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Information Privacy Concern in Context-Aware Personalized Services: Results of a Delphi Study

  • Lee, Yon-Nim;Kwon, Oh-Byung
    • Asia pacific journal of information systems
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    • 제20권2호
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    • pp.63-86
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    • 2010
  • Personalized services directly and indirectly acquire personal data, in part, to provide customers with higher-value services that are specifically context-relevant (such as place and time). Information technologies continue to mature and develop, providing greatly improved performance. Sensory networks and intelligent software can now obtain context data, and that is the cornerstone for providing personalized, context-specific services. Yet, the danger of overflowing personal information is increasing because the data retrieved by the sensors usually contains privacy information. Various technical characteristics of context-aware applications have more troubling implications for information privacy. In parallel with increasing use of context for service personalization, information privacy concerns have also increased such as an unrestricted availability of context information. Those privacy concerns are consistently regarded as a critical issue facing context-aware personalized service success. The entire field of information privacy is growing as an important area of research, with many new definitions and terminologies, because of a need for a better understanding of information privacy concepts. Especially, it requires that the factors of information privacy should be revised according to the characteristics of new technologies. However, previous information privacy factors of context-aware applications have at least two shortcomings. First, there has been little overview of the technology characteristics of context-aware computing. Existing studies have only focused on a small subset of the technical characteristics of context-aware computing. Therefore, there has not been a mutually exclusive set of factors that uniquely and completely describe information privacy on context-aware applications. Second, user survey has been widely used to identify factors of information privacy in most studies despite the limitation of users' knowledge and experiences about context-aware computing technology. To date, since context-aware services have not been widely deployed on a commercial scale yet, only very few people have prior experiences with context-aware personalized services. It is difficult to build users' knowledge about context-aware technology even by increasing their understanding in various ways: scenarios, pictures, flash animation, etc. Nevertheless, conducting a survey, assuming that the participants have sufficient experience or understanding about the technologies shown in the survey, may not be absolutely valid. Moreover, some surveys are based solely on simplifying and hence unrealistic assumptions (e.g., they only consider location information as a context data). A better understanding of information privacy concern in context-aware personalized services is highly needed. Hence, the purpose of this paper is to identify a generic set of factors for elemental information privacy concern in context-aware personalized services and to develop a rank-order list of information privacy concern factors. We consider overall technology characteristics to establish a mutually exclusive set of factors. A Delphi survey, a rigorous data collection method, was deployed to obtain a reliable opinion from the experts and to produce a rank-order list. It, therefore, lends itself well to obtaining a set of universal factors of information privacy concern and its priority. An international panel of researchers and practitioners who have the expertise in privacy and context-aware system fields were involved in our research. Delphi rounds formatting will faithfully follow the procedure for the Delphi study proposed by Okoli and Pawlowski. This will involve three general rounds: (1) brainstorming for important factors; (2) narrowing down the original list to the most important ones; and (3) ranking the list of important factors. For this round only, experts were treated as individuals, not panels. Adapted from Okoli and Pawlowski, we outlined the process of administrating the study. We performed three rounds. In the first and second rounds of the Delphi questionnaire, we gathered a set of exclusive factors for information privacy concern in context-aware personalized services. The respondents were asked to provide at least five main factors for the most appropriate understanding of the information privacy concern in the first round. To do so, some of the main factors found in the literature were presented to the participants. The second round of the questionnaire discussed the main factor provided in the first round, fleshed out with relevant sub-factors. Respondents were then requested to evaluate each sub factor's suitability against the corresponding main factors to determine the final sub-factors from the candidate factors. The sub-factors were found from the literature survey. Final factors selected by over 50% of experts. In the third round, a list of factors with corresponding questions was provided, and the respondents were requested to assess the importance of each main factor and its corresponding sub factors. Finally, we calculated the mean rank of each item to make a final result. While analyzing the data, we focused on group consensus rather than individual insistence. To do so, a concordance analysis, which measures the consistency of the experts' responses over successive rounds of the Delphi, was adopted during the survey process. As a result, experts reported that context data collection and high identifiable level of identical data are the most important factor in the main factors and sub factors, respectively. Additional important sub-factors included diverse types of context data collected, tracking and recording functionalities, and embedded and disappeared sensor devices. The average score of each factor is very useful for future context-aware personalized service development in the view of the information privacy. The final factors have the following differences comparing to those proposed in other studies. First, the concern factors differ from existing studies, which are based on privacy issues that may occur during the lifecycle of acquired user information. However, our study helped to clarify these sometimes vague issues by determining which privacy concern issues are viable based on specific technical characteristics in context-aware personalized services. Since a context-aware service differs in its technical characteristics compared to other services, we selected specific characteristics that had a higher potential to increase user's privacy concerns. Secondly, this study considered privacy issues in terms of service delivery and display that were almost overlooked in existing studies by introducing IPOS as the factor division. Lastly, in each factor, it correlated the level of importance with professionals' opinions as to what extent users have privacy concerns. The reason that it did not select the traditional method questionnaire at that time is that context-aware personalized service considered the absolute lack in understanding and experience of users with new technology. For understanding users' privacy concerns, professionals in the Delphi questionnaire process selected context data collection, tracking and recording, and sensory network as the most important factors among technological characteristics of context-aware personalized services. In the creation of a context-aware personalized services, this study demonstrates the importance and relevance of determining an optimal methodology, and which technologies and in what sequence are needed, to acquire what types of users' context information. Most studies focus on which services and systems should be provided and developed by utilizing context information on the supposition, along with the development of context-aware technology. However, the results in this study show that, in terms of users' privacy, it is necessary to pay greater attention to the activities that acquire context information. To inspect the results in the evaluation of sub factor, additional studies would be necessary for approaches on reducing users' privacy concerns toward technological characteristics such as highly identifiable level of identical data, diverse types of context data collected, tracking and recording functionality, embedded and disappearing sensor devices. The factor ranked the next highest level of importance after input is a context-aware service delivery that is related to output. The results show that delivery and display showing services to users in a context-aware personalized services toward the anywhere-anytime-any device concept have been regarded as even more important than in previous computing environment. Considering the concern factors to develop context aware personalized services will help to increase service success rate and hopefully user acceptance for those services. Our future work will be to adopt these factors for qualifying context aware service development projects such as u-city development projects in terms of service quality and hence user acceptance.

