• 제목/요약/키워드: organizational learning

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기업의 머신러닝 선정에 영향을 미치는 요인 연구: 확장된 알고리즘 선택 문제의 관점으로 (A Study on the Factors Influencing a Company's Selection of Machine Learning: From the Perspective of Expanded Algorithm Selection Problem)

  • 이영수;권민수;권오병
    • 한국전자거래학회지
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    • 제27권2호
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    • pp.37-64
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    • 2022
  • 인공지능의 사회적수용도가 증가하면서 머신러닝 기법을 기업에 적용하는 사례가 증가하고 있다. 머신러닝 기법의 선정에는 주로 정확성이나 해석 가능성 등 기술적 요인이 주로 기준이 되어왔다. 그러나 머신러닝 채택의 성공은 개발부서, 사용부서, 리더십과 조직문화 등 경영관리 요인도 영향을 주기도 한다. 아쉽게도 기술적 요인과 경영관리적 요인이 함께 고려된 머신러닝 선정의 성공 요인을 이해하는 통합 연구가 거의 존재하지 않는다. 이에 본 논문의 목적은 기업 내 머신러닝 선정을 이해하기 위해 John Rice의 algorithm selection process model과 task-technology fit, 그리고 IS Success Model 이론을 결합한 기술-경영관리 통합 모형을제안하고 실증적 분석을 하는 것이다. 머신러닝을 도입한 국내 기업 240곳을 대상으로 설문 분석을 실시한 결과 알고리즘 품질과 데이터 품질이 높을수록 문제-알고리즘 적합성에 높게 영향을 주는 것으로 나타났으며, 문제-알고리즘 적합성은 조직의 생산성과 혁신성에도 유의한 영향을 미치는 것으로 검증되었다. 또한 외주화와 경영진 지원이 머신러닝 시스템 품질에 긍정적인 영향을 미치고, 데이터 중심 경영 및 동기화와 같은 조직문화 요인은 활용성과에 높은 영향을 미치는 것으로 확인되었다.

e-러닝 프로그램 선호 영향변인에 관한 탐색적 요인분석 (Identifying Variables that Affect Learners' Preference Toward E-Learning Program)

  • 이영민
    • 컴퓨터교육학회논문지
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    • 제9권3호
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    • pp.67-74
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    • 2006
  • 본 연구에서는 학습자가 특정 e-러닝 프로그램을 선호하는데 영향을 미치는 다양한 요인들을 탐색해 보았다. 선호도에 영향을 미치는 다양한 변인들을 열거하고 그러한 변인들을 상관 정도에 따라 공통요인을 추출하는 탐색적 요인분석(exploratory factor analysis)를 실시하였다. 분석 결과, 학습자들이 특정한 형태의 e-러닝 프로그램을 선호하게 되는 주된 요인들은 e-러닝 프로그램의 설계방식(1 요인), e-러닝 프로그램 활용목적(2 요인), 사회문화적 쟁점(3요인), 인구학적 요소(4 요인), 조직의 요구(5요인), e-러닝 프로그램 활용결과(6요인), e-러닝 프로그램 운영관리(7 요인), e-러닝 프로그램의 기술적 환경(8 요인)으로 나타났다.

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구성원 침묵, 학습관성, 지식공유 비열의 간의 관계에 관한 실증연구 (An Empirical Study on the Relationships among Employee Silence, Learning Inertia, and Knowledge Sharing Disengagement)

