• 제목/요약/키워드: exploratory correlation analysis

검색결과 505건 처리시간 0.026초

Exploratory Factor Analysis of the Adolescent Version of the General Behavior Inventory in Korean Youth

  • Lee, Han-Sung;Kwon, Yejin;Shon, Seung-Hyun;Park, Kee Jeong;Kim, Hyo-Won
    • Journal of the Korean Academy of Child and Adolescent Psychiatry
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    • 제30권4호
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    • pp.168-177
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    • 2019
  • Objectives: We examined the factor structure of the Adolescent version of the General Behavior Inventory (A-GBI) for Koreans. Methods: We retrospectively reviewed the medical records of 220 adolescents (age, 12-18 years) who completed the A-GBI through the Department of Psychiatry at Asan Medical Center, Seoul, Korea, from October 2011 to December 2018. Caregivers of the study participants completed the Parent version of the GBI (P-GBI) 10-item Mania Scale. The adolescents were evaluated based on the A-GBI, Children's Depression Inventory (CDI), and Revised-Children's Manifest Anxiety Scale (RCMAS). Subsequently, an exploratory factor analysis (EFA) using the maximum likelihood method with direct oblimin rotation and correlation analyses with other scales were performed. Results: The EFA identified a two-factor structure as having the best fit: factor I included depressive symptoms and factor II included hypomanic/biphasic symptoms. Factor I was very strongly correlated with the A-GBI depressive subscale (r=0.990, p<0.001) and strongly correlated with CDI (r=0.764, p<0.001) and RCMAS (r=0.666, p<0.001). Factor II was also very strongly correlated with the A-GBI hypomanic/biphasic subscale (r=0.877, p<0.001) and weakly correlated with CDI (r=0.274, p<0.001) and RCMAS (r=0.332, p<0.001). Conclusion: The above findings support a two-dimensional model of mood symptoms in Korean youth.

치과위생사의 경증 장애인 환자 진료 고려사항에 대한 지식 측정 도구의 타당도와 신뢰도 검증 (Testing the validity and reliability of an assessment tool for dental hygienists' consideration of patients with mild disabilities)

  • 김예지;노희진;문소정;한선영
    • 한국치위생학회지
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    • 제23권1호
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    • pp.55-62
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    • 2023
  • Objectives: The purpose of this study was to test the reliability and validity of an assessment tool for dental hygienists' consideration of patients with mild disabilities. Methods: Thirty-seven preliminary questions were compiled through literature review, and thirty-two questions were selected through content validity testing by eight experts. Two hundred and three dental hygienists completed the assessment tool as an online survey. The construct validity, internal consistency, and test-retest reliability of the tool were investigated using the SPSS 26.0 program. The construct validity was assessed using exploratory factor analysis. The internal consistency was assessed using Cronbach's alpha. The intraclass correlation coefficient (ICC) value with 95% confidence intervals was calculated for test-retest reliability. Results: Ten items and four factors were selected through exploratory factor analysis. The internal consistency reliability of the tool was found to be Cronbach's alpha=0.658, and test-retest reliability was found to be ICC=0.812. Conclusions: An assessment tool of care for patients with mild disabilities by dental hygienists is a reliable and valid tool suitable for the job characteristics of dental hygienists. It can be used in clinical practice and research.

경력단절여성 진로장벽 척도 개발 및 타당화 (Development and Validation of Career Barrier Scale for Career Interruption Women)