병원간호사의 행복지수, 전문직관, 이직의도와의 관계 (The Relationship between Better Life Index, Nursing Performance and Intents to Leave among Hospital Nurses)

  • 남문희;권영채
    • 디지털융복합연구
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    • 제10권9호
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    • pp.417-427
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    • 2012
  • 본 연구는 병원간호사의 행복지수, 전문직관, 이직의도 간의 관계를 비교 파악하기 위한 목적으로 수행하였다. 2012년 7월1일부터 7월20일까지 부산,경남에 소재한 200병상 이상 병원급 의료기관 8곳을 임의 표출하여 총 700명의 간호사를 대상으로 설문조사 수집하였으며 최종 677부를 분석하였다. 간호사의 행복지수, 전문직관, 이직의도의 정도와 차이를 파악하였고, 변수간의 상관관계분석과 다중회귀분석을 통해 이직의도에 미치는 요인들을 분석하였으며 주요 결과는 다음과 같다. 첫째, 간호사의 행복지수와 관련된 항목의 평균은 3.03(5점척도), 전문직관의 평균평점은 3.09로 중간정도였으나 이직의도는 평균평점 3.35로 다소 높게 나타났다. 둘째, 연구 대상자의 특성에 따른 전문직관과 이직의도가 통계적으로 유의하였으며(p<0.05), 이직의도는 행복지수와 전문직관과의 유의한 음의 관계를 보였다. 셋째, 이직의도에 가장 영향을 주는 요인으로는 전문직관과 행복지수, 종합병원, 평균급여 201-250만원에서 유의한 수준을 보였다(p<0.05). 본 연구결과를 토대로 행복지수와 전문직관이 이직의도에 주요한 요인으로 나타난 만큼 좀 더 심층적인 변인들을 포함하여 다차원적인 관점의 추후 연구가 요구되며, 이직의도를 감소시키기 위한 간호중재 프로그램의 적용방안이 필요한 것으로 사료된다.