  • 허명숙;천면중
    • 지식경영연구
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    • 제18권4호
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    • pp.31-62
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    • 2017
  • It found that employee silence negatively impacts both organizations and their employees as shown in findings from many studies and recently there has been a growing interest in it. Silence is described as intentionally withholding job-related ideas, information, concerns, and opinions. Employee silence may decrease organizational change and innovation and reduce employee learning motivation and knowledge sharing engagement as well. The purpose of this study is to examine the relationships among silence motivations, perceived silence climate, and employee silence; the relationships among employee silence, learning inertia and knowledge sharing disengagement; the mediating role of employee silence between antecedents of employee silence and consequences additionally. The results that analyzed using data from 225 employees in 42 organizations are as follows. First, the impact of silence motivation and perceived silence climate on employee silence are positively significant. Second, the influence of defensive silence motivation on the acquiescent and relational silence motivation is positively significant. Third, the influence of employee silence on learning inertia and knowledge sharing disengagement is positively significant. Forth, employee silence mediates the relationship between silence motivation and perceived silence climate and learning inertia and knowledge sharing disengagement. These results suggest that employee silence is another strong expression and message for organizations to try to establish a learning organization from the perspective of knowledge management.

An Investigation of Cloud Computing and E-Learning for Educational Advancement

  • Ali, Ashraf;Alourani, Abdullah
    • International Journal of Computer Science & Network Security
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    • 제21권11호
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    • pp.216-222
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    • 2021
  • Advances in technology have given educators a tool to empower them to assist with developing the best possible human resources. Teachers at universities prefer to use more modern technological advances to help them educate their students. This opens up a necessity to research the capabilities of cloud-based learning services so that educational solutions can be found among the available options. Based on that, this essay looks at models and levels of deployment for the e-learning cloud architecture in the education system. A project involving educators explores whether gement Systems (LMS) can function well in a collaborative remote learning environment. The study was performed on how Blackboard was being used by a public institution and included research on cloud computing. This test examined how Blackboard Learn performs as a teaching tool and featured 60 participants. It is evident from the completed research that computers are beneficial to student education, especially in improving how schools administer lessons. Convenient tools for processing educational content are included as well as effective organizational strategies for educational processes and better ways to monitor and manage knowledge. In addition, this project's conclusions help highlight the advantages of rolling out cloud-based e-learning in higher educational institutions, which are responsible for creating the integrated educational product. The study showed that a shift to cloud computing can bring progress to educational material and substantial improvement to student academic outcomes, which is related to the increased use of better learning tools and methods.

학습성과의 개념과 작성에 대한 탐구 (A Critical Evaluation of the Concept and Writing of Learning Outcomes)

  • 이동엽;양은배
    • 의학교육논단
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    • 제18권3호
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    • pp.125-131
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    • 2016
  • Recent changes in educational paradigms that emphasize the performance or outcomes of education are redefining how learning objectives are being described as 'learning outcomes' in various academic disciplines. Medical education is not an exception to this trend. However, it has come to our attention that the key concepts and appropriate descriptions of learning outcomes have not been well understood among educators and that this lack of understanding has hindered our efforts to implement the practice in the field. This study aims to provide a direction to establish and describe learning outcomes by examining previous studies that have focused on setting learning objectives as well as learning outcomes. Setting and describing learning outcomes starts from reflection on the approach of behavioral learning objectives, which overemphasizes learner's acquired knowledge, skills, and attitude in each classroom rather than actual performance. On the other hand, the learning outcome approach focuses on what the learner is able to do as a result of a learning experience. This approach is more learner-friendly and encourages students to lead and be responsible for their learning process. Learning outcomes can best be described when the relevance of actual contexts and the hierarchy of learning objectives are considered. In addition, they should be in the form of context, task, performance, and level, as well as be planned with proper assessment and feedback procedures. When these conditions are met, the learning outcome approach is beneficial to students as it presents a curriculum that is more open to learners. Despite these advantages of the learning outcome approach, there is a possible concern that setting the learning outcomes and describing them can restrict evaluation to lower cognitive skills if the concept of learning outcome is narrowly interpreted or is set too low. To avoid such narrow applications, it is important for educators to understand the comprehensiveness of the learning outcome setting and to consider long-term outcomes embedded in an organizational vision rather than only short-term behavioral outcomes.

