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What factors drive AI project success? (무엇이 AI 프로젝트를 성공적으로 이끄는가?)

  • KyeSook Kim;Hyunchul Ahn
    • Journal of Intelligence and Information Systems
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    • v.29 no.1
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    • pp.327-351
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    • 2023
  • This paper aims to derive success factors that successfully lead an artificial intelligence (AI) project and prioritize importance. To this end, we first reviewed prior related studies to select success factors and finally derived 17 factors through expert interviews. Then, we developed a hierarchical model based on the TOE framework. With a hierarchical model, a survey was conducted on experts from AI-using companies and experts from supplier companies that support AI advice and technologies, platforms, and applications and analyzed using AHP methods. As a result of the analysis, organizational and technical factors are more important than environmental factors, but organizational factors are a little more critical. Among the organizational factors, strategic/clear business needs, AI implementation/utilization capabilities, and collaboration/communication between departments were the most important. Among the technical factors, sufficient amount and quality of data for AI learning were derived as the most important factors, followed by IT infrastructure/compatibility. Regarding environmental factors, customer preparation and support for the direct use of AI were essential. Looking at the importance of each 17 individual factors, data availability and quality (0.2245) were the most important, followed by strategy/clear business needs (0.1076) and customer readiness/support (0.0763). These results can guide successful implementation and development for companies considering or implementing AI adoption, service providers supporting AI adoption, and government policymakers seeking to foster the AI industry. In addition, they are expected to contribute to researchers who aim to study AI success models.

Theoretical Study of Scientific Symmetry and Its Implications for Science Education (과학적 대칭성에 대한 이론적 고찰 및 과학교육에의 함의)

  • Kyungsuk Bae;Yeon-A Son;Jun-Young Oh
    • Journal of the Korean Society of Earth Science Education
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    • v.16 no.1
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    • pp.13-29
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    • 2023
  • This study aims to provide a theoretical examination of symmetry and its implications for science education. For this purpose, first, we examined the way of thinking of Western science in general through ancient Greek scholars. Second, we divided the perception of symmetry into ancient and modern times. Third, we draw out the implications for science education. The results of this study show that, first, the way of thinking in Western science is 'abstraction', which began with Parmenides and was established by Plato. Second, the ancient perception of symmetry is symmetry as beautiful proportions and harmony based on abstraction, and the modern perception of symmetry is symmetry as an invariant perspective based on abstraction that seeks to find constancy in change. We examined Eratosthenes' experiment to measure the circumference of the earth as an example of ancient symmetry, and Galilean relativity or transformation as examples of modern symmetry. Third, the implications for science education are as follows. Awareness of symmetry can help educate students about the nature of science, as it is a central theme that runs through ancient and modern science. Second, the Eratosthenes' experiment and Galilean relativity or transformations are not represented in the 2022 revised curriculum, but could support understanding of science and key competencies and concepts. Finally, an integrated approach to science education centered on symmetry can have a positive impact on scientific attitudes and interest.

Guidelines for big data projects in artificial intelligence mathematics education (인공지능 수학 교육을 위한 빅데이터 프로젝트 과제 가이드라인)

  • Lee, Junghwa;Han, Chaereen;Lim, Woong
    • The Mathematical Education
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    • v.62 no.2
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    • pp.289-302
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    • 2023
  • In today's digital information society, student knowledge and skills to analyze big data and make informed decisions have become an important goal of school mathematics. Integrating big data statistical projects with digital technologies in high school <Artificial Intelligence> mathematics courses has the potential to provide students with a learning experience of high impact that can develop these essential skills. This paper proposes a set of guidelines for designing effective big data statistical project-based tasks and evaluates the tasks in the artificial intelligence mathematics textbook against these criteria. The proposed guidelines recommend that projects should: (1) align knowledge and skills with the national school mathematics curriculum; (2) use preprocessed massive datasets; (3) employ data scientists' problem-solving methods; (4) encourage decision-making; (5) leverage technological tools; and (6) promote collaborative learning. The findings indicate that few textbooks fully align with these guidelines, with most failing to incorporate elements corresponding to Guideline 2 in their project tasks. In addition, most tasks in the textbooks overlook or omit data preprocessing, either by using smaller datasets or by using big data without any form of preprocessing. This can potentially result in misconceptions among students regarding the nature of big data. Furthermore, this paper discusses the relevant mathematical knowledge and skills necessary for artificial intelligence, as well as the potential benefits and pedagogical considerations associated with integrating technology into big data tasks. This research sheds light on teaching mathematical concepts with machine learning algorithms and the effective use of technology tools in big data education.

