• Title/Summary/Keyword: Industrial Correlation Analysis

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An Analysis of IT Proposal Evaluation Results using Big Data-based Opinion Mining (빅데이터 분석 기반의 오피니언 마이닝을 이용한 정보화 사업 평가 분석)

  • Kim, Hong Sam;Kim, Chong Su
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.41 no.1
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    • pp.1-10
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    • 2018
  • Current evaluation practices for IT projects suffer from several problems, which include the difficulty of self-explanation for the evaluation results and the improperly scaled scoring system. This study aims to develop a methodology of opinion mining to extract key factors for the causal relationship analysis and to assess the feasibility of quantifying evaluation scores from text comments using opinion mining based on big data analysis. The research has been performed on the domain of publicly procured IT proposal evaluations, which are managed by the National Procurement Service. Around 10,000 sets of comments and evaluation scores have been gathered, most of which are in the form of digital data but some in paper documents. Thus, more refined form of text has been prepared using various tools. From them, keywords for factors and polarity indicators have been extracted, and experts on this domain have selected some of them as the key factors and indicators. Also, those keywords have been grouped into into dimensions. Causal relationship between keyword or dimension factors and evaluation scores were analyzed based on the two research models-a keyword-based model and a dimension-based model, using the correlation analysis and the regression analysis. The results show that keyword factors such as planning, strategy, technology and PM mostly affects the evaluation result and that the keywords are more appropriate forms of factors for causal relationship analysis than the dimensions. Also, it can be asserted from the analysis that evaluation scores can be composed or calculated from the unstructured text comments using opinion mining, when a comprehensive dictionary of polarity for Korean language can be provided. This study may contribute to the area of big data-based evaluation methodology and opinion mining for IT proposal evaluation, leading to a more reliable and effective IT proposal evaluation method.

A Study about The Correlation Analysis of National Skill Qualification under The High Scholastic Ability Society (상관분석을 이용한 교육과 국가자격의 상관성에 관한 연구)

  • Jung, Hee-Teak;Kim, Se-Hwan;Lee, Won-Park;Jung, Young-Deuk;Park, Jae-Hyun
    • Journal of the Korea Safety Management & Science
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    • v.13 no.4
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    • pp.273-282
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    • 2011
  • Nowadays, our industries and occupation are increased under the economy development of government. So, this paper introduce to compare with coefficient's of correlation on the time series of the education and the qualification in our country. For this reason, the decision making to qualifications' foresight which will be change to the education category-prospective on the time series. The qualification has claasified 5 degrees-master craftsman, professional engineer, engineer, technician(or industrial engineer), craftsman - and 516 qualification items. Education has classified to 4 degrees(7 degrees) - elementary, middle, high, high scholastic level school(college, university, graduation). This paper has matched to educational classification and qualification classification through the following method. We defined the same level between education and qualification after analysed correlation under the time series, so the craftsman equals high school graduation people, technician equals college graduation people, engineer quals university graduation people, now we could not analyse master and professional levels. This paper will suggest to the qualification's future policy direction and improve the education policy direction.

The Effect of Liquidity Risks on the Relationship between Earnings and Stock Return on Jordanian Public Shareholding Industrial Companies

  • SHAKATREH, Mamoun
    • The Journal of Asian Finance, Economics and Business
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    • v.7 no.4
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    • pp.21-28
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    • 2020
  • The objectives of this study are threefold: 1) to identify the concepts of earnings, stock return and liquidity risks on public shareholding industrial companies listed in the Amman Stock Exchange, 2) to investigate the relationship between earnings, stock return, strength and direction of this relationship, and 3) to find out the effect of liquidity risks at stock return and the effect of liquidity risks on the relationship between earnings and stock return on Jordanian public shareholding industrial companies. To achieve the objectives, an analytical descriptive approach was used. As the data on the public shareholding industrial companies listed in the Amman Stock Exchange were accredited by 52 companies for the period between 2014-2019, data validation tests and their suitability for analysis were considered. A linear regression test was used to test the study hypotheses on the statistical analysis program. The results show that there is a positive and significant correlation at significance level between the earnings and stock return. The results of the study also showed that there is a statistically significant negative effect at significance level of liquidity risk on stock return. In addition, it was demonstrated that liquidity risks have significant negative effects on the relationship between earnings and stock returns.

