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"Statistical factor analysis"

Original Article
Development and validation of the medical student stress scale in Korea
Min Jeong Kim, Kwi Hwa Park, Hyo Hyun Yoo, Ie Byung Park, Jun Yim
Korean J Med Educ 2014;26(3):197-208.
Published online September 1, 2014
DOI: https://doi.org/10.3946/kjme.2014.26.3.197
Purpose
Medical students experience various stresses that arise in a special environment. However, there is no specific stress scale for medical students with regard to their environment in Korea. Therefore, in this study, we developed and confirmed the validity of a stress scale for medical students in Korea.
Methods
A draft version of the scale was developed on the basis of open-ended questionnaires from 97 medical students. The validity of the content of this scale was evaluated by three medical educationists. The scale was administered to 435 third and fourth grade medical students as the main survey. For our data, we performed an exploratory factor analysis and confirmatory factor analysis. We used Cronbach α index to determine internal consistency.
Results
Six factors with 40 items were extracted through the exploratory factor analysis: academic stress (9 items); clerkship stress (11 items); interpersonal stress (7 items); career stress (8 items); health-related stress (3 items); and financial stress (2 items). These factors showed a statistically significant correlation. The confirmatory factor analysis demonstrated a favorable RMSEA (0.053) and reasonable fit (CFI=0.847, TLI=0.833). Cronbach α values of the six factors ranged from 0.63 to 0.85.
Conclusion
The medical student stress scale had a good model fit. It is a valid and reliable instrument in identifying stress in medical students and can be used in future studies. Also, the scale is expected to provide individual stress profiles for students to help them manage stress more effectively.