여성 관리자의 자기결정적 직무동기가 직무성과에 미치는 영향: 직무창의성과 창의적 자아효능감의 조절적 매개모형 (The Effects of Female Service Managers' Self-determined Motivations on Job Performance)

  • 강성호;허원무;김민성
    • 유통과학연구
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    • 제16권12호
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    • pp.69-80
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    • 2018
  • Purpose - Our primary goal of this study is to investigate the positive relationship between female managers' self-determined motivations (i.e., RAI: relative autonomy index) and job performances with the mediation of their job creativity in service industries. This study also examines the moderating role of creative efficacy on the relationship between female managers' self-determined motivations and creativities. Finally, based on mediation and moderation hypotheses, we also tested moderating effect of creative efficacy on the mediation effect of job creativity. Research design, data, and methodology - Drawing on SDT(Self-determination theory) and COR(conservation of resources) theories, we developed three research hypotheses. Service female managers from a several service organizations(i.e. banking, retailing, and restaurant/hospitality service) in South Korea were surveyed using self-administered instrument for data collection. A total of 331 usable questionnaires were obtained after list-wise deletion. To test reliability and validity of measurement model, we employed the CFA(confirmatory factor analysis) using M-plus 8.1 Software. Also, internal consistency was tested by Cronbach's α. We, furthermore, used the SPSS PROCESS MACRO 2.16, which was suggested by Hayes (2013; 2015), to test mediation, moderation, and moderated mediation. Results - Our results revealed that self-determined motivation and job performance were positively and fully mediated by job creativity. Furthermore, the positive relationship between female managers' self-determined motivations and job creativities was stronger when their creative self-efficacies were high than when it was low. In addition, female managers' creative self-efficacies also amplified the positive relationship between their self-determined motivations and job performances with the mediation of job creativity. Conclusions - Our research empirically elaborated the previous model of self-determined motivation and manager/female creativity literature by presenting the findings that female managers' self-determined motivations significantly influence their job performances via job creativity and that creative self-efficacy effectively strengthen these positive impacts. Also, our research offered new insight for practitioners (i.e. top service managers) by suggesting that they may enhance female service managers' job performance if they pay more attention to employee creativity in service marketing.

정신건강의학과 환자들의 우울 및 불안이 삶의 만족도에 미치는 영향 : 유머양식의 조절효과 (The impact of depression and anxiety on life satisfaction in psychiatric patients : Moderating effect of humor style)

  • 김근향;조영은
    • 한국융합학회논문지
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    • 제7권6호
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    • pp.125-132
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    • 2016
  • 전통적으로 유머는 정신건강의 지표로 여겨졌으나 유머양식에 따라 긍정적 또는 부정적 기능을 한다는 연구들이 보고되고 있어 유머의 양식과 역할에 대한 연구의 필요성이 크다. 본 연구에서는 유머의 역할 중에서도 정신병리로 인한 정신적 웰빙 저하에 대한 완충효과에 주목했고 정신건강의학과 환자들에게 흔한 증상인 우울과 불안이 삶의 만족도를 낮추는 데 어떤 양식의 유머가 완충효과를 가지는지 검증하고자 했다. 이를 위해 101명 환자들의 유머양식, 삶의 만족도, 우울, 불안 자료를 상관분석한 뒤 위계적 회귀분석을 통해 유머양식의 조절효과를 분석했다. 그 결과, 자기고양적 유머가 우울과 불안 모두에서 삶의 만족도에 유의한 조절효과를 가졌고 친화적 유머는 우울과만 유의한 상호작용을 보였다. 따라서 정신건강의학과 환자들에게 긍정적 유머가 우울과 불안 증상으로 인한 정신적 웰빙 저하에 보호요인으로 작용할 수 있으며 특히 자신을 고양시키는 유머 사용이 삶의 만족도를 높이는데 효과적임이 시사되었다. 나아가 본 연구는 비록 정신병리를 겪고 있는 정신건강의학과 환자라 할지라도 긍정적 유머를 사용함으로써 통합적이고 융합적인 의미에서의 적응 가능성을 생각해 볼 수 있게 한다.

