• Title/Summary/Keyword: Learning Factors

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

  • Yi, Youngsoo;Kwon, Min Soo;Kwon, Ohbyung
    • The Journal of Society for e-Business Studies
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    • v.27 no.2
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    • pp.37-64
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    • 2022
  • As the social acceptance of artificial intelligence increases, the number of cases of applying machine learning methods to companies is also increasing. Technical factors such as accuracy and interpretability have been the main criteria for selecting machine learning methods. However, the success of implementing machine learning also affects management factors such as IT departments, operation departments, leadership, and organizational culture. Unfortunately, there are few integrated studies that understand the success factors of machine learning selection in which technical and management factors are considered together. Therefore, the purpose of this paper is to propose and empirically analyze a technology-management integrated model that combines task-tech fit, IS Success Model theory, and John Rice's algorithm selection process model to understand machine learning selection within the company. As a result of a survey of 240 companies that implemented machine learning, it was found that the higher the algorithm quality and data quality, the higher the algorithm-problem fit was perceived. It was also verified that algorithm-problem fit had a significant impact on the organization's innovation and productivity. In addition, it was confirmed that outsourcing and management support had a positive impact on the quality of the machine learning system and organizational cultural factors such as data-driven management and motivation. Data-driven management and motivation were highly perceived in companies' performance.

An Empirical Study on the Factors Affecting Continuance Intention to Use of Online Distance Learning of Airline Department Collegue Students : Focused on Post-Acceptance Model (항공과 대학생들의 실시간 온라인 원격수업의 지속사용의도에 영향을 미치는 요인에 관한 연구 : 후기수용모델을 중심으로)

  • Lee, You-Jin
    • Journal of Information Technology Services
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    • v.19 no.5
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    • pp.107-124
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    • 2020
  • Due to spread of covid-19, which began in December 2019, the usage of online distance learning has expanded within colleges. However, because of the lack of readiness for running online distance learning, professors and students had to experience a lot of inconvenience. In the near future, the usage of online distance learnig is expected to more expand, thus, it seems that there should be a strategies for sustainable online learning operations. This study aims to investigate which factors have impact on the continuance intention to usage of online distance learning of airline department students, focused on Post-Acceptance Model. For the empirical analysis, this study utilized a structural equation model after collecting 136 survey data. The results is as follow; First, user interface has positive impact on confirmation and confirmation has positive impact on satisfaction of online distance learning. Seconds, confirmation has positive impact on perceived usefulness, flow and social presence. Third, social presence has positive impact on satisfaction of online distance learning, but perceived usefulness and flow didn't have statistically meaningful impact on satisfaction. Finally, statisfaction of online distance learning has huge positive impact on continuance intention to usage. It is expected that the implications of this study enable colleges effectively to run online distance learning in preparation for the post-covid 19 era.

A Study on the Factors for Acceptance of e-Learning Service Users (e-Learning 서비스 이용자의 수용요인에 관한 연구)

  • Lee, Byoung-Chan;Yoon, Jeong-Ok;Hong, Kwan-Soo
    • The Journal of Information Systems
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    • v.17 no.4
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    • pp.31-49
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    • 2008
  • As the development of information technology, the biggest change in educational paradigm is apparent in the shift that the emphasis of education is layed on from teachers to learners. E-learning education service through the internet is less restricted in the respect of time and places in comparison with off-line education. Therefore e-Learning is spreaded rapidly and the educational effectiveness of that is needed to be investigated. In this study theoretical research was performed firstly and framework of the study was constructed. After establishment of hypotheses the survey data were collected by the learners of e-Learning and the hypotheses were verified by the SPSS version 12.0. The results are as follows : First, the quality of e-Learning service influences significantly to the technology acceptance of users. Secondly, perceived usability and perceived easiness of technology acceptance model influences significantly to the intention of reuse of users of e-Learning services. Lastly, the playfulness of the Flow theory influences significantly to the intention of reuse of users of e-Learning services. Although there are some limitations in the respect of the numbers of variables, parameters, or samples, this study will contribute for enhancing the effectiveness of education in e-Learning service by providing the acceptance factors of e-learners.

The Role of the Teaching Hospital in the Effective Clerkship (효과적인 임상실습을 위한 교육병원의 역할)

  • Baek, Sun Yong;Yun, So Jung;Kam, Beesung;Lee, Sang Yeoup;Woo, Jae Seok;Im, Sun Ju
    • Korean Medical Education Review
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    • v.17 no.1
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    • pp.5-9
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    • 2015
  • A teaching hospital is a place where both patient care and learning occur together. To identify the role of the teaching hospital in an effective clerkship, we first determined the features of workplace learning and the factors that affect learning in the workplace, and then we proposed a role for the teaching hospital in the clinical clerkship. Features of learning in a clerkship include learning in context, and learning from patients, supervising doctors, others in the team, and colleagues. During the clerkship, medical students learn in three-way learner-patient-teacher relationships, and students' participation in the tasks of patient care is crucial for learning. Factors that influence learning in the workplace are associated with tasks, context, and learner. Tying the three factors together, we proposed a role for the teaching hospital in the three categories: involvement in the tasks of patient care, engagement in the medical team, and engagement in the learning environment and system. Supervising doctors and team members in a teaching hospital support students' deep participation in patient care, while improving the learning environment through organizational guidelines and systems. Gathering both qualitative and quantitative data for the evaluation of a teaching hospital is important.