조직 사회화를 위한 팝 아트 협동학습 입문교육 사례연구 - 가톨릭대학교 은평성모병원 개원 전 입문교육 중심으로 - (A Case Study on the Introduction of Pop Art Collaboration Learning for Organization Socialization - Focusing on Introductory Education before Opening of Catholic University's Eunpyeong St. Mary's Hospital -)

  • 박병태
    • 한국병원경영학회지
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    • 제24권2호
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    • pp.84-101
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    • 2019
  • Purposes: Organizational socialization introductory education for new members is a representative organizational socialization program that enables new members to become true members of an organization and grow into the people they expect from the organization. I analyzed the case of Pop Art Cooperative Learning introductory education for the socialization of the entire organization, which was conducted by Eunpyeong St. Mary's Hospital of Catholic University, in 13 steps, one month before its opening on April 1, 2019. Methodology: In order to analyze the case, the case study was analyzed in order from education planning to preparation, implementation and evaluation. The important point in this process is that all the members to be input at the start of the treatment are not included in the position and occupation. In the composition of education contents, the core keywords for achieving the vision are derived through each group activity and strategies for achieving spirituality, vision, and vision of Hospital are made and the ideal image of Eunpyeong St. Mary's Hospital is completed using the pop art technique. All the works produced by each group will be shared by all attendees of the relevant education level and the whole picture of each education order will be completed again with the big picture called - The heart of Jesus Christ the healer♥ - Respectively. Findings: Education Results All the participants showed high satisfaction and they shared the vision and mission of Eunpyeong St. Mary 's Hospital as well as the formation of intimacy and belonging to each other. They recognized the future direction and goal. And contribute to tissue stabilization. Practical Implications: Through this case study, it will be possible to contribute to establishment and implementation of introductory education plan for new members' socialization to new hospitals.

조직구성원의 정보기술 인적역량과 개인 업무만족 및 업무성과 간의 관계: 목표지향성 관점 (Relationships Among Employees' IT Personnel Competency, Personal Work Satisfaction, and Personal Work Performance: A Goal Orientation Perspective)