Analysis of Perception Changes of Residents According to the resident competency education in Non-Point Source Contaminated Areas (주민역량교육에 따른 비점오염관리지역 농민들의 인식변화 분석)

  • Jeongha Lim;Minhwan Shin;Nayeong Yu;Hyunjung Lee;Dongjin Kim
    • Proceedings of the Korea Water Resources Association Conference
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    • 2023.05a
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    • pp.465-465
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    • 2023
  • 집중호우시 농경지에서 발생하는 흙탕물은 수질 및 수생태계를 오염시키며, 환경오염에 따른 사회·경제적 문제를 지속적으로 초래하고 있다. 정부와 지자체는 흙탕물 발생이 심각한 지역을 '비점오염원관리지역'으로 지정·고시하여 흙탕물 저감사업을 추진하였으나, 뚜렷한 성과를 나타내지 못하고 있는 실정이다. 최근 정부의 흙탕물 저감사업은 저감시설 설치 등과 같은 구조적 방법에서 발생원관리 중심으로 패러다임이 전환되고 있다. 농경지에서 발생하는 비점오염원의 발생원관리를 위해서는 주민들의 적극적인 참여가 필수적이나, 아직까지 주민들의 비점오염원에 대한 인식이 낮은 수준에 머무르고 있다. 따라서, 본 연구에서는 주민참여 거버넌스를 구축하여 주민들의 인식을 개선하고, 주민들의 참여를 유도하여 농촌지역 실정에 맞는 주민참여형 농업비점오염 관리의 기반을 마련하고자 하였다. 연구대상지는 강원도 비점오염원관리지역인 가아지구 내 강원도 인제군 인제읍 가아2리 마을일원으로, 본 연구의 참여농가는 총 10농가, 참여농지 면적은 21.81 ha이다. 참여농가를 대상으로2022년 10월 9일, 10월 16일, 10월 23일 총 3회에 걸쳐 주민 교육을 실시하였으며, 주기적인 설문조사를 통해 교육 진행에 따른 주민 인식 변화를 측정하였다. 설문조사는 교육참여자를 대상으로 3회 실시하였으며, 농업비점오염 개념, 최적관리기법의 이해, 비점오염저감 활동참여 의지에 관한 내용으로 구성하였다. 설문조사 점수에 대한 기준은 전혀아니다(1점), 그렇지않다(2점), 보통이다(3점), 그렇다(4점), 매우 그렇다(5점)로 선정하였다. 설문조사 결과 농업비점오염원의 대한 이해도는 1차 62점, 2차 66점, 3차 80점, 최적관리기법의 이해도는 1차 59점, 2차 64점, 3차 75점, 비점오염저감 활동참여 의지도는 1차 61점, 2차 73점, 3차 80점으로 나타났다. 1차 설문조사 결과 대비 3차설문조사 결과 농업비점오염의 개념 및 최적관리기법의 이해도는 22.5, 21.3% 증가하는것으로 분석되었으며, 비점오염저감 활동참여 의지도는 23.8% 증가하는 것으로 분석되었다. 조사 결과와 같이 교육을 통해 주민들의 인식이 전환된 것으로 분석되었으며, 비점오염원 저감활동에 대한 의지가 표준 이상으로 나타나 주민 참여 거버넌스 구축 연구를 통해 실질적인 농촌 비점오염 관리가 가능할 것이라 기대된다.

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Introduction and development process of SPS (단체표준(SPS) 소개와 개발 프로세스)