Factors Affecting Accounting Policy Choice: Evidence from Small and Medium Enterprises in Vietnam

  • DOAN, Anh Thi Thuy;LE, Binh Thi Hai;LE, Nguyet Thi My;DANG, Ly Ai
    • The Journal of Asian Finance, Economics and Business
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    • v.9 no.9
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    • pp.327-337
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    • 2022
  • The purpose of this study is to determine the direction and significance of variables influencing small and medium enterprises (SMEs) decisions regarding accounting policy in Vietnam. Research data was collected through a survey of 296 subjects, including chief accountants, accountants, managers, and lecturers with practical experience in accounting work at enterprises. With the help of specialized software SPSS, determining the impact of factors on the choice of accounting policy of enterprises is done through a multivariate regression model with control tools Cronbach's alpha determination, EFA factor analysis, and Pearson correlation analysis. Research results show that there are seven factors affecting the choice of accounting policy in Vietnamese SMEs; in which, the factors information technology, legal environment, information demand, manager's awareness, and accounting qualification have a positive impact; and two factors are tax pressure, and financial leverage have a negative impact on accounting policy choice. These results are consistent with most of the previously published studies. However, in contrast to many previous studies, our research shows that accounting's psychological factor does not affect the accounting policy choice. This is consistent with the characteristics of SMEs in Vietnam because the role of accountants is not appreciated in the business.

An Analysis related with Suicide Impulse according to Family Intimacy of Aged People in a Metropolis and a Fishing Village (도시와 어촌노인의 가족친밀도에 따라 노인들의 자살충동에 대한 분석)

  • Yang, Mi-Ja;Cho, Sung-Je
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.15 no.2
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    • pp.801-806
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    • 2014
  • The purpose of this research is to analyze related with suicide impulse according to family intimacy of the aged people in a metropolis and a fishing village. Subject of the research were 100 aged people residing at N Goo, Seoul from March 10 to July 29 in 2013 and 100 aged people residing at S-myon, Wando-gun, JeollaNam-do from May 17 to September 20 in 2013 respectively through questionnaire survey. Analysis on data was executed for t-test, correlation analysis, multiple regression method, etc. using SPSS/WIN 18.0 program. Empirical analysis was verified at 5% of significance level. From the result of the analysis, firstly, suicide impulse of aged people in a metropolis was high when family adaptation capability of them was low. Secondly, suicide impulse of aged people in a metropolis showed significant correlation with family adaption capability. Thirdly, suicide impulse of aged people in a metropolis was higher than that of aged people in a fishing village. It is thought that this thesis can suggest a good reference document in establishing a suicide prevention policy for enhancing intimacy of family function.

The Effects of the Educational Resources on Recruitment Rates of the Universities in South-Eastern Korea (한국의 동남권 대학의 학내 교육자원이 대학의 취업성과에 미치는 영향)

  • Kim, Young-Bu
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.12
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    • pp.471-479
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    • 2018
  • This research examines the sustainable mutual growth of academia and industry regarding human resource cultivation and recruitment of local communities. at the beginning of regularized survival competitions and university innovations according to University Basic Competence Evaluations and etc., This research considers the substantive effect of educational resources of universities on recruitment rates in the pursuit of enhancing university-industry cooperation. Therefore, to identify factors of recruitment rates, we employ a university-wise index based on a quantitative index of educational resources of universities. Regarding study methods, set-up and verification of hypothesis, empirical analysis, descriptive statistics analysis, and correlation analysis are used to identify the correlation between dependent variables and independent variables based on the three sub-indexes of open records at Higher Education including educational environments, educational finances, and research achievements. Implications were derived from multiple regression analysis results regarding education conditions and recruitment rates, educational finances and recruitment rates, and research achievement and recruitment rates. This research can be extended to predict regional university recruitment rates with empirical analysis considering regional characteristics.

The Influence of Storytelling of Local Cultural Festival on Brand Assets: Moderating Effect of Local Culture Unity (지역문화축제 스토리텔링이 브랜드 자산에 미치는 영향: 지역문화 일치성의 조절효과)

  • Choi, Keon
    • Journal of Industrial Convergence
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    • v.20 no.7
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    • pp.13-20
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    • 2022
  • This study aimed to provide basic data for the development of local cultural festivals by verifying whether regional cultural unity moderates the link between storytelling and brand assets for festival visitors. The survey was conducted with 431 visitors who participated in the S city Eupseong Festival program. Descriptive statistics, reliability analysis, correlation analysis, and moderating effect analysis were performed for the analysis of the questionnaire data. As a result of the study, first, storytelling and regional cultural unity showed the highest positive correlation, and there were positive correlations between local cultural unity and brand assets, and between storytelling and brand assets. Second, as a result of the moderating effect analysis, regional cultural unity moderated the link between storytelling and brand assets. In other words, when storytelling increases, brand assets increase, but when regional cultural unity is high, it increases more steeply than when regional cultural unity is low. This study presented a new model to improve the brand assets of local festivals.

