• 제목/요약/키워드: exploratory correlation analysis

검색결과 505건 처리시간 0.028초

Correlation 분석 기법을 적용한 요통 환자에 관한 레지스트리 데이터의 탐색적 분석 (The Exploratory Analysis on the Registry Data of Patients with Low Back Pain Applying Correlation Analysis Method)

  • 박창현;박무순;김형석;차윤엽;김순중;고연석;오민석;황의형;신병철;김창업;송윤경
    • 한방재활의학과학회지
    • /
    • 제27권4호
    • /
    • pp.97-109
    • /
    • 2017
  • Objectives The aim of this study is to analyze the patients who have low back pain through registry. Methods We registered patients with low back pain who visited department of korean rehabilitation medicine in university hospitals on study. We collected data from 116 subjects consisted of 51 inpatients and 65 outpatients and ruled out 8 who didn't have pattern identification data at the point of inpatient or outpatient visit so we analyzed 108 in total. We used Pearson's product moment correlation to find correlationship among variables, and analyzed statistical data using Phyton scipy library stats package. Results We set general features, region of the pain, physical examination, ROM, questionnaire results, pattern identification as variables and draw a conclusion by analyzing these variables. Conclusions Registry aimed at low back pain patients was established in department of korean rehabilitation medicine of university hospitals and exploratory analysis based on data were made. Through the registry, we expect that more advanced studies will be performed; for example, executing research which verifies effectiveness and stability of korean medical treatment or developing tools to fill the gap between pattern identification and disease identification.

수학·과학 성취도의 요인 분석으로 본 과학고등학교 학생들의 화학 교과에 대한 인식 연구 (A Study on the Students' Cognition of Chemistry in Science High School by Factor Analysis of Mathematics and Science Achievement)

  • 신동선;최호준;김봉곤
    • 대한화학회지
    • /
    • 제64권2호
    • /
    • pp.119-129
    • /
    • 2020
  • 과학 고등학교에서 다양한 재능을 지닌 학생들의 효과적인 교수- 학습 활동을 위해서, 교수자는 학생들의 다양한 재능과 교과목의 특성에 따라 자연세계의 정보를 인식하고 처리과정에서의 개인차를 이해하는 것이 중요하다. 본 연구의 목적은 수학/과학 성취도의 교과 간 상관 및 요인 분석으로 과학고 학생들의 화학 교과에 대한 인식을 규명하는데 있다. 아울러 R&E 학급에 따른 화학 교과의 인식을 알아보고자 하였다. 연구 대상은 입학 전형과 교육과정의 개편 시기에 따른 G과학고 3개년 입학생(296명)이 주 연구 대상자이고, 경남·울산 지역 2개 과학고를 포함하였다. 성취도의 상관 및 요인 분석은 SPSS 25를 이용하여 탐색적 요인분석법으로 수행하였다. 본 연구의 수행 결과, 다음과 같은 결론을 얻었다. 첫째, 수학·과학 성취도 간의 상관분석에서 화학의 Pearson 상관계수는 다른 교과목들에 비해 높은 정적 상관을 보이는 것이 확인되었다. 둘째, 수학·과학 성취도의 요인 분석에서 요인 지표는 수리-논리(수학, 물리)와 자연 이해(생명과학, 지구과학)의 2개 요인으로 구분되는 것이 확인되었다. 셋째, 요인 분석에서 화학 교과는 수리-논리와 자연 이해 능력이 모두 요구되는 교과로 인식하고 있음을 확인할 수 있었다. 마지막으로, R&E 학급에 따라서 화학 교과에 대한 학생들의 인식이 다르다는 것을 확인하였다. 즉, R&E 화학반 학생들은 다른 학생들과 달리 화학 교과를 수리-논리가 요구되는 과목으로 인식하고 있음이 확인되었다.

노인의 당뇨병 관리 자기효능감 측정도구 개발 및 평가 (Development and Validation of the Diabetes Management Self-efficacy Scale for Older Adults (DMSES-O))

  • 송미순;최수영;김세안;서경산;이수진;김은호
    • 근관절건강학회지
    • /
    • 제21권3호
    • /
    • pp.184-194
    • /
    • 2014
  • Purpose: The purpose of this study was to develop and validate a diabetes management self-efficacy scale for older adults (DMSES-O). Methods: A preliminary DMSES-O of 22 items was derived from a literature review and seven domains of self-management behaviors. Content validity was confirmed by experts in diabetes self-management education. To test the reliability and validity of the DMSES-O, data were collected from 150 older adults with type 2 diabetes. The data were analyzed using exploratory factor analysis, and Cronbach's ${\alpha}$ and Pearson's correlation coefficients were calculated. Results: From the exploratory factor analysis, 17 significant items in six subscales were derived. Factors derived were named "problem solving for hypoglycemia and self-monitoring blood glucose," "problem solving for hyperglycemia," "coping with psychological distress and taking medication," "reducing risks of diabetes complications," "appropriate exercise," and "healthy eating." The criterion-related validity of the DMSES-O was established by its correlation with the Summary of Diabetes Self-care Activities Questionnaire. Cronbach's ${\alpha}$, a measure of internal consistency, was .84 for the overall scale and ranged from .54 to .80 for the subscales. Conclusion: The DMSES-O is a reliable and valid instrument to measure selfefficacy for diabetes self-management among older adults.