  • Tae Hyeong Kim;Se Hyun Park;Dae Sung Jung
    • Proceedings of the Korea Water Resources Association Conference
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    • 2023.05a
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    • pp.6-6
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    • 2023
  • 국토교통부는 R&D 사업인 '분산공유형 건설연구인프라구축사업(2004년~2009년, 6종)'과 '국토교통기술실험인프라 2단계 구축사업(2013년~2019년, 6종)'을 통해 첨단 연구시설·장비를 전국에 분산 구축하여 실험시설이 부족한 중소기업·대학 등이 공동활용할 수 있도록 총 12종의 건설분야 대형실험시설을 구축하였다. 국토교통 R&D 성과(기술·제품)의 품질 및 신뢰성 확보를 통해 개발기술의 상용화 촉진을 위해서는 이러한 국토교통 대형실험시설·장비를 활용한 표준화된 성능평가 시험기반(표준실험절차, 단체표준 등)을 구축하여 연구인프라의 공동활용을 촉진하고 기술개발 성공률 제고와 함께 건설분야 시험인증 산업을 육성할 필요가 있다. 국토교통 대형실험시설을 활용하여 건설분야 기술·제품에 대한 성능평가 기반의 실험절차를 표준화함으로써 성능평가 결과의 신뢰성 확보 및 기술시험서비스 역량 제고를 위한 '건설분야 기술·제품의 검증을 위한 성능기반 표준실험절차 개발(연구기간: '17.06~'22.06, 연구비: 총99억원, 주관기관: 국토교통연구인프라운영원)' 과제가 성공적으로 수행 완료되었다. 이 과제를 통해 총 53개의 표준실험절차서와 20개의 단체표준이 제정되었다. 이어서, 2단계 대형실험시설 준공완료에 따라 '건설분야 성능기반 표준시험절차 개발 사업(연구기간: '21.04~'25.12, 연구비: 총143.8억원)이 수행되고 있다. 현재, 국토교통연구인프라운영원은 이 사업 내 국제융합수리(주관기관: 한국농어촌공사 농어촌연구원), 극한성능(주관기관: 서울대학교) 및 기상환경재현(주관기관: 한국건설기술연구원) 표준실험절차 개발 과제에 공동기관으로 참여하여 단체표준 개발업무를 담당하고 있다. 본 논문에서는 단체표준 소개 및 현황에 대해 설명하고, 1단계 표준실험절차 개발과제를 통해 정립되었고 현재 2단계 표준실험절차 개발과제에도 적용되고 있는 시험관련 단체표준(안) 개발 프로세스에 대해 기술하고자 한다. 개발된 단체표준은 건설관련 실험·시험시설을 보유한 기관(대학, 공공기관, 산업체 연구소 등)의 성능검증 시험, 신기술 및 신제품 인증 표준절차에 활용가능하며, 시방서와 설계기준에 KS표준과 같이 시험 및 검사방법에 있어 참조표준으로도 활용 가능하다.

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An Autobiographical Narrative Inquiry on the Process of Becoming-Scientist for Science Teachers (과학교사의 과학연구자-되기 과정에 관한 자서전적 내러티브 탐구)

  • Kwan-Young Kim;Sang-Hak Jeon
    • Journal of The Korean Association For Science Education
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    • v.43 no.4
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    • pp.369-387
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    • 2023
  • This study aims to interpret the experience of science research in a graduate school laboratory from the perspective of Gilles Deleuze's concepts of "agencement" and "becoming". The research was conducted as an autobiographical narrative inquiry. The research text is written in a way that tells the story of my science research experience and retells it from the perspective of Gilles Deleuze. In Deleuze's view, science research is a constantly flowing agencement. The science research agencement is composed of a mechanical agencement of various experimental tools-machines and researcher-machines as well as a collective agencement of speech acts such as biological knowledge, experiment protocols, and laboratory rules. Furthermore, science research agencement is fluid as events occur all over the agencement. Data, as a change occurring in the material dimension, is an event and sign that raises problems. It has the agency to influence agencement through an intersubjective relationship with researchers, and the meaning of data is generated in this process. The change of agencement compelled me to perform science practice. I have performed repeated science practice, meaning that my body has constantly been connected to other machines. As a result of this connection, my body has been affected, and the capacity of my body that constitutes the agencement has been augmented. In addition, I was able to be deterritorialized from the existing science research agencement and reterritorialized in a new science research agencement with data. This process of differentiation allowed me to becoming-scientist. In sum, this study provides implications for science practice-oriented education by exploring the process of becoming-scientist based on my science research experience.

Pedagogical Characteristics Supporting Gifted Science Students' Agentic Participation in the Scientist-led Research and Education (R&E) Program: Focusing on the Positioning of Instructors and Students (전문가 사사 R&E에서 과학영재의 행위주체적 연구 참여를 지원하는 교수적 특성 -교수자와 학생의 위치짓기를 중심으로-)

  • Minjoo Lee;Heesoo Ha
    • Journal of The Korean Association For Science Education
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    • v.43 no.4
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    • pp.351-368
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    • 2023
  • The scientist-led Research and Education (R&E) program aims to strengthen gifted science students' research capabilities under the guidance of scientists. Students' actual research experiences in scientist-led R&E activities range from understanding how scientists conduct research to actively participating in research. To develop R&E that promotes student agency, i.e., student participation, this study aimed to identify the pedagogical characteristics that supported gifted science students' agentic participation in the scientist-led R&E program. We conducted interviews with learners and scientists in three teams undertaking R&E activities every three months. The interview covered their perceptions of R&E activities, student participation, and scientists' support for the activities. The recordings and transcripts of the interviews were used as primary data sources for the analysis. The trajectory of each team's activities, as well as the learners' and scientists' dynamic positioning were identified. Based on this analysis, we inductively identified the pedagogical characteristics that emerged from classes in which the scientists supported the students' learning and engagement in research. Regarding agency, three types of student participation were identified: 1) the sustained exercise of agency, 2) the initial exercise and subsequent discouragement of agency, and 3) the continuous non-exercise of agency. Two pedagogical characteristics that supported the learners' agentic participation were identified: 1) opportunities for students to take part in research management and 2) scientist-student interactions encouraging learners to present expert-level ideas. This study contributes to developing pedagogies that foster gifted science students' agentic participation in scientist-led R&E activities.

