• Title/Summary/Keyword: Statistical surveys

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Project Failure Main Factors Analysis using Text Mining in Audit Evaluation (감리결과에 텍스트마이닝 기법을 적용한 프로젝트 실패 주요요인 분석)

  • Jang, Kyoungae;Jang, Seong Yong;Kim, Woo-Je
    • Journal of KIISE
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    • v.42 no.4
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    • pp.468-474
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    • 2015
  • Corporations should make efforts to recognize the importance of projects, identify their failure factors, prevent risks in advance, and raise the success rates, because the corporations need to make quick responses to rapid external changes. There are some previous studies on success and failure factors of projects, however, most of them have limitations in terms of objectivity and quantitative analysis based on data gathering through surveys, statistical sampling and analysis. This study analyzes the failure factors of projects based on data mining to find problems with projects in an audit report, which is an objective project evaluation report. To do this, we identified the texts in the paragraph of suggestions about improvement. We made use of the superior classification algorithms in this study, which were NaiveBayes, SMO and J48. They were evaluated in terms of data of Recall and Precision after performing 10-fold-cross validation. In the identified texts, the failure factors of projects were analyzed so that they could be utilized in project implementation.

Mobile Gamer Categorization with Archetypal Analysis and Cognitive-Psychological Features from Log Data (로그 데이터의 유형분석 및 인지심리적 속성 추출을 이용한 모바일 게이머 유형화 연구)

  • Jeon, Jihoon;Yoon, Dumim;Yang, Seongil;Kim, Kyungjoong
    • Journal of KIISE
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    • v.45 no.3
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    • pp.234-241
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    • 2018
  • The study of classifying gamer types or analyzing the characteristics of gamers is a field of interest for data analysis researchers. From the past to the present, much research has been done on gamer categorization and gamer analysis. However, most studies use surveys or bio-signals, which is not practical because it is difficult to obtain large amounts of data. Even if the game log is used, it is difficult to analyze the psychology of the gamer because the gamer is categorized and analyzed by extracting only statistical values. However, if we can extract the cognitive psychology information of the gamer from the basic game log, we can analyze the gamer more intuitively and easily. In this paper, we extracted eight cognitive psychological features representing the behavior and psychological information of the gamer using Crazy Dragon's game log, which is a mobile Role-Playing-Game (RPG). In addition, we classified gamers based upon cognitive psychological features and analyzed them using eight cognitive psychological features. As a result, most gamers were highly correlated with one or two types.

Perceived Organizational Culture and Psychological Empowerment of Employees in Casino Companies (카지노 종사자의 조직문화 인식과 심리적 임파워먼트)

  • Lee, Youngran;Chang, Jihyun
    • The Journal of Industrial Distribution & Business
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    • v.8 no.5
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    • pp.65-75
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    • 2017
  • Purpose - The purpose of this study is to verify a role of organizational culture as antecedents to influence psychological empowerment of organizational members, focusing on service workers of casino companies. Therefore, this study sought to examine the question of each clan, adhocracy, market, and hierarchy culture that the workers perceive to influence their psychological empowerment. Thus, the current study examined the relationship between organizational culture and the psychological empowerment by empirical analysis. Research design, data, and methodology - This study chose four domestic casino companies that are run only for foreigners. Using an offline survey, it analyzed the questionnaire data of the 249 surveys collected from employees working in the sales and service sectors. Independent variables were four types of organizational culture: clan, adhocracy, market, and hierarchy. Dependent variables were four subcategories of psychological empowerment: meaning, competence, self-determination, and impact. As research methods, the study applied descriptive statistics, factor analysis, reliability analysis, correlation analysis, and multiple regression analysis, using SPSS 21.0 statistical program. Results - Among the organizational culture types, the clan and adhocracy cultures, which emphasize flexibility and autonomy, were relatively more important for the psychological empowerment of workers than the hierarchy and market cultures. Clan culture was the most important factor in terms of meaning and competence, and adhocracy culture was the most important factor in self-determination and impact. However, the hierarchy and market cultures that pursue control and stability were also cultural types that positively affected psychological empowerment of the workers. Hierarchy culture showed positive effects on meaning, competence, and impact except self-determination, and market culture had positive effect only on competency. Conclusions - The study found that organizational culture is an important predictor of psychological empowerment of the employees in casino companies and that important organizational culture types may be different for each sub-factor of psychological empowerment. It suggests that casino companies have to try to recognize and secure diverse organizational culture in order to activate psychological empowerment of their employees because they can provide quality service for customers. Therefore, it is necessary to create a harmonious and balanced culture between promoting flexible and autonomous organizational atmosphere, and stably controlling and operating the organization.