  • 김애리;탁진국
    • 한국심리학회지 : 코칭
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    • 제8권1호
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    • pp.1-50
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    • 2024
  • 본 연구의 목적은 경력단절여성 대상 진로장벽을 측정하는 도구를 개발하고 타당성을 검증하는 것이다. 연구 조사 대상은 과거 취업 경험이 있고, 재취업을 희망하고 있으며, 결혼, 임신, 출산, 육아, 가족 돌봄 등의 이유로 퇴직을 경험한 만 20세~54세까지의 기혼여성으로 경력단절 기간은 1년 이상으로 선정하였다. 연구 1에서는 문헌 검토, 경력단절여성 10명 대상 일대일 심층 인터뷰, 경력단절여성 100명 대상 개방형 설문을 실시 하여 7개요인 63개 예비문항을 개발하였다. 연구 2에서는 연구 1에서 도출한 63개 문항으로 경력단절여성 300명을 대상으로 예비조사를 실시하였고, 그 결과 탐색적 요인분석을 통해 6개 요인 39문항을 도출하였다. 연구 3에서는 연구 2에서 최종 도출된 39문항과 연구대상에게 중요한 문항이라 판단되었으나 제거된 일부 문항을 추가하여 44문항으로 본조사를 실시 하였다. 경력단절여성 600명을 대상으로 진행된 본조사에서는 본 검사의 구성개념 타당도를 검증하기 위해 전체 표집을 두 집단으로 나누어 집단 1(G1, N=309)은 탐색적 요인분석, 집단 2(G2, N=291)는 확인적 요인분석을 실시하였다. 집단 1에 대한 탐색적 요인분석 결과 최종적으로 6요인 34문항을 도출하였다. 도출된 요인의 모형적합도를 확인하기 위해 집단 2(G2)의 확인적 요인분석을 실시 하였으며 모형적합도 기준에 충족됨을 확인하였다. 개발된 진로장벽 척도의 수렴 타당도를 검증하기 위해 기존 여자 대학생 진로장벽 검사와 상관분석을 실시하였고, 분석 결과 경력단절여성 진로장벽 척도와 여자 대학생 진로장벽 검사는 통계적으로 유의미한 상관을 보였다. 준거 관련 타당도를 검증하기 위해 취업준비행동, 취업스트레스, 상태불안, 삶의 만족도 변인들과 상관분석을 실시한 결과 모두 통계적으로 유의미하게 관련된 것으로 나타났다. 마지막으로 본 연구의 학문적, 실무적, 정책적 의의 및 제한점과 향후 연구 방향을 제시하였다.

귀납적 사회과학연구 방법론을 위한 토픽모델링의 확장 및 사례분석 (Extension and Case Analysis of Topic Modeling for Inductive Social Science Research Methodology)

  • 김근형
    • 한국정보시스템학회지:정보시스템연구
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    • 제31권4호
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    • pp.25-45
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    • 2022
  • Purpose In this paper, we propose the method to extend topic modeling techniques in order to derive data-based research hypotheses when establishing research hypotheses for social sciences, As a concept in contrast to the existing deductive hypothesis establishment methodology for the social science research, the topic modeling technique was expanded to enable the so-called inductive hypothesis establishment methodology, and an analysis case of the Seongsan Ilchulbong online review based on the proposed methodology was presented. Design/methodology/approach In this paper, an extension architecture and extension algorithm in the form of extending the existing topic modeling were proposed. The extended architecture and algorithm include data processing method based on topic ratio in document, correlation analysis and regression analysis of processed data for topics derived by existing topic modeling. In addition, in this paper, an analysis case of the online review of Seongsan Ilchulbong Peak was presented by applying the extended topic modeling algorithm. An exploratory analysis was performed on the Seongsan Ilchulbong online reviews through the basic text analysis. The data was transformed into 5-point scale to enable correlation and regression analysis based on the topic ratio in each online review. A regression analysis was performed using the derived topics as the independent variable and the review rating as the dependent variable, and hypotheses could be derived based on this, which enable the so-called inductive hypothesis establishment. Findings This paper is meaningful in that it confirmed the possibility of deriving a causal model and setting an inductive hypothesis through an extended analysis of topic modeling.

Utilization of Log Data Reflecting User Information-Seeking Behavior in the Digital Library

  • Lee, Seonhee;Lee, Jee Yeon
    • Journal of Information Science Theory and Practice
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    • 제10권1호
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    • pp.73-88
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    • 2022
  • This exploratory study aims to understand the potential of log data analysis and expand its utilization in user research methods. Transaction log data are records of electronic interactions that have occurred between users and web services, reflecting information-seeking behavior in the context of digital libraries where users interact with the service system during the search for information. Two ways were used to analyze South Korea's National Digital Science Library (NDSL) log data for three days, including 150,000 data: a log pattern analysis, and log context analysis using statistics. First, a pattern-based analysis examined the general paths of usage by logged and unlogged users. The correlation between paths was analyzed through a χ2 analysis. The subsequent log context analysis assessed 30 identified users' data using basic statistics and visualized the individual user information-seeking behavior while accessing NDSL. The visualization shows included 30 diverse paths for 30 cases. Log analysis provided insight into general and individual user information-seeking behavior. The results of log analysis can enhance the understanding of user actions. Therefore, it can be utilized as the basic data to improve the design of services and systems in the digital library to meet users' needs.