온라인 음악서비스 산업에서 전환비용의 선행요인 및 전환비용이 고객충성도에 미치는 영향 (The Antecedents of Switching Cost and its Effect on Customer Loyalty in Digital Music Service Industry)

  • 강성민;엄기헌
    • Asia pacific journal of information systems
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    • 제20권2호
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    • pp.157-180
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    • 2010
  • Rapid development of information technology has generated a new industry and market. In particular, network technology such as the Internet and other computer networks made transaction activities switched from traditional offline commerce to e-commerce. Among them, digital content is bit-based object which is created and distributed through electronic environment. In particular, many entertainment contents such as the music, the movies, and the computer game softwares are main products. Although digital content commerce has high potential demand, it lacks the consideration about the factor related to maintaining existing customer such as customer loyalty and switching costs. There has been a number of research on customer loyalty and other factors affecting it in the traditional electronic commerce environment, but there is a lack of research which examines the characteristics of digital content. The study about the effect of switching costs on customer loyalty in digital content commerce is necessary because the customers of digital content commerce market are from those of other e-commerce market or traditional offline commerce market. In addition, customer loyalty and switching costs are important factors because they may build up greater customer retention. For that reason, this study focused on examining the relationships among switching costs, antecedents for switching costs, and customer loyalty in online digital music service industry. The study has three major purposes: (1) to find antecedents of switching costs on digital content commerce and examine effect of antecedents for switching costs; (2) to identify effect of switching costs on customer loyalty in digital content commerce and examine moderating effects of alternative attractiveness; (3) to identify the differences of antecedents for switching costs by contents transmission type(streaming service and downloading service). And, the online digital music service industry is selected in this study since there are many users and transactions incurring. To accomplish these purposes, a survey questionnaire was developed and distributed to 256 informants. Survey instrument was developed based on previous research and pre-established survey items. Total of 206 surveys are collected and used in the data analysis. Among the respondents, 56.8% is male and 43.2% is female. Also, 86 responses were streaming service user group and 120 responses were download service user group. These data was analyzed using regression analysis. Major findings of empirical analysis can be summarized as follows. First, switching costs have positive effect on customer loyalty in digital content commerce environment. Second, the influence of switching costs on customer loyalty increases under conditions of high alternative attractiveness. Third, DRM convenience and breadth of use have positive effect on switching costs. The findings imply that the digital content provider should pay more attention to switching costs in addition to customer satisfaction in order to attract customers. Also, increasing the convenience of DRM use by securing the convenience of user interface and expanding the support device and increasing the service use scope by providing diverse value-added service helps to create a switching barrier. The result of the study can become a practical use in marketing strategy for maintaining existing customer. In particular, switching barrier is very important under conditions of high competition in the online music service market. This study can be used as a basis for further studies about customer retention in digital content commerce.

체질량 지수 25 이상의 과체중군에서 신장질환과 관련된 인자들에 대한 연구 (Research Related to Chronic Kidney Disease in BMI >25 Overweight Children)

  • 최아름;박성신;김성도;조병수
    • Childhood Kidney Diseases
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    • 제13권1호
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    • pp.75-83
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    • 2009
  • 목 적 : 비만은 이제 전 세계적인 보건 문제 중의 하나로서 고혈압과 당뇨를 통해 만성 신장 질환 그리고 말기 신부전을 매개한다는 것은 이미 잘 알려진 사실이다. 본 연구에서는 현미경적 혈뇨 또는 단백뇨를 보여 본원에 내원하여 신생검을 시행한 초기 만성신질환 환아 중 체질량 지수 25 이상 되는 과체중군에서 신장 질환의 위험도를 증가시키고 신기능 악화인자로 작용할 수 있는 임상인자들에 대해 정상 체중군의 신질환 환아들과 비교 분석하였다. 방 법 : 2003년 1월부터 2007년 12월까지 지난 5년간 경희대학교 소아청소년과에 지속적인 혈뇨 또는 단백뇨 동반을 주소로 신생검을 시행한 4-18세의 소아 및 청소년 가운데 체질량 지수가 25 이상인 과체중군 26명(남:여=19:7)과 정상 체중의 대조군 49명(남:여=35:14), 총 75명(남:여=54:21)을 대상으로 신체 계측하고, 24시간 요 검사 및 일반 혈액학, 생화학 검사를 측정하였다. 결 론 : 본 연구에서 신질환의 진행과 악화, 심혈관계 합병증, 지방간의 진행과 관계있는 인자들이 과체중군의 환아들에게서 만성 신질환 초기에도 유의있게 높은 수치를 보여주었다. 따라서 과체중을 동반한 만성 신질환 환아들의 경우 비만에 대한 주의 깊은 관찰과 신질환의 악화를 막기 위한 조기 진단과 치료 및 예방에 힘쓰는 것이 필요할 것으로 사료된다.