A Study on the Recognition Level of Traditional Market Users on Return Intention (소비자의 전통시장에 대한 인식수준이 재 방문의도에 미치는 영향 연구 : 목포지역 소비자를 중심으로)

  • Kim, Pan-Jin
    • The Journal of Industrial Distribution & Business
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    • v.8 no.5
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    • pp.77-85
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    • 2017
  • Purpose - The purpose of this study is to investigate the variables that lead consumers to visit traditional markets and buy market goods. Thus, the current research examined the relationship between satisfaction and return intention as among the factors influencing loyalty. Research design, data, and methodology - This study was conducted to examine the effects of the perceived level of factors on loyalty and how it influenced consumers' visits to traditional markets in 125 adult adolescents and women living in Mok-po area. The results of the questionnaire were obtained. The statistical data of the questionnaire were verified by SPSS. Results - In this study, consumers' perception level of eight loyalty factors can be perceived by the traditional Korean market. The empirical analysis is summarized as follows. First, by selecting five representative variables influencing intention to return to traditional markets, Mok-po area consumers were affected by the intention to revisit according to the intensity of recognition level among these variables. Second, the higher the perceived level of product price, quality of access (accessibility) among the factors that consumers perceive as important factors in visiting traditional markets were heightened. Third, Mokpo residents are aware of the main important factors of visiting the market such as receiving a friendly atmosphere (image) about traditional market, market environment (hygiene and cleanliness), connection with the local economy, and customer service such as kindness, refund and return. These loyalty factors did not affect consumers' intention to revisit. In other words, image, environment, regional economic linkage, and these factors did not have a positive effect on revisit intention. Conclusions - The empirical analysis of this study suggests that factors that directly affect loyalty among the key factors that play a major role in visiting traditional markets should be identified and developed as loyalty factors. It is necessary to identify the key factors influencing the satisfaction and loyalty of traditional market users, and operate a system that systematically and comprehensively manages and evaluates them. In order to do this, the government, the local governments, and related organizations should regularly conduct loyalty and satisfaction surveys on visa recognition levels and establish strategies for dramatic improvement measures.

Impact of Panel Attrition and Conditioning : The Case of KBS-MBMR's 2007 Korean Presidential Election Panel Survey (패널 이탈과 조건화의 영향: KBS-MBMR의 2007년 대통령 선거 패널조사 사례)

  • Huh, Myung-Hoe;Kim, Jee-Yeon;Lee, Ryang-Hoon
    • Survey Research
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    • v.10 no.1
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    • pp.73-89
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    • 2009
  • Even though panel surveys are very useful in estimating the change between time points, they suffer from sample distortion as survey rounds proceed due to panel attrition and conditioning. This study is to report the statistical aspects of KBS-MBMR's five-rounds panel survey for the 2007 Presidential Election of Korea. Main findings are as follows. First, the attrition propensities were higher among women, among the young and the old aged, and among "None"/"Don't Know"/"Won't Say"(DK) respondents for the question asking preferred candidate. Second, there existed the conditioning effect that pushes the respondents to choose one candidate in hurry. Third. repeated measurements of the survey did not influence panel respondents on the choice of preferred candidate. if DK respondents are set. aside, and on the final voting intention of panel respondents.

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Causal study on the effect of survey methods in the 19th presidential election telephone survey (19대 대선 전화조사에서 조사방법 효과에 대한 인과연구)

  • Kim, Ji-Hyun;Jung, Hyojae
    • The Korean Journal of Applied Statistics
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    • v.30 no.6
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    • pp.943-955
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    • 2017
  • We investigate and estimate the causal effect of the survey methods in telephone surveys for the 19th presidential election. For this causal study, we draw a causal graph that represents the causal relationship between variables. Then we decide which variables should be included in the model and which variables should not be. We explain why the research agency is a should-be variable and the response rate is a shouldnot-be variable. The effect of ARS can not be estimated due to data limitations. We have found that there is no significant difference in the effect of the proportion of cell phone survey if it is less than about 90 percent. But the support rate for Moon Jae-in gets higher if the survey is performed only by cell phones.

Robust multiple imputation method for missings with boundary and outliers (한계와 이상치가 있는 결측치의 로버스트 다중대체 방법)

  • Park, Yousung;Oh, Do Young;Kwon, Tae Yeon
    • The Korean Journal of Applied Statistics
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    • v.32 no.6
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    • pp.889-898
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    • 2019
  • The problem of missing value imputation for variables in surveys that include item missing becomes complicated if outliers and logical boundary conditions between other survey items cannot be ignored. If there are outliers and boundaries in a variable including missing values, imputed values based on previous regression-based imputation methods are likely to be biased and not meet boundary conditions. In this paper, we approach these difficulties in imputation by combining various robust regression models and multiple imputation methods. Through a simulation study on various scenarios of outliers and boundaries, we find and discuss the optimal combination of robust regression and multiple imputation method.

