DOI QR코드

DOI QR Code

A Guide on the Use of Factor Analysis in the Assessment of Construct Validity

구성타당도 평가에 있어서 요인분석의 활용

  • Received : 2013.08.16
  • Accepted : 2013.09.17
  • Published : 2013.10.31

Abstract

Purpose: The purpose of this study is to provide researchers with a simplified approach to undertaking exploratory factor analysis for the assessment of construct validity. Methods: All articles published in 2010, 2011, and 2012 in Journal of Korean Academy of Nursing were reviewed and other relevant books and articles were chosen for the review. Results: In this paper, the following were discussed: preliminary analysis process of exploratory factor analysis to examine the sample size, distribution of measured variables, correlation coefficient, and results of KMO measure and Bartlett's test of sphericity. In addition, other areas to be considered in using factor analysis are discussed, including determination of the number of factors, the choice of rotation method or extraction method of the factor structure, and the interpretation of the factor loadings and explained variance. Conclusion: Content validity is the degree to which elements of an assessment instrument are relevant to and representative of the targeted construct for a particular assessment purpose. This measurement is difficult and challenging and takes a lot of time. Factor analysis is considered one of the strongest approaches to establishing construct validity and is the most commonly used method for establishing construct validity measured by an instrument.

Keywords

References

  1. Arrindel, W. A., & van der Ende, J. (1985). An empirical test of the utility of the observations-to-variables ratio in factor and components analysis. Applied Psychological Measurement, 9(2), 165-178. http://dx.doi.org/10.1177/014662168500900205
  2. Barrett, P. T., & Kline, P. (1981). The observation to variable ratio in factor analysis. Personality Study and Group Behavior, 1, 23-33.
  3. Bollen, K., & Lennox, R. (1991). Conventional wisdom on measurement: A structural equation perspective. Psychological Bulletin, 110(2), 305-314. https://doi.org/10.1037/0033-2909.110.2.305
  4. Cartell, L., & Harman, A. (1966). The scree test for the number of factors. Multivariate Behavioral Research, 1, 245-276. https://doi.org/10.1207/s15327906mbr0102_10
  5. Chin, W. W. (1998). Issue and opinion on structural equation modeling. MIS Quarterly, 22(1), 1-10. https://doi.org/10.2307/249676
  6. Cho, H. D. (2011). A study on issues of using structure equation modeling in education study. Unpublished master's thesis, Korea University, Seoul.
  7. Comrey, A. L., & Lee, H. B. (