• Title/Summary/Keyword: qualitative factors

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Predicting Future ESG Performance using Past Corporate Financial Information: Application of Deep Neural Networks (심층신경망을 활용한 데이터 기반 ESG 성과 예측에 관한 연구: 기업 재무 정보를 중심으로)

  • Min-Seung Kim;Seung-Hwan Moon;Sungwon Choi
    • Journal of Intelligence and Information Systems
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    • v.29 no.2
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    • pp.85-100
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    • 2023
  • Corporate ESG performance (environmental, social, and corporate governance) reflecting a company's strategic sustainability has emerged as one of the main factors in today's investment decisions. The traditional ESG performance rating process is largely performed in a qualitative and subjective manner based on the institution-specific criteria, entailing limitations in reliability, predictability, and timeliness when making investment decisions. This study attempted to predict the corporate ESG rating through automated machine learning based on quantitative and disclosed corporate financial information. Using 12 types (21,360 cases) of market-disclosed financial information and 1,780 ESG measures available through the Korea Institute of Corporate Governance and Sustainability during 2019 to 2021, we suggested a deep neural network prediction model. Our model yielded about 86% of accurate classification performance in predicting ESG rating, showing better performance than other comparative models. This study contributed the literature in a way that the model achieved relatively accurate ESG rating predictions through an automated process using quantitative and publicly available corporate financial information. In terms of practical implications, the general investors can benefit from the prediction accuracy and time efficiency of our proposed model with nominal cost. In addition, this study can be expanded by accumulating more Korean and international data and by developing a more robust and complex model in the future.

Influence of Mineral Admixtures on the Diffusion Coefficient for Chloride Ion in Concrete (광물질 혼화재가 콘크리트의 염소이온 확산계수에 미치는 영향)

  • Bae, Su-Ho;Park, Jae-Im;Lee, Kwang-Myong;Choi, Sung
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.29 no.4A
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    • pp.347-353
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    • 2009
  • The qualitative factors influencing the ingress of chloride ion into concrete are water-binder (W/B) ratio, cement type, age, chloride ion concentration of given environment, wet and dry conditions, etc. Thus, an objective of this experimental research is to investigate the effects of cement types and environmental conditions on the chloride ion diffusion characteristics in concrete through the chloride ion diffusion test. For this purpose, the diffusion coefficients for chloride ion in concrete with three types of cement such as ordinary portland cement (OPC), binary blended cement (BBC), and ternary blended cement (TBC), were measured for the concrete specimens with W/B ratios of 32%, 38%, and 43%, respectively. The diffusion coefficients for chloride ion were also measured for the concrete specimens with W/B ratio of 43%, which were subjected to standard curing and field exposure conditions. It was observed from the test results that the resistance against chloride ion penetration increased with decreasing W/B ratio and those of BBC and TBC concretes were greater than that of OPC concrete. Therefore, it was revealed that the use of these cements containing mineral admixtures is required to extend the service life of RC structures exposed to chloride environment. On the other hand, it was noted that the resistance against chloride ion penetration of field exposure test specimens was slightly lower than that of standard curing test specimens due to the penetration of chloride ion under the irregular ambient temperature, splash of wave, and cycle of wet and dry.

An Analysis on Determining Quality of Service Criteria for Expressway Bus Passengers Using The Importance-Performance Analysis (IPA) - Focussing on Yong-in City : Suji - (IPA 분석을 이용한 간선급행버스 이용자 서비스 특성분석 - 용인 수지지구 중심으로 -)

  • Kwon, Ki Hyun;Oh, Seung Hwoon;Rhee, Jongho;Kim, Tae Ho
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.30 no.3D
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    • pp.223-229
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    • 2010
  • The bus transfer system has been extended from Seoul to Gyonggi province to provide better Seoul metropolitan area transit service in September, 2008. Moreover, the curved bus routes, except existing rapid bus routes, which cause longer travel time have been straightened out. Also, the Skip Stop operation suggested by passengers has been introduced to main stops in the newly added express bus lines. This study surveyed passengers service satisfaction for the recent adopted bus policies such as the transfer discount system and the express bus system in Seoul Metropolitan area. The survey results may be important foundation for future strategies for improvement. The survey included questionnaires about the importance and the satisfaction level on both quantitative and qualitative factors. The results were statistically analyzed by the modified IPA (Importance-Performance Analysis). As the result of the survey, the newly adopted services such as fare system, fare discount on transferring, travel time savings and increased number of stops are economically feasible and satisfactory, whereas the accessibility to stops, ventilation and air quality in vehicles are the priorities to be improved. Also, the safety and the information system is in need of improvement.