The Validation of the Systems Thinking Assessment Tool for Measuring the Higher-order Thinking Ability of Vietnamese High School Students

  • Hyonyong Lee;Nguyen Thi Thuy;Hyundong Lee;Jaedon Jeon;Byung-Yeol Park
    • 한국지구과학회지
    • /
    • 제44권4호
    • /
    • pp.318-330
    • /
    • 2023
  • This study aimed to verify the validity of a measurement tool for Vietnamese high school students' systems thinking abilities. Two quantitative assessment tools, the Systems Thinking Measuring Instrument (Lee et al., 2013) and the Systems Thinking Scale (Dolansky et al., 2020), were used to measure students' systems thinking after translation into Vietnamese. As a result, it was revealed that Cronbach-α for each tool (i.e., STMI and STS) was .917 and .950, respectively, indicating high reliability for both. To validate the construct validity of the translated questionnaire, exploratory factor analysis was performed using SPSS 26.0, and confirmatory factor analysis was performed using AMOS 21.0. For concurrent validity, correlation analysis using structural equation modeling was performed to validate the translated questionnaire. Exploratory factor analysis revealed that 10 items from the STMI and 12 items from the STS loaded on the intended factors and appropriate factor loading values were obtained. For confirmatory factor analysis, a structural equation model organized with 10 items from the STMI and 12 items from the STS was used. The result of this showed that the convergent validity values of the model were all appropriate, and the model fit indices were analyzed to be χ2/df of 1.892, CFI of .928, TLI of .919, SRMR of .047, and RMSEA of .063, indicating that the model consisting of the 22 items of the two questionnaires was appropriate. Analysis of the concurrent validity of the two tools indicated a high correlation coefficient (.903) and high correlation (.571-.846) among the subfactors. In conclusion, both the STMI and STS are valid quantitative measures of systems thinking, and it can be inferred that the systems thinking of Vietnamese high-school students can be quantitatively measured using the 22 items identified in our analysis. Using the tool validated in this study with other tools (e.g., qualitative assessment) can help accurately measure Vietnamese high school students' systems thinking abilities. Furthermore, these tools can be used to collect evidence and support effective education in ODA projects and volunteer programs.

간호사를 위한 말기 환자 존엄간호 측정도구 개발 (Development and Validation of a Dignity in Care Scale of Terminally Ill Patients for Nurses)

  • 안윤실;오복자
    • 대한간호학회지
    • /
    • 제53권3호
    • /
    • pp.340-358
    • /
    • 2023
  • Purpose: This study aimed to develop an instrument to showcase Dignity in Care of Terminally Ill Patients for Nurses and to examine its validity and reliability. Methods: A total of 58 preliminary items on dignity in care of terminally ill patients for nurses were selected using content validity analysis and expert opinions on 97 candidate items derived through a literature review and qualitative focus group interviews. Questionnaires were administered to 502 nurses caring for terminally ill cancer patients at hospice and palliative care institutions. The data were analyzed using item analysis, exploratory and confirmatory factor analysis, convergent and discriminant validity, and Pearson correlation for criterion validity, reliability was tested using Cronbach's alpha. Results: The final instrument consisted of 25 items, with four factors identified through confirmatory factor analysis. Four factors-ethical values and moral attitudes, interaction-based communication, maintaining comfort, professional insight and competence-accounted for 61.8% of the total variance. Cronbach's α for total items was .96, and test-retest reliability of intraclass correlation coefficient was .90. Conclusion: Since its validity and reliability have been verified through various methods, the Dignity in Care Scale of Terminally Ill Patients for Nurses can be used for develop nursing interventions and improve dignity in care of terminally ill patients.

보육교사 권리 인식 척도 개발 및 타당화 (Development and Validation of a Recognition Scale for Childcare Teachers' Rights)

  • 석재경;김정민
    • 한국보육지원학회지
    • /
    • 제19권6호
    • /
    • pp.1-19
    • /
    • 2023
  • Objective: The aim of the present study was to develop and validate a recognition scale for childcare teachers' rights. Methods: Statistical methods for data analysis involved the use of SPSS 20.0 and AMOS 20.0. To confirm the reliability and validity of the developed scale, various analyses, including item quality assessment, item discrimination, exploratory factor analysis, confirmatory factor analysis, and Pearson correlation analysis, were conducted. The maximum likelihood estimation method was employed for model fitting. Goodness of fit was assessed using SRMR, RMSEA and its 90% confidence interval, CFI, and TLI. Through these analyses, the scale's reliability and validity exceeded the standard. Consequently, 5 factors and 30 questions were ultimately selected as the recognition scale for childcare teachers' rights. Results: First, a recognition scale for childcare teachers' rights was developed to reflect changes in childcare settings. Second, an objective measurement was incorporated into the recognition scale of childcare teachers' rights. Third, the analysis using the proposed scale revealed a correlation between the recognition of childcare teachers' rights and life satisfaction. Conclusion/Implications: The study developed a scale capable of objectively measuring the recognition of childcare teachers' rights.