Development of Standard Program on Dietary Life Education for Adolescents and Evaluation of the Program through Pilot Operation (청소년 식생활교육 표준 프로그램 개발 및 시범교육 효과 분석)

  • Kim, Sun Hyo;Jo, Sung Suk
    • Journal of Korean Home Economics Education Association
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    • v.35 no.1
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    • pp.89-103
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    • 2023
  • The purpose of this study was to develop a dietary life education program for adolescents and evaluate its effectiveness. The program was divided into three areas: 'Natam' (taste education), 'Wetam' (traditional dietary life education), and 'Gitam' (sustainable dietary life education), consisting of a total of 10 units primarily focused on cooking activities. For participants aged 14~17 years, face-to-face pilot education was conducted by a trained instructor once a week for 10 weeks. A questionnaire survey was performed to evaluate the educational effect(n=72) and satisfaction(n=82) during education period. Significant improvements were observed in knowledge levels for the 'traditional dietary life education', and 'sustainable dietary life education' which were identified as insufficient in the preliminary survey. Attitude and behavior levels were significantly improved across all areas. Satisfaction was high with a score of 4 out of 5 points for all areas. In conclusion, this program was found to be effective, and further emphasis should be placed on traditional and sustainable dietary life education to enhance its impact.

A Study on Daesoon Jinrihoe's Participation and Role in International Development Cooperations (대순진리회의 국제개발협력 참여와 역할에 관한 시론적 연구)

  • Park Geon-woo
    • Journal of the Daesoon Academy of Sciences
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    • v.45
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    • pp.103-151
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    • 2023
  • This study aims to examine the International Development Cooperations (IDCs) of Daesoon Jinrihoe and discuss the future prospects of these programs in terms of Daesoon Thought. The international community calls for the active participation of various donors, and this is not limited to only traditional donors such as governments, public institutions, and multilateral organizations. In this regard, the role of Faith-Based Organizations (FBOs) and Non-Governmental Organizations (NGOs) for religious communities is recognized as important. Daesoon Jinrihoe has systematized its IDCs by expanding its overseas services to implement the three major works with the official establishment of the Daejin International Volunteers Association (DIVA) in 2013. In addition to these activities, Daesoon Jinrihoe was selected by Korea International Cooperation Agency (KOICA) in 2022. As a new religion, Daesoon Jinrihoe does not provide as much support via FBOs when compared to other traditional religions (Christianity, Buddhism, Catholicism, etc.), but it is able to conduct strategic IDCs by utilizing its expertise and capabilities (education, healthcare, etc.). In fact, the nature and content of the projects carried out by these FBOs and Daesoon Jinrihoe are similar, and the results have been remarkable considering that these programs are still in their infancy. Above all, Daesoon Jinrihoe's foreign aid is more meaningful because it does not have a religious purpose such as missionary work, and it is funded by donations from believers. In carrying out IDCs, it is necessary to promote the professionalism of IDCs based on the strategic linkage of the three major works (charity aid, social welfare, and education). It is also necessary to recognize the value and spirit of IDCs for peace and coexistence based on mutual beneficence.

Present State of National Science Contest as a Informal Scientific Education through the Voices of Teachers (지도교사의 목소리를 통한 학교 밖 과학 탐구 활동으로서 전국과학전람회의 현주소)

  • Jin Wook Kim;Jong Jin Lee;Yeong Gyeong Baek;Yumin Ahn
    • Journal of the Korean Society of Earth Science Education
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    • v.16 no.2
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    • pp.196-209
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    • 2023
  • This study recruited 11 teachers with experience in guiding science exhibitions nationwide to investigate the perception and necessity of teachers as educational consumers of science exhibitions, one of the out-of-school science education activities, and conducted an in-depth written survey. An average of more than 3,600 characters answered a total of seven questions in writing, and through qualitative analysis, the growth of students and teachers due to participation in science exhibitions, difficulties in participating in competitions, and teachers' voices for revitalization were recognized. Teachers offered positive opinions in that participation in science exhibitions improves students' knowledge and attitudes related to science and experiences an open inquiry process linked to career advancement in science and engineering. However, the students who participated in the competition failed to record the contents of the inquiry in their school records, and instructors pointed out the obsession with discovering novel topics, the burden of guiding the inquiry process, and the limitations of their expertise in major knowledge. In order to revitalize science exhibitions, 17 city and provincial education offices called for measures to strengthen the capabilities of instructors and students, improve the promotion and screening methods of the National Science Museum, and improve the Ministry of Education's school records.