침구관련 실험연구 논문 동향 분석 (Analysis of Recent Trends on the Experimental Studies in Acupuncture and Moxibustion Papers)

  • 한경주;황혜숙;김유성;이지은;정상용;류연희;최선미;구성태
    • 한국한의학연구원논문집
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    • 제13권2호통권20호
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    • pp.83-90
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    • 2007
  • The aim of the study was to analyze recent trends of experimental studies regarding to acupuncture and moxibustion (AM) through reviewing the 492 papers in the PubMed database in order to help researchers from overlapping study on the same theme and to spur them to investigate experimental studies on AM with understanding the current flow of that. For the analysis, we include papers in which abstract was written in English. First, we performed quantitative analysis of the experimental studies using whole of the first filtrated 492 papers. From this analysis, we could obtain the followings: 'Trends of study in the most frequently appeared journals and leading authors in experimental study of AM'. 'The number of papers and name of journals by leading authors in experimental study of AM'. 'Trends of Korean papers in the most frequently appeared journals and Korean leading authors in experimental study of AM", 'Classification of experimental studies related to acupuncture and moxibustion according to intervention methods or individual country' and 'Assortment of experimental studies related to acupuncture and moxibustion in terms of intervention methods on leading countries'. Second, we collected 72 papers considering impact factor of the journal and influential effect of the papers' result for qualitative analysis, and we divided the papers into pain related one or not, because the effect of AM on pain is major subject of AM study. The results showed that experimental studies regarding to AM still has several weakness such as limited usage of acupuncture points and inclined application of electroacupucture even though there are 361 acupuncture points in the human body and various kinds of stimulation methods using traditional needles and moxibustion. Therefore, we suggest that researchers should pay more attention to the study on basic AM research creatively and systematically through strengthening and enhancing the cooperation among colleges, research institutes and hospitals. Moreover, in order to promote the basic research of the AM, it is required that we need cross-disciplinary research as well as international collaboration research.

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조건부가치측정법을 이용한 어린이 공공디자인 시설의 경제적 가치 추정 (Economic Value Estimation of Public Design Facility for Children Using Contingent Valuation Method)

  • 문광민;윤성일
    • 한국콘텐츠학회논문지
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    • 제17권3호
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    • pp.532-541
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    • 2017
  • 디자인은 기업의 생존과 발전에 매우 중요한 핵심요소이며, 특히 어린이 디자인은 산업적 측면뿐만 아니라 어린이의 신체적 지적 정서적 성장과 발달에 도움을 주는 핵심요소 중 하나라고 할 수 있다. 이와 같은 어린이 디자인 교육을 위한 어린이 공공디자인 시설의 건립에 따른 경제적 가치를 측정하기 위하여 본 연구에서는 조건부가치측정법(CVM)을 사용하였다. 본 연구는 이용가치와 비이용가치가 모두 높은 어린이 공공디자인 시설을 대상으로 이용에 따른 경제적 가치 측정을 통해 정책결정자에게 유용한 정보를 제공하고자 한다. 이를 위하여 본 연구에서는 개방형 질문과 이중 양분선택 방식을 사용한 조건부가치측정법을 사용하였다. 50명의 개방형 질문방식을 이용한 사전조사와 530명의 이중 양분선택 방식을 이용한 본조사의 분석결과 일인당 연평균 지불의사금액은 약 12,463원으로 추정되었다. 전국 총 가구를 대상으로 한 총편익은 연간 약 2,190억 원으로 추정되었다.