호텔 식음료부서에서 조직지원, 조직몰입, 직무만족과 서비스품질의 인과관계 평가 (Evaluating the Causal Relationships among Organizational Support, Organizational Commitment, Job Satisfaction, and Service Quality in the Hotel F & B Department)

  • 강종헌
    • 한국식품조리과학회지
    • /
    • 제19권2호
    • /
    • pp.155-164
    • /
    • 2003
  • The purpose of this study was to examine, in a service context, construct validity and generalizability of widely used and accepted measures of perceived organizational support, job satisfaction, organizational commitment, and service duality, and to test each measures' predictive utility in this context with path analysis. Of 350 subjects, 309 subjects participated in the analysis. Descriptive statistics (frequencies), exploratory factor analysis, reliability analysis, zero-order partial correlation analysis, and confirmatory factor analysis were used for this study. The findings from this study are as follows. First, perceived organizational support significantly influenced job satisfaction, organizational commitment. and service quality. Second, Job satisfaction had a directional impact upon organizational commitment and service quality. Third, organizational commitment showed to have a predictive impart on service quality. Finally, the results of the study provide some insight into the types of internal marketing strategies that can be applied successfully by operators of hotel F & B departments.

의복 쇼핑 성향의 측정 도구 개발 (제1보) (Development of Measurement Scale for Clothing Shopping Orientation (Part I))

  • 김세희;이은영
    • 한국의류학회지
    • /
    • 제28권9_10호
    • /
    • pp.1253-1264
    • /
    • 2004
  • The purpose of this study is to develop clothing shopping orientation[CSO] scale reflecting the conceptual structure of CSO. For this purpose, a questionnaire composed of comprehensive 85 CSO items was developed through 2-step preliminary tests. Data was collected from two samples. One sample(n=559) was for scale development and the other sample(n=235) was for cross validity test. Descriptive analysis, correlation analysis, exploratory factor analysis, regression analysis, ANOVA, and confirmatory factor analysis were used for data analysis. For each lower-dimension within the CSO conceptual structure model, 1-2 items were selected based on the quantitative and the qualitative standards. As a result, a CSO scale composed of 31 items was developed, and reliability, construct validity, cross validity, convergent validity, discriminant validity, and criterion validity of the scale were verified. This study has significance in offering the standardized scale to both the academic and the practical fields.

화장품 선택에 있어 SNS 광고속성이 광고태도와 구매의도에 미치는 영향 (The Effect of SNS Advertising Attributes on Advertising Attitudes and Purchase Intentions in Cosmetics Selection)

  • 윤희
    • 한국응용과학기술학회지
    • /
    • 제41권2호
    • /
    • pp.436-446
    • /
    • 2024
  • This study contemplates the effect of social media advertising attributes on consumers' purchasing decisions in cosmetic products. It will serve as basic data for SNS's advertising strategy and marketing that promotes cosmetics sales. This study conducted a survey and went through the analysis process of SPSS v.25.0 statistical program. Frequency analysis, exploratory factor analysis, descriptive statistical analysis, correlation analysis, and regression analysis were conducted to analyze that informativity, reliability, entertainment, interactivity, and disturbance among SNS advertising attributes were used as effective advertising strategies, which had a positive effect on consumers' purchasing decisions. Therefore, in the cosmetics industry, it is necessary to seek strategies to actively utilize marketing in the social media space to promote consumers' purchase needs and to activate purchases.

MOBA 게임 뉴시즌 Update를 위한 게임 만족 및 밸런스 연구 (A Study on Game Satisfaction and Game Balance of MOBA Game in New Season Update)

  • 이정;조동민
    • 한국멀티미디어학회논문지
    • /
    • 제24권8호
    • /
    • pp.1161-1170
    • /
    • 2021
  • The MOBA game is updated every year with a new season, the new season update brings fun to the game users and also makes them feel unfamiliar with the new gameplay. In order to let game users better adapt to the new season, this study will extract the new season balance evaluation factors. Firstly, we used one-on-one review to collect the unbalanced factors that game users had encountered at the beginning of the new season of the MOBA game, and secondly, we organized the collected review data into a questionnaire and conducted a survey. The first step of the experiment was to filter out the lower factors through exploratory factor analysis and extract the balance evaluation factors of the MOBA game new season. The second step of the experiment was to examine the correlation between the factors through confirmatory factor analysis, as well as to confirm the appropriateness and explanatory value of the factors. The analysis resulted in "Game character experience", "Game view's expression", "Game level", and "Composition of the game setting" are the four factors. Finally, through correlation analysis, the most relevant factor for game satisfaction is the "Game character experience", and each factor is correlated with each other.