  • 허명숙;천면중
    • Asia pacific journal of information systems
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    • 제21권4호
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    • pp.63-104
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    • 2011
  • The study examines the relationships among employee's goal orientation, IT personnel competency, personal effectiveness. The goal orientation includes learning goal orientation, performance approach goal orientation, and performance avoid goal orientation. Personal effectiveness consists of personal work satisfaction and personal work performance. In general, IT personnel competency refers to IT expert's skills, expertise, and knowledge required to perform IT activities in organizations. However, due to the advent of the internet and the generalization of IT, IT personnel competency turns out to be an important competency of technological experts as well as employees in organizations. While the competency of IT itself is important, the appropriate harmony between IT personnel's business capability and technological capability enhances the value of human resources and thus provides organizations with sustainable competitive advantages. The rapid pace of organization change places increased pressure on employees to continually update their skills and adapt their behavior to new organizational realities. This challenge raises a number of important questions concerning organizational behavior? Why do some employees display remarkable flexibility in their behavioral responses to changes in the organization, whereas others firmly resist change or experience great stress when faced with the need to alter behavior? Why do some employees continually strive to improve themselves over their life span, whereas others are content to forge through life using the same basic knowledge and skills? Why do some employees throw themselves enthusiastically into challenging tasks, whereas others avoid challenging tasks? The goal orientation proposed by organizational psychology provides at least a partial answer to these questions. Goal orientations refer to stable personally characteristics fostered by "self-theories" about the nature and development of attributes (such as intelligence, personality, abilities, and skills) people have. Self-theories are one's beliefs and goal orientations are achievement motivation revealed in seeking goals in accordance with one's beliefs. The goal orientations include learning goal orientation, performance approach goal orientation, and performance avoid goal orientation. Specifically, a learning goal orientation refers to a preference to develop the self by acquiring new skills, mastering new situations, and improving one's competence. A performance approach goal orientation refers to a preference to demonstrate and validate the adequacy of one's competence by seeking favorable judgments and avoiding negative judgments. A performance avoid goal orientation refers to a preference to avoid the disproving of one's competence and to avoid negative judgements about it, while focusing on performance. And the study also examines the moderating role of work career of employees to investigate the difference in the relationship between IT personnel competency and personal effectiveness. The study analyzes the collected data using PASW 18.0 and and PLS(Partial Least Square). The study also uses PLS bootstrapping algorithm (sample size: 500) to test research hypotheses. The result shows that the influences of both a learning goal orientation (${\beta}$ = 0.301, t = 3.822, P < 0.000) and a performance approach goal orientation (${\beta}$ = 0.224, t = 2.710, P < 0.01) on IT personnel competency are positively significant, while the influence of a performance avoid goal orientation(${\beta}$ = -0.142, t = 2.398, p < 0.05) on IT personnel competency is negatively significant. The result indicates that employees differ in their psychological and behavioral responses according to the goal orientation of employees. The result also shows that the impact of a IT personnel competency on both personal work satisfaction(${\beta}$ = 0.395, t = 4.897, P < 0.000) and personal work performance(${\beta}$ = 0.575, t = 12.800, P < 0.000) is positively significant. And the impact of personal work satisfaction(${\beta}$ = 0.148, t = 2.432, p < 0.05) on personal work performance is positively significant. Finally, the impacts of control variables (gender, age, type of industry, position, work career) on the relationships between IT personnel competency and personal effectiveness(personal work satisfaction work performance) are partly significant. In addition, the study uses PLS algorithm to find out a GoF(global criterion of goodness of fit) of the exploratory research model which includes a mediating variable, IT personnel competency. The result of analysis shows that the value of GoF is 0.45 above GoFlarge(0.36). Therefore, the research model turns out be good. In addition, the study performs a Sobel Test to find out the statistical significance of the mediating variable, IT personnel competency, which is already turned out to have the mediating effect in the research model using PLS. The result of a Sobel Test shows that the values of Z are all significant statistically (above 1.96 and below -1.96) and indicates that IT personnel competency plays a mediating role in the research model. At the present day, most employees are universally afraid of organizational changes and resistant to them in organizations in which the acceptance and learning of a new information technology or information system is particularly required. The problem is due' to increasing a feeling of uneasiness and uncertainty in improving past practices in accordance with new organizational changes. It is not always possible for employees with positive attitudes to perform their works suitable to organizational goals. Therefore, organizations need to identify what kinds of goal-oriented minds employees have, motivate them to do self-directed learning, and provide them with organizational environment to enhance positive aspects in their works. Thus, the study provides researchers and practitioners with a matter of primary interest in goal orientation and IT personnel competency, of which they have been unaware until very recently. Some academic and practical implications and limitations arisen in the course of the research, and suggestions for future research directions are also discussed.

자기결정성과 자기주도학습에 의한 기업 이러닝이 학습 만족도에 미치는 영향 (The Learning Satisfaction in Corporate E-learning based on Self-Directed Learning and Self-Determination)

  • 남궁승은;김성건
    • 디지털산업정보학회논문지
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    • 제18권1호
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    • pp.125-138
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    • 2022
  • Companies want organizational members who take e-learning courses to enjoy the advantages of transcending time and space that e-learning has, but also want what they have learned to help the organization, the work they perform, or their future careers. In addition, while enjoying the effect of reducing education costs compared to offline education through e-learning, it is expected that executives and employees will apply the knowledge and skills learned to the field and perform tasks to achieve results. As COVID-19 continues, many education programs that have been conducted offline at corporate sites have been converted to e-learning, with a larger number of e-learning operations than in the past. This study was conducted based on the perception that learners' learning satisfaction is important for the successful operation of e-learning education, and that learners' own self-directed learning ability and self-determination are important as well as corporate efforts. As a result of the study, hypotheses 1-1, 1-2, 1-3-1, and 1-3-2 that the better the self-determination (autonomy, competence, full-time support, and peer support) is, the higher the learning satisfaction will be. Both Hypothesis 2-1 and Hypothesis 2-2 were adopted that the better self-directed learning (subjectivity, execution ability) is, the higher the learning satisfaction will increase. In conclusion, it is necessary to properly introduce the concepts of self-determination and self-directed learning in corporate education while operating with the corporate education system.