Comparison between South Korean and Taiwanese college culture: Focusing on the Hierarchical Sexist Influence of Military Culture (한국과 대만의 대학문화 비교 : 위계와 성차별, 폭력의 군대적 징후를 중심으로)

  • Kwon, Insook;Nah, Yoonkyeong;Moon, Hyona
    • Women's Studies Review
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    • v.27 no.1
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    • pp.145-183
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    • 2010
  • This study has compared South Korea with Taiwan, a society which has an almost non-hierarchical college culture in spite of its social and historical similarities to Korea, including the recruit system. By the means of quantitative and qualitative comparative studies and analysis, it has tried to clarify the reasons behind the hierarchical and sexist military culture of Korean universities. According to the comparative studies, Taiwan's college culture is less hierarchical than that of South Korea, and support for the necessity of hierarchy is weaker. Hierarchy had a greater influence on the payment of meals, appellations and society admissions in South Korea. Elements of military culture such as violence or group discipline were usually only present in South Korean college culture. Male-centered drinking and prostitution culture was also found to be stronger in South Korea. The historical and social reason for these differences is that Taiwan has a weaker basis for nationalism and militarism, both essential factors in the founding of hierarchical and collective culture. The most direct reason for the lack of hierarchy in Taiwanese college culture is the period of recruitment. In South Korea, young men usually apply for military service during the first or second year or college, and return to school as second or third-year studies. In Taiwan, however, men are usually recruited after having graduated from college. Students who have served in the army have proved to have a significant influence on violence, hierarchy and drinking culture in Korea's college culture. South Korea's college culture has two main problems. The first is that South Korean college students are not able to be critical towards the harms of South Korea's oppressively hierarchical collective culture, and therefore do not develop the strength to fight against it. This is all the more problematic because they are the future components of South Korea's main institutions. The second is that it roots male-centeredness even further into the South Korean mentality.

A Study on the Exercise Adherence of the Elderly Woman at Non-Commercial Sports Centers (비영리 사회체육시설 이용 여성고령자의 운동지속에 관한 연구)

  • Yun, Man-soo;Choi, Chang-Sick;Kang, Jean-Hong
    • 한국노년학
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    • v.27 no.2
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    • pp.487-502
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    • 2007
  • An objective of this study is to verify factor of exercise adherence of the elder who have carried on exercise for many years at non-commercial sports center. To achieve the objective, I used ethnography, a method of qualitative study. The subjects for this study were 5 members of non-commercial sports center. They have been attending lesson which I have been running Taichi for more than 2 years and carried on exercise for more than 5 years. Main results of this study are as follows. First, the elder who have kept on with exercise showed the eagerness to participate and capacity of self-management through their exercise adherence for many years. Second, various factors such as social, environmental, and social psychological on had a strong effect on a continuous exercise performance. The most remarkable thing of results of this study is a close human connection among instructors, manager and companion is the most effectual factor of the elder's exercise adherence.

A Study on the Career Decision-making Process of Female Undergraduates who Want the Male-dominated Job: A Grounded Theory Based Approach (남성중심적 직업을 희망하는 여자대학생들의 직업결정과정: 근거이론 접근)

  • Kim, Young Shil;Lim, Sung Moon
    • The Korean Journal of Woman Psychology
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    • v.16 no.3
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    • pp.303-329
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    • 2011
  • In Korea, recent women's educational standard is more higher than any other period but rate of using human resources is the lowest level among the OECD nations. As the reason of this phenomenon, the career choice attract attention. Traditionally, job is classified female-dominated job from male-dominated job, and most women still avoid male-dominated job. If this unequal concentrated phenomenon is relieved, diversity using of human resource will be available. For the purpose, this study try to determine the experience structure and the career decision-making process of the female undergraduate who want the male-dominated job through the qualitative study method, and to determine factors that work negative or positive on the process to use for the career consult. Grounded theory based data analyses resulted in 61 concepts, 27 sub-categories, and 12 categories from the recorded data of 8 female undergraduates who want the male-dominated job. The core category was "For the special life, keeping challenging with the will". A paradigm model consist of the casual condition, central phenomenon, contextual condition, intervening condition, actions/reactions and the result was proposed. And the participants went through five stages with time in their career decision-making process: the stage of awareness about the trait and aspiration, the stage of internal determination, the stage of support and accept, the stage of challenge and overcome, and the stage of affirmation and confidence. Implications of the findings and suggestions for the future research are discussed.

Exercise Program Based on Preferences of Breast Cancer Survivors (유방암 생존자의 운동 선호에 대한 탐색)

  • Byeon, Ji Yong;Kang, Min Jae;Park, Ji Hye;Min, Ji Hee;Jeon, Justin Y.
    • 한국체육학회지인문사회과학편
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    • v.57 no.2
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    • pp.611-624
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    • 2018
  • The purpose of the present study was to investigate the exercise program preference of breast cancer survivors. The qualitative data on group exercise participation experiences of ten participants was acquired through in-depth interviews, and participant observation, using the thematic analysis. As a result, 4 themes indicated the preference of breast cancer survivors: (1) Supervised Exercise, (2) Group Exercise, (3) Specialized exercise program for breast cancer survivors, and (4) Enjoyment factor. First, the participating breast cancer survivors showed a preference towards supervised exercise by responding that a exercise specialist is needed along with a personalized exercise program. Second, breast cancer survivors preferred to participate in group exercise programs. Participants preferred to exercise with other breast cancer survivors and mentioned that group exercises cause a synergy effect that promotes exercise participation. Third, the participant's responses showed anticipation of and preference for a specialized exercise program for breast cancer survivors. Lastly, an important factor influencing the preference of breast cancer survivors was the enjoyment factor. Participants preferred enjoyable exercises and the most prevalent enjoyment factors included the element of music and self-felt enjoyment.