치과위생사의 근골격계질환 자각증상에 관한 요인 조사 (Factor Analysis on Subjective Symptom of Musculoskeletal Diseases in Dental Hygienists)

  • 김수관;오나래;정미애
    • 한국콘텐츠학회논문지
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    • 제12권4호
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    • pp.273-281
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    • 2012
  • 본 연구의 목적은 치과위생사의 근무환경, 근골격계 질환 예방교육에 대한 인식, 작업관련성 근골격계 질환과 근무특성과의 연관성에 대하여 알아보고, 치과위생사의 근골격계 질환 증상에 대한 기초자료를 제공하고자 한다. 서울, 경기, 대구, 포항의 210명 치과위생사를 대상으로 2011년 8월 1일부터 12일까지 자기기입식 설문지 조사를 시행한 후 회수하여 응답이 불분명하거나 크게 사고를 당한 5명을 제외한 205명에 대해서 분석 하였다. 수집된 자료는 SPSS WIN 15.0 프로그램을 이용하여 분석하였다. 그 결과 신체부위별 통증빈도를 보면, 평균이 '어깨-목 사이(오른쪽)'가 3.07로 가장 높았고, 신체부위별 통증 정도를 보면, 평균이 '발목/종아리(왼쪽)'가 1.47로 가장 높게 나타났다. 신체부위별 근골격계질환 통증경험 관련 작업능력 지장여부를 보면, 평균이 '무릎(오른쪽)'이 1.84로 가장 높게 나타났다. 따라서 치과위생사들이 근골격계 질환에 안전할 수 있도록 보다 많은 관심과 노력을 기울여야 할 것으로 사료된다.

Korean Customer Attitudes Towards SNS Shopping

  • Cho, Young-Sang;Heo, Jeong-Yoon;Youn, Myoung-Kil
    • 유통과학연구
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    • 제10권8호
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    • pp.7-14
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    • 2012
  • As a new format of retailing, social shopping on SNS has rapidly grown in recent. Although there is much literature associated with customer behaviours in the academic world, little attention has been paid to identifying the shopping patterns of SNS shoppers. This paper will, thus, identify how perceived value has an impact on the buying intention of SNS shoppers, after illustrating what kind of factor influences the formation process of perceived value in the Korean marketplace. Given that SNS shoppers are for the most part 20s as well as 30s, the authors handed out questionnaires to them. Furthermore, based on literature review results, the conceptualised research model was developed. Despite lack of literature, the authors developed five constructs like price reduction, quantity- and time-limited message, product ranges, information-sharing, and required number of shoppers. The researchers made a considerable effort to identify the relationship between research concepts and each variable, based on a few research analysis methods such as frequency analysis, the Varimax rotation technique used orthogonal rotation, Cronbach's Alpha, PCA (Principle Component Analysis), and the like. Amongst the 5 variables used to measure the degree of influences on the perceived value as a social shopping characteristic, it has been evident that price cut, required minimum shoppers, product variety, and information-sharing have a positive impact on the perceived value formation processes of SNS customers. Also, this research implies that SNS retailers can differentiate themselves from other retailers by differently using the above factors. From a practitioner's point of view, these factors should be strategically used to increase the social shopping opportunities of SNS users. It is, furthermore, evident that the perceived value formed by the above 4 factors have played an important role in the buying decision process of SNS customers. In a sense, whether customers are aware of higher price cut rates, information-sharing, required minimum shoppers, and product variety has a positive impact on making buying decisions. From a retailer's point of view, online shopping mall operators are able to use blog as well as twitter to improve the buying intention as a marketing tool of social network, because the business activities provided by social shopping retailers, like the rapid, accurate responses to customer requirements, the provision of a variety of information, and the communications between customers are closely related to buying intentions. There are a few research limitations to conduct this empirical research. It was not easy to review prior papers, due to its lack. In spite of the increasing number of SNS shoppers in Korea, little research attention has been paid to this kind of research topic by academicians, because buying products or services through SNS is in its infancy. With regard to research populations, it would be difficult to generalise the research findings in Korea, owing to unbalanced respondent distribution. Considering the above research limitations as well as the growth of social shopping, many authors should pay considerable attention to SNS-related issues in the future, and develop the more sophisticated criteria to measure the characteristics of SNS shoppers.

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