Validity and Reliability of Adversity Quotient Profile for Measuring Overcoming of Adversity among Nurses in Korea (역경지수(Adversity Quotient Profile) 도구의 타당성 및 신뢰성 검증 -종합병원 간호사 중심으로-)

  • An, Ji-Yeon;Woo, Hae-Young;Song, Jung-Hee;Kim, Hye-Jin
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.15 no.4
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    • pp.2285-2294
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    • 2014
  • Stoltz's AQP is a tool to estimate the level of adversity. The purpose of study is to test the reliability and validity of AQP. The participants were 297 nurses of tertiary hospital in Korea. Data were collected from Aug. to Oct. 2013. Resilience Scale was used as criterion of AQP. Cronbach's alpha test, item total correlation, exploratory factor, correlation analysis, and ANOVA test were used. In result, factor analysis was accounted for four factors explaining 56.256% of total variance and corresponding factors were factor 1 (Control, 10.7%), factor 2 (Ownership, 13.7%), factor 3(Reach, 17.4%), factor 4 (Endurance, 14.9%). The internal consistency was acceptable (Cronbach's alpha=.84). Four factors were positively correlated with RS. AQP is a reliable and valid instrument to measure for adversity quotient in Korean nurse.

A Stochastic Analysis of the Water Quality on the Basin of Soyang River with Discharge Variation (유량변동에 따른 소양강유역 수질의 통계학적 해석)

  • Choi, Han-Kyu;Baek, Kyung-Won;Choi, Yong-Mook;Choi, Jin-Woo
    • Journal of Industrial Technology
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    • v.21 no.B
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    • pp.233-240
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    • 2001
  • This research was conducted with the aim of efficiently managing large scale of rivers such like Songyang-river through predicting water quality change with analyzing the characteristics of the flowing in nutrients and pollutants. The main result will be used as basic data for effectively operating reservoirs through controling water quality and quantity. The relationship between quantity of flow and water quality was analyzed and pollution loading into the basin was estimated. Three areas of Soyang-river upstream and one area of Suip-cheon in Yanggu-gun were selected as research sites. Flow and water quality were measured simultaneously. The relation between quantity of discharge and pollution concentration and between quantity of discharge and pollution loading were analyzed by statistical method, respectively. We provided a rating curve through measuring quantity of discharge(collecting quantity of discharge) and pollutograph and pollution loading curve through water quality data. Also, we analyzed the correlation between quantity of discharge per unit area and pollution loading per unit area in each basin. As resurt of this research, Buk-cheon spot revealed an excellent first grade water quality for the items including $BOD_5$, DO, and SS. The correlation coefficient between Buk-cheon spot's quantity of discharge and pollution loading was 0.896~0.996, showing the validity of analysis applying correlation curve formula of quantity of discharge and pollution loading in the same spot. Also, pollution loading per unit area of the items including $BOD_5$, COD, DO, SS, T-N, T-P increased as the area of basins get increased following the sequence of Buk-cheon, Suip-cheon, Naelin-cheon spots.

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Awareness of Biomedical ethics of Long-term Care Hospital Nurses (요양병원 간호사의 생명의료윤리 의식)

  • Kim, Moon-Ok
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.16 no.6
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    • pp.4048-4055
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    • 2015
  • The purpose of this study is to examine the awareness of biomedical ethics of long-term care hospital nurses. A survey research was conducted in this study with 183 nurses that worked for over five months at long-term care hospitals located in Gwangju and Jeonnam region. Using SPSS 21.0 program, collected data were analyzed through descriptive statistics, independent t-test and one-way ANOVA. $Scheff{\acute{e}}$ test and Pearson's correlation analysis were also used for post hoc test. In terms of the awareness of biomedical ethics of the research participants, it was at an above average level. Among the sub-categories of biomedical ethics, awareness of right of life of fetus and awareness of artificial abortion showed most meaningful correlation. It would be necessary to provide bioethics education to new nurses or university students majoring in Nursing at related organizations or college of nursing to help them establish ethical values to seek patients' well-being.