Looking into Child-rearing Experience of Mothers from Multicultural Families through the Grounded Theory Paradigm Model (근거이론 패러다임 모형으로 다문화가정 어머니의 자녀양육경험 들여다보기)

  • Oh, Ok Sun ;Kim, Sung Bong
    • Korean Journal of Culture and Social Issue
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    • v.18 no.2
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    • pp.235-260
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    • 2012
  • This study was aimed at looking into and understanding child-rearing experience of mothers from multicultural families based on the grounded theory, one of the qualitative research methods. For this, twelve mothers from multicultural families were selected and data were collected through in-depth interviews with them and then analyzed through the open coding, axial coding and selective coding. The analysis suggested that main phenomena mothers from multicultural families experienced are the conflict of child-rearing and educational crisis, and the confused identity of parenting. These main phenomena had much to do with contextual factors such as economic hardship, lower level of the Korean language, cultural differences, prejudices and ignorance. The severeness of conflict and crisis of child-rearing and the intensity of identity confusion for parenting depended on arbitral conditions such as family bonds, positive expectation for the future of their children, and the help of supportive systems. Mothers were dealing with difficulties of child-rearing through action and interaction of resignation and denial, introspection and the intention to overcome difficulties, and the capacity building. As a result, mothers from multicultural families acknowledged that there is a limit to their position and roles they can play and tried to change in order to resolve problems related to their children, positioning themselves for more active lives in Korean society. Through discussion based on the findings of the study, this study can help better understand child-rearing experience of mothers from multicultural families and suggest several directions for future researches on multicultural families.

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A Study on Perceptions of Users for Establishing Mid-to Long Term Development Plan for Public Libraries in Dobong-gu (도봉구 공공도서관 중장기 발전계획 수립을 위한 지역주민 인식 연구)

  • Su-Young Lee;Ji-Ann Yang;Jae-Woo Nam;Min Sun Song
    • Journal of the Korean BIBLIA Society for library and Information Science
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    • v.34 no.4
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    • pp.183-205
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    • 2023
  • This study was conducted to identify the operation status of Dobong-gu public libraries in order to establish a mid- to long-term development plan for Dobong-gu libraries, and to analyze local residents' perceptions of libraries by factors through user surveys to suggest specific development plans for Dobong-gu libraries. Overall, the satisfaction level of Dobong-gu residents with library services was found to be high, and all libraries were analyzed to be providing high-quality services. From this, the following operational strategies for the mid- to long-term development plan of Dobong-gu public libraries can be derived. First, libraries need to continue to collect and provide books that meet the quantitative and qualitative levels to satisfy the needs of the community and users. Electronic and online materials, including e-books and audiobooks, as well as subject-specific materials should be expanded to provide relevant programs. Second, although Dobong-gu is an aging city, a wide range of age live there, so there is a need to promote communication and understanding between generations and promote integration of the community through a generational empathy program. Third, it is necessary to remodel and improve the space of aging libraries by organizing library facilities and environments into open spaces and creating makerspaces and multicultural spaces for direct experience and practice, reflecting the latest trends in library space organization.

Influencing Factors on the Likelihood of Start-up Success of Researchers in Public Research Institutes: Using PLS and fsQCA (공공연구기관 연구자의 창업성공가능성에 미치는 영향 요인: PLS와 fsQCA 활용)

  • Hwang, Kyung Yun;Sung, Eul Hyun
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.17 no.1
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    • pp.107-120
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    • 2022
  • The purpose of this study is to analyze the net effect and the combined effect of the determinants of the likelihood of start-up success of researchers at public research institutes. Based on the existing literature, the determinants of the researcher's likelihood of start-up success were reviewed, and a conceptual relationship between the determinants of the likelihood of start-up success was established. Data collection was conducted through a survey targeting researchers at public research institutes, and a total of 114 data were collected. The partial least squares (PLS) analysis method was used to analyze the net effect of the likelihood of start-up success determinant, and the fuzzy-set qualitative comparative analysis (fsQCA) was used to analyze the combined effect of the likelihood of start-up success determinant. In the PLS analysis results, it was found that technology commercialization probability and creative self-efficacy had a significant positive effect independently on the likelihood of start-up success. In the fsQCA results, we found a combined effect of increasing the likelihood of start-up success when the technology commercialization probability, technology commercialization capability, and creative self-efficacy were high. These research results provide academic implications for understanding the determinants of the likelihood of start-up success of researchers in public research institutes.