뷰티 소셜커머스 구매이용에 대한 소비자 인식과 구매행동 연구 (A Study on Consumer Perception and Purchasing Conditions of Using Beauty Social Commerce)

  • 홍수남
    • 한국의상디자인학회지
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    • 제19권4호
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    • pp.43-58
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    • 2017
  • The purpose of this study was to find the consumer perception and purchasing behaviors of beauty service products based on recent consumer purchasing patterns utilizing social commerce. The research method looked at general characteristics, exploratory factor analysis, reliability T-test, correlation analysis, one way ANOVA, regression analysis of the consumer awareness and purchasing status in the use of beauty social commerce of 228 research subjects in their 20s and 30s residing in Seoul and Gyeonggido. SPSS v. 21.0 was used. The results found the following. First, service quality, interaction, user convenience, and price were set as factors for the validity verification of consumer perception in beauty social commerce. Second, as a result of studying consumer perception regarding beauty social commerce, interaction had the largest correlation while price, service quality, and user convenience followed. As a result of studying the differences according to the general characteristic of gender, user convenience had a larger correlation for female consumers than male consumers. Third, the following was the result of studying purchasing behaviors in beauty social commerce. Among diverse social commerce businesses, Pokemon was the most popular, while among the various coupons available, hair salons were most commonly purchased. The modal value for the number of times consumers used beauty service products was two times a month, and the most popular price ranges were 100,000 KRW or less and 100,000~200,000 KRW. Accordingly, it was observed that social commerce is receiving attention and being considered as the next generation for shopping in the beauty industry. This channel should be well utilized by related industries through the improvement of customer satisfaction, which will lead to repurchases, and consequently result in becoming an actual means for sales in the beauty industry.

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Impact of Female Consumer Self-Image on Pursued Fashion Style

  • Yoon, DoohAh;Yu, JongPil
    • 패션비즈니스
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    • 제21권3호
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    • pp.29-42
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    • 2017
  • This study investigates the impact of female consumer self-image on pursued fashion style. A survey was carried out among 717 women between the ages of 20 and 60 living in Seoul, Incheon, and Gyeonggi. Analysis was conducted in the following manner: SPSS 18.0 was used to perform an Exploratory Factor Analysis (descriptive analysis, principal factor analysis, Pearson correlation analysis, frequency analysis, and reliability analysis) and AMOS 21.0 was used to carry out a Confirmatory Factor Analysis. Based on a Structure Equation Model, results show that ideal self-image and realistic self-image, which are factors derived from psychology, affect pursued fashion style. By contrast, social self-image - derived from social contexts - does not. Therefore, the female consumers' self-image influences pursued fashion style; this is opposed to the relationship between the realistic self-image and ideal self-image of women, which is more unconscious and self-satisfying. The presented results indicate that we should respond to changes in the fashion industry and develop a deeper understanding of consumer niches to discover the factors that predict purchasing behavior. This knowledge can then be applied to establish market strategies. This study contributes to the literature by producing preliminary data that can help support such strategy formulation in the fashion and clothing industry.

A Study on the Structural Relationship between Authenticity of Sportswear Brand Corporate, Brand Image, Brand Attitude, and Premium Payment Intention

  • Jeon, Yong-Bae;Kim, Mi-Jeong
    • International journal of advanced smart convergence
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    • 제11권4호
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    • pp.155-162
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    • 2022
  • The purpose of this study is to conduct an empirical study on brand authenticity targeting sportswear brand consumers. Through this, we intend to provide the accumulation and implications of authenticity research. For the research model, first, the authenticity of sportswear brand companies was selected as an independent variable. Brand image and brand attitude were selected as the next parameters. Finally, the dependent variable was the intention to pay the premium. Structural equation model analysis was conducted for the structural relationship between these variables. The subjects of this study are consumers who have purchased sportswear brands within the past year. Convenience sampling was used for the sample survey, and 262 people were finally selected as valid samples. The survey was conducted as a non-face-to-face online survey due to the COVID-19 infection. For data processing, frequency analysis was conducted using SPSS 23 to identify the individual characteristics of the survey subjects. In addition, exploratory factor analysis and reliability analysis were performed to refine the scale of the survey tool. Next, using AMOS 21, confirmatory factor analysis and correlation analysis were conducted to verify the measurement model. In addition, structural equation model analysis was conducted to verify the hypothesis. As a result of the analysis, all six hypotheses selected from the research model were adopted.