The Study on Integrated Teaching and Learning Strategy u-Learning (U-러닝 환경에서의 통합적 수업 전략 연구)

  • Yu, Jeung-A;Han, Sun-Gwan
    • Journal of The Korean Association of Information Education
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    • v.13 no.2
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    • pp.127-134
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    • 2009
  • As wireless-internet and mobile computer revitalizes, various teaching and learning strategies are appearing. In this study, we suggest a new integrated teaching method in u-learning environment effectively. First of all, to apply information technique to education effectively, we grasped various educational factors centered on learners. And then, we categorized them into contents, time and space as three vital factors and analyzed. Next, by combining the important factors, we suggested the new integrated teaching and learning strategy. We also operated personalized the integrated teaching for elementary school students and verified the effect. As a result, we learned that the integrated teaching was effective in the area of higher-level thinking presented as an effectiveness index, learning motivation and self-directed learning. That is, this study will promote excellence in education centered on learners in the hereafter u-learning environment and support general integrated education effectively.

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Factors related to the undergraduate nursing students' metacognition (간호대학생의 메타인지 영향요인분석)

  • Suh, Yu-Jin;Bae, Ju-Yoen;Lee, Ju Hee
    • Journal of the Korea Convergence Society
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    • v.10 no.11
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    • pp.523-532
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    • 2019
  • Metacognition is a core element for nurses' clinical competency as a result of the learner's development and evaluate goals and plans for problem solving. The study aimed to analyze factors related to metacognition among undergraduate nursing students. The 205 nursing students participated from August 15 to October 19, 2017 to measure metacognition, self-directed learning, grit, learning environment and learning style. Data were analyzed using descriptive statistics, t-test, ANOVA, Pearson correlation coefficient, and multiple regression with the SPSS/Win 22.0 program. Metacognition represented a positive correlation with self-directed learning, grit, learning environment. The self-directed learning and grit were significant factors on undergraduate nursing students' metacognition. As a result of this study, it is necessary to develop curriculum that can improve metacognition level by increasing self-directed learning ability and grit of undergraduate nursing student.

Study on the Instructors' Factors Affecting Student Performance Under e-Learning Environment (이러닝에서 교수자 역할이 학습성과에 미치는 영향에 대한 연구)

  • Seo, Chang-Gab
    • Journal of Digital Convergence
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    • v.11 no.8
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    • pp.341-347
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    • 2013
  • Instructor willingness to accept and literacy is an e-leaning important variable to expect a positive effect of the introduction of e-learning from the perspective of university. The role of faculty is not only instructor but also content experts, curriculum designers, graphics professionals, media director or programmer. This study suggest as the role of instructor as pedagogical, managerial, social and technical aspect for effective learning outcomes.

Mathematics Anxiety by Mathematical Learning Style and the Grade in School: Elementary School Students (수학학습유형과 학년에 따른 초등학생의 수학불안에 관한 연구)

  • Lee, Sae Na;Han, Suk Sil;Yi, Seunghun
    • Korean Journal of Child Studies
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    • v.28 no.6
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    • pp.1-16
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    • 2007
  • In this study of mathematics anxiety, mathematical learning style, and grade in school, 1,264 elementary students completed the Mathematics Anxiety Scale(Lee, 2005) and the Mathematical Learning Style Scale(Yang & Whang, 2005) for elementary school students. Analysis of their responses showed that anxiety about mathematics increased with grade in school. Among sub-factors of mathematics anxiety, the subject itself, learners' attitude, and learning environment increased the anxiety of upper grade students. Motivation, initiative, and regulation styles of learning mathematics were found to be important factors in the mathematics anxiety of elementary school students.

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Relationships between the Use of ESL Learning Strategies and English Language Proficiency of Asian Students

  • Kang, Sung-Woo
    • English Language & Literature Teaching
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    • no.5
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    • pp.1-25
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    • 1999
  • The objective of the present study was to model the relationships between language learning strategy use and language proficiency among the Asian (Korean, Japanese, and Taiwanese) students studying English in the United States. The instruments were a language learning strategy Questionnaire and the Institutional Testing Program Test of English as a Foreign Language (ITP TOEFL). Structural equation modeling was utilized to model the relationships between language learning strategies and language proficiency. The present study found only weak relationships between language learning strategies and language proficiency. Only 13% and 15% of variance of the listening and grammar/reading factor were explained by the language learning strategies. The metacognitive strategies appeared not to have direct relationships to the language skill factors, as was found in other studies (Purpura, 1996, 1997). The effects of the social and affective strategies were very small. They in combination could account about 1% and 4% of the variance of the listening and grammar/reading factors.

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Entrepreneurial Learning and Indian Tech Startup Survival: An Empirical Investigation

  • Krishna, HS
    • Asian Journal of Innovation and Policy
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    • v.7 no.1
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    • pp.55-78
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    • 2018
  • This paper investigates the linkage between the mode of transformation of entrepreneurial learning into outcomes and the subsequent impact of these learning outcomes in enhancing the survival of high-tech startups in India. The study uses data from 45 high-tech startups headquartered across different locations in India for the purpose of analysis. Survival Analysis of the data is conducted to determine which mode of learning transformation and what type of en trepreneurial decision making preference have a significant influence on the survival of Indian high-tech startups and to what extent do they impact their survival. The results indicate that entrepreneur's prior startup experience, explorative mode of learning transformation, causal decision making of the entrepreneur and availability of funding for the startup as the key factors that reduce the time to survival of Indian high-tech startups. They also provide key insights on how these factors impact the startup survival in this region.