경영전략 내재화가 공공기관의 발전에 미치는 영향 (Impact on Internalization of Management Strategy in Public Organization)

  • 이향수;이성훈
    • 디지털융복합연구
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    • 제14권5호
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    • pp.1-10
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    • 2016
  • 새로운 제도나 경영전략 등이 성공적으로 정착되어 조직의 성과제고로 연계되기 위해서는 내재화과정이 반드시 필요하다. 성공적인 내재화를 위해서 많은 기관에서 가장 많이 활용하는 방법은 교육방법 및 커뮤니케이션 전략이라고 할 수 있다. 그러나 교육이나 커뮤니케이션을 원활하게 진행하기 위해서는 조직구성원들간 신뢰와 협력지향적인 문화 등 다양한 측면에서의 융합전략이 뒷받침되어야만 한다. 본 연구에서는 특정 공공기관의 직원들을 대상으로 새로이 도입한 조직비전, 핵심가치 등에 대한 내재화 정도 및 조직문화 등에 대해 조사해보고, 성공적인 경영전략 내재화 방안을 제시하고자 하였다. 우선, 경영전략 강화 교육을 위해서는 반복학습을 통해 자주 노출시키고 자주 대화하는 방법이 효과적이다. 이를 위해 집합교육과 이러닝 등 집중적인 교육방법을 병행해야 한다. 둘째, 의사소통의 활성화를 위해서는 기관장이 직원들과의 내재화를 위한 의사소통에 관심을 기울여야 하며, 다양한 방법의 의사소통 전략을 세워야 할 것이다. 끝으로, 조직문화의 변화를 위해서는 동료들간 개방적이고 협조적인 문화구축을 위한 비공식적인 의사소통의 장을 자주 마련하고 인적네트워크의 양적, 질적 확대를 지원해주어야 한다.

조직 문화 변화의 성공 요소에 관한 연구 - KM을 변화 플랫폼으로 적용한 기업 사례를 중심으로 - (Success Factors in Effecting Cultural Change in Organizations: A Case Study)

  • 노정란
    • 한국문헌정보학회지
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    • 제44권2호
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    • pp.427-445
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    • 2010
  • 지식기반사회에서 기업의 성장 동력은 물질적 경쟁우위 보다는 기업 내부, 즉 각 기업이 보유하고 있는 독특한 핵심역량에있다. 이는 창의적 조직 문화와 학습역량, 브랜드, 독창적인 마케팅 역량, 기술 등과 같은 무형의 요소를 말하는데, 따라서 지속적인 성장을 위해서는 이 요소들이 활성화되는 환경과 필요 요소를 우선적으로 파악하는 것이 중요하다. 이 연구는문헌연구를 통하여 조직 문화(organizational culture)와 조직 문화 변화(organizational cultural change)를 개념적으로 정의하고, 조직 문화 변화에 대한 조직원들의 태도와 저항 요인을 고찰하며, 조직 문화 변화 요소를 도출하였다. 도출된 성공 요소는 한국자산관리공사를 대상으로 실증적으로 적용하여 설명력을 높였다. 정보학의 관점에서 볼 때 이 연구는 다음 두 가지 시사점을 갖는다. 첫째, 지식의 대상이 암묵지인 인적 자산으로 확대되어 가고 있으며, 인적 자산은 매우 동태적인 속성을 갖고 있으면서, 조직 문화와 밀접한 관련성을 갖고 있다는 사실을 인식하는 것이다. 둘째, '도서관' 혹은 '지식정보센터' 는 자체의 조직 문화뿐만 아니라 그가 속한 모 기관의 조직 문화와 유리될 수 없다고 볼 때, 향후 조직 문화에 대한 관심과 연구가 매우 시급하다고 볼 수 있다.