주택에서 내장재로 쓰이는 섬유의 절약효과와 소비자의식에 관한 연구 - 커어튼을 중심으로 - (The Effect in Heat Controlling and Perceptions Towards Home Furnishing Fabrics - Focus on Curtains and Draperies -)

  • 윤복자
    • 대한가정학회지
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    • 제20권1호
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    • pp.65-77
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    • 1982
  • The intent of this study was to focus attention on the relationship between curtain fabrics and consumer perceptions towards curtains and draperies. This study consisted of the laboratory test for thermal transmittance of selected fabrics and the exploratory survey for consumer perceptions towards curtains and draperies. The objectives of the laboratory test were to measure fabric's thermal transmittance, thickness, and count which affect to the effect in heat controlling. Selected 23 fabrics were tested at Korean Yarn and Fabrics Testing Inspection Institute. The objectives of the exploratory survey were to determine sociodemographic factors; the stage of family life cycle, the economics status, and homemaker's level of education, and physical factors; the type of houses, the direction of windows, and the type of windows, affect consumer perceptions toward curtains and draperies. Questionaires were administered to 489 homemakers selected by a stratified propotional sampling plan, in Seoul in October, 1981. Data from responses were analyzed by T-test(Analysis of Varience) and Partial Correlation. The major findings are as follows; 1. The results of the laboratory test 1) The fabrics used for draperies had higher effect in heat controlling than the fabrics used for glass curtains. 2) It did not show much differences among the fibers in heat controlling. The thicker fibers, however, had the higher effect in heat controlling among same fibers. 3) The fabrics which had high level of effect I heat controlling were corduroy, flax, rayon, nylon, acetate, thick polyester, and thick polyacrylic. The fabrics which had midium level of affect in heat controlling were velveteen, velvet, and thin polyester. The fabrics which had low level of effect in heat controlling were cotton, silk, and thin polyarcylic. 4) The draperies with lining showed 2∼5 times more effective in heat controlling than the draperies without lining. 2. The results of the exploratory survey Consumer perceptions towards curtains and draperies consisted of functional, financial, and aesthetic perception. 1) Factor affecting functional perception towards curtains and draperies was the stage of family life cycle. Families in the contracting stage considered function of curtains and draperies significantly better than those in others stages. 2) Factors affecting financial perception towards curtains and draperies were the economic status, homemaker's level of education, the direction of windows, and the type of windows. However the correlation between the factors and financial perception was too low to explain the significance of tendency. 3) There was not any factors affecting aesthetic perception towards curtains and draperies.

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지식정보자원시스템 이용자 경험 지표개발에 관한 연구 (A Study on the Development of User Experience Indicators for The Knowledge and Information Resource System)

  • 전정현;이지연
    • 한국문헌정보학회지
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    • 제54권3호
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    • pp.209-236
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    • 2020
  • 본 연구에서는 이용자 경험의 관점에서 지식정보자원시스템을 평가하기 위한 이용자 경험 지표를 개발하였다. 선행연구에서 도출된 이용자 경험요인을 검증하고 지표로 개발하기 위해 설문조사를 수행하였으며, 사전조사 158명, 본 조사 480명을 대상으로 데이터를 수집하였다. 수집된 데이터는 기술통계, 탐색적 요인분석, 상관관계분석, 확인적 요인분석, 경로분석을 통해 분석을 수행하였다. 수행결과 총 7개 경험요인, 37개 세부 경험요인, 105개 시스템 지각요인이 최종 지식정보자원시스템 이용자 경험 지표로 도출되었다. 도출된 이용자 경험 지표는 지식정보자원시스템 이용자들이 지각하는 이용자 경험 정도를 측정할 수 있으며, 검증된 평가지표로서 활용하여 각 경험요인에 대한 단순 비교가 아닌 상관관계가 반영된 실효성 있는 평가를 진행해 볼 수 있다는데 의의가 있다.