Relationship between the Suicidal Ideation of the Married Women and the Characteristics of Their Children (기혼여성의 자녀특성과 자살생각의 관련성)

  • Kim, Eunjung;Lee, Sunmi;Lim, Seungji;Chung, Woojin
    • Health Policy and Management
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    • v.23 no.4
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    • pp.358-368
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    • 2013
  • Background: There are some data to support the theory of a protective effect of parenthood against suicide, as proposed by Durkheim in 1897. We conducted this study to examine the relationship between children characteristics and suicidal ideation among Korean married women. Methods: The data were obtained from the Korean National Health and Nutrition Examination Surveys IV, conducted in 2007-2009, respectively (3,202 married women aged 20-49 years). The children characteristics are the age of the youngest child and the number of children living with subject. Data were analyzed by using logistic regression with SAS 9.2. Results: The risk for suicidal ideation was higher among married women having a young child (aged <7 years). It had strong effect on suicidal ideation in non-employee subjects. The odds ratio for suicidal ideation of women having a youngest child aged 2-3 years compared with reference groups was 1.673 with statistical significance. But the association of suicidal ideation with number of children shows insignificant. Conslusion: The findings suggest a different result with the theory, the protective effect of being a parent of young child on suicide risk for women, first suggested by Durkheim and supported by previous studies and the need for further prospective investigation that lead to policies according children characteristics aimed at improving married women's life.

Relations of Convenience Food Consumption and Quality of Life by Dietary Style of Chinese Singles (중국인 싱글족의 식생활 유형별 편의식품 소비와 삶의 질과의 관계)

  • Kim, Boram;Joo, Nami
    • The Korean Journal of Food And Nutrition
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    • v.29 no.5
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    • pp.746-752
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    • 2016
  • In this study, we analyzed the dietary style of Chinese singles; in addition, the effect of convenience food consumption on the quality of life of singles was evaluated through construct model development on the relationship between the frequency of consumption and satisfaction with convenience food and quality of life. A statistical analysis of 153 surveys from Tianj was conducted using SPSS 12.0 for Windows and SEM using AMOS 5.0 statistics package. The reliability of the data was confirmed by an exploratory factor analysis and Cronbach's alpha coefficient. The measurement model was confirmed as appropriate by a confirmatory factor analysis of the measurement model in conjunction with AMOS. The results of a factor analysis were as follows. Dietary style was categorized into four factors. The level of satisfaction with convenience food was categorized into seven factors and quality of life was categorized into four factors. The reliability of these findings was supported by a Cronbach's alpha coefficient of 0.6 and higher for all the factors. For the level of satisfaction with convenience food based on dietary style and the quality of life of singles, a structural equation model was constructed and analyzed. The results of all tests indicated that the model satisfied the recommended level of goodness of fit index and thus, the overall research model was appropriate. The current study highlights the increased interest in eating habits of singles and is necessary for further improvement in nutrition education.

Evaluation of Sanitation Management Performance within School Foodservice Facilities and Utilities in Gyeongbuk Province (일부 경북지역 학교 급식시설.설비 위생관리 수행도 평가)

  • Jeon, Eun-Kyung;Bae, Hyun-Joo
    • Korean journal of food and cookery science
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    • v.25 no.1
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    • pp.62-73
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    • 2009
  • This study was conducted to evaluate the performance of sanitation management within school foodservice facilities and utilities in Gyeongbuk province. Data collection was carried out through surveys given to 200 school dietitians from the province. A total of 108 were usable, resulting in a 54.0% response rate. Statistical analyses were done using the SAS package program (version 8.2 for Windows). Of the study population, 58.3% had more than 10 years of work experience, and 64.8% worked in elementary schools. With regard to the style of foodservice system, 47.2% were urban and 46.3% were rural. Also, 89.8% of the school foodservices provided meals once a day. The performance of the sanitation management items of the facilities and utilities used to provide school foodservice was evaluated using a 5-point Likert scale. The average score for the 25 items was 3.35 points. 'HVAC system installed in foodservice establishment' had the lowest average score at 2.20 points. Whereas 'provide adequate storage capacity to allow refrigerating and freezing and an adequate thermometer is installed and temperatures monitored' had the highest average score at 4.19 points. Nine out of the 25 items were lower than the average score. The performance scores of high schools were significantly higher than those of elementary schools or middle schools for 'window materials are provided that are not liable to break' (p<0.001). The performance scores for urban style foodservices were significantly lower than for rural foodservices for 'floor of kitchen is constructed to maintain a dry system' (p<0.05). In response to questions on kitchen utensils and equipment, significant differences were shown according to the number of meals served per day in 21 out of 56 items, and the style of foodservice system showed significant differences in 14 of the 56 items. Foremost, to make better use of the foodservice facilities and utilities in Gyeongbuk province, immediate improvements should be made for management items in which the degree of performance was below the average score.