Citations

Citations to this article as recorded by  Crossref logo
  • An Observational Study on Differences in Academic Achievement and Psychological and Emotional States between Criterion-Referenced and Norm-Referenced Evaluations at a Medical School
    Miryoung Song, Jidong Sung
    Korean Medical Education Review.2025; 27(1): 52.     CrossRef
  • Adaptation of the Medical Student Stress Factor Scale Into Turkish: Validity and Reliability Study
    İrem Akova, Ezgi Ağadayı, Nagehan Ekici Koşaroğlu, Gamze Gündoğdu
    INQUIRY: The Journal of Health Care Organization, Provision, and Financing.2025;[Epub]     CrossRef
  • Adaptation and Psychometric Features of the Korean Medical Academicians Stress Questionnaire for Iranian Medical Academicians
    Fariba Gadari, Azita Amirfakhraei, Saeid Kiani
    Middle East Journal of Rehabilitation and Health Studies.2024;[Epub]     CrossRef
  • Impact of Criterion Versus Norm-Referenced Assessment on the Quality of Life in Korean Medical Students
    Ce Hwan Park, Jihyeon Kwon, Jong Tae Lee, Sangzin Ahn
    Journal of Korean Medical Science.2023;[Epub]     CrossRef
  • Psychometric validation and cultural adaptation of the Italian medical student stressor questionnaire
    Jessica Dagani, Chiara Buizza, Clarissa Ferrari, Alberto Ghilardi
    Current Psychology.2022; 41(6): 4132.     CrossRef
  • The root of the problem: identifying major sources of stress in Brazilian medical students and developing the Medical Student Stress Factor Scale
    Rodolfo F. Damiano, Isabella N. de Oliveira, Oscarina da S. Ezequiel, Alessandra L. Lucchetti, Giancarlo Lucchetti
    Brazilian Journal of Psychiatry.2021; 43(1): 35.     CrossRef
  • Stressors Predicting Depression, Anxiety, and Stress in Korean Veterinary Students
    Sang-Soep Nahm, Myung-Sun Chun
    Journal of Veterinary Medical Education.2021; 48(4): 470.     CrossRef
  • Academic Stress and Its Influencing Factors among Medical and Non‐Medical Students
    Anna Seong, Suyeon Heo, Jeonggyo Yoon, Ji Yeon Lee, Min Gi Choi, Jong ha Jeon, Jae Hoon Kim, Kwi Hwa Park, Jeong-Soo Im, Kwang-Pil Ko, Jaehun Jung, Yoon-Hyeong Choi
    Korean Medical Education Review.2021; 23(2): 128.     CrossRef
  • A study on stress experiences of Korean veterinary students
    Jae Eun Kim, Seola Joo, Myung-Sun Chun, Donghyuck Lee, Sang-Soep Nahm
    Korean Journal of Veterinary Research.2020; 60(2): 69.     CrossRef
  • Domestic Research of Medical Students Trends Analysis
    Aehwa Lee
    Korean Medical Education Review.2018; 20(2): 91.     CrossRef
  • Research trends in studies of medical students’ characteristics: a scoping review
    Sung Soo Jung, Kwi Hwa Park, HyeRin Roh, So Jung Yune, Geon Ho Lee, Kyunghee Chun
    Korean Journal of Medical Education.2017; 29(3): 137.     CrossRef
  • Development of a Modified Korean East Asian Student Stress Inventory by Comparing Stress Levels in Medical Students with Those in Non-Medical Students
    Hee Kon Shin, Seok Hoon Kang, Sun-Hye Lim, Jeong Hee Yang, Sunguk Chae
    Korean Journal of Family Medicine.2016; 37(1): 14.     CrossRef
  • Perception Study of Traditional Korean Medical Students on the Medical Education Using the Dundee Ready Educational Environment Measure
    Hyunho Kim, Hanyoung Jeong, Pyeongjin Jeon, Seungju Kim, Young-Bae Park, Yeonseok Kang, Waris Qidwai
    Evidence-Based Complementary and Alternative Medicine.2016;[Epub]     CrossRef
  • Relationships among emotional intelligence, ego-resilience, coping efficacy, and academic stress in medical students
    Hyo Hyun Yoo, Kwi Hwa Park
    Korean Journal of Medical Education.2015; 27(3): 187.     CrossRef
  • Journal’s step to leap to the international level and communication skill
    Sun Huh
    Korean Journal of Medical Education.2014; 26(3): 159.     CrossRef
  • 18,338 View
  • 253 Download
  • Crossref
Exploratory and Confirmatory Factor Analysis of Medical Professionalism Core Attributes Scale
Keumho Lee, Yera Hur
Korean J Med Educ 2012;24(4):339-346.
Published online December 31, 2012
DOI: https://doi.org/10.3946/kjme.2012.24.4.339
PURPOSE
Evaluating the professional attributes of medical students is critical, because medical professionalism is an essential quality of a good doctor. But, few studies have examined the tools for assessing such attributes. This study analyzed factors of medical professionalism in medical students to develop standards that can assess medical professional attributes.
METHODS
A total of 1,508 medical students in Korean medical schools or colleges answered a self-assessment survey of medical professionalism elements from 2005 to 2012 that we developed. The survey consisted of core 31 attributes on a 5-point Likert scale. Factor analysis was performed using SPSS version 20.0 and AMOS version 20.0.
RESULTS
Exploratory factor analysis revealed six factors with total variance of 59.56%. The factors were termed 'empathy and accountability,' 'self-development skills,' 'academic competence,' 'interpersonal skills,' 'high intelligence,' and 'attitude towards oneself and life.' These factors showed statistically significant correlation (0.310~0.663). From the confirmatory factor analysis a six-factor model were appropriate (CFI=0.873, TLI=0.853, RMSEA=0.065). Cronbach-alpha of six factors ranged from 0.718 to 0.864.
CONCLUSION
Good doctors need to have not only appropriate standards of medical knowledge but also skills to understand and communicate well with patients, as well as self-management skills, which should not be overlooked in the medical education curriculum. By optimizing the results of this study, a more refined assessment tool of professionalism can be exploited.

Citations

Citations to this article as recorded by  Crossref logo
  • Redesign of a Resident Evaluation Tool Using Exploratory Factor Analysis
    Carly Chappell, Stephen Markowiak, Gang Ren, Laura Wharry, Stephen Stanek, Joseph Sferra
    Journal of Surgical Education.2025; 82(12): 103477.     CrossRef
  • Current Status of ‘Professional Identity Formation’ Education in the Medical Professionalism Curriculum in Korea
    Young-Hee Lee
    Korean Medical Education Review.2021; 23(2): 90.     CrossRef
  • Identification and evaluation of the core elements of character education for medical students in Korea
    Yera Hur, Keumho Lee
    Journal of Educational Evaluation for Health Professions.2019; 16: 21.     CrossRef
  • Validity and Reliability of Professional Identity of Dental Hygienists
    Hyeong-Mi Kim, Young-Sik Cho
    Journal of Dental Hygiene Science.2017; 17(6): 533.     CrossRef
  • Recognition of Patients, Families, Nurses, and Physicians about Clinical Decision-making and Biomedical Ethics
    Ae Ran Park, Hyang Sook So, Myeong Cheong Chae
    Asian Oncology Nursing.2014; 14(1): 23.     CrossRef
  • Student Centered Medical Education
    Sun Kim
    Korean Journal of Medical Education.2012; 24(4): 279.     CrossRef
  • 14,615 View
  • 219 Download
  • Crossref