양성병
    • Asia pacific journal of information systems
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    • 제24권4호
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    • pp.611-635
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    • 2014
  • Information systems (IS) have become ubiquitous and changed every aspect of how people live their lives. While some IS have been successfully adopted and widely used, others have failed to be adopted and crowded out in spite of remarkable progress in technologies. Both the technology acceptance model (TAM) and the IS Success Model (ISSM), among many others, have contributed to explain the reasons of success as well as failure in IS adoption and usage. While the TAM suggests that intention to use and perceived usefulness lead to actual IS usage, the ISSM indicates that information quality, system quality, and service quality affect IS usage and user satisfaction. Upon literature review, however, we found a significant void in theoretical development and its applications that employ either of the two models, and we raise research questions. First of all, in spite of the causal relationship between intention to use and actual usage, in most previous studies, only intention to use was employed as a dependent variable without overt explaining its relationship with actual usage. Moreover, even in a few studies that employed actual IS usage as a dependent variable, the degree of actual usage was measured based on users' perceptual responses to survey questionnaires. However, the measurement of actual usage based on survey responses might not be 'actual' usage in a strict sense that responders' perception may be distorted due to their selective perceptions or stereotypes. By the same token, the degree of system quality that IS users perceive might not be 'real' quality as well. This study seeks to fill this void by measuring the variables of actual usage and system quality using 'fact' data such as system logs and specifications of users' information and communications technology (ICT) devices. More specifically, we propose an integrated research model that bring together the TAM and the ISSM. The integrated model is composed of both the variables that are to be measured using fact as well as survey data. By employing the integrated model, we expect to reveal the difference between real and perceived degree of system quality, and to investigate the relationship between the perception-based measure of intention to use and the fact-based measure of actual usage. Furthermore, we also aim to add empirical findings on the general research question: what factors influence actual IS usage and how? In order to address the research question and to examine the research model, we selected a mobile campus application (MCA). We collected both fact data and survey data. For fact data, we retrieved them from the system logs such information as menu usage counts, user's device performance, display size, and operating system revision version number. At the same time, we conducted a survey among university students who use an MCA, and collected 180 valid responses. A partial least square (PLS) method was employed to validate our research model. Among nine hypotheses developed, we found five were supported while four were not. In detail, the relationships between (1) perceived system quality and perceived usefulness, (2) perceived system quality and perceived intention to use, (3) perceived usefulness and perceived intention to use, (4) quality of device platform and actual IS usage, and (5) perceived intention to use and actual IS usage were found to be significant. In comparison, the relationships between (1) quality of device platform and perceived system quality, (2) quality of device platform and perceived usefulness, (3) quality of device platform and perceived intention to use, and (4) perceived system quality and actual IS usage were not significant. The results of the study reveal notable differences from those of previous studies. First, although perceived intention to use shows a positive effect on actual IS usage, its explanatory power is very weak ($R^2$=0.064). Second, fact-based system quality (quality of user's device platform) shows a direct impact on actual IS usage without the mediating role of intention to use. Lastly, the relationships between perceived system quality (perception-based system quality) and other constructs show completely different results from those between quality of device platform (fact-based system quality) and other constructs. In the post-hoc analysis, IS users' past behavior was additionally included in the research model to further investigate the cause of such a low explanatory power of actual IS usage. The results show that past IS usage has a strong positive effect on current IS usage while intention to use does not have, implying that IS usage has already become a habitual behavior. This study provides the following several implications. First, we verify that fact-based data (i.e., system logs of real usage records) are more likely to reflect IS users' actual usage than perception-based data. In addition, by identifying the direct impact of quality of device platform on actual IS usage (without any mediating roles of attitude or intention), this study triggers further research on other potential factors that may directly influence actual IS usage. Furthermore, the results of the study provide practical strategic implications that organizations equipped with high-quality systems may directly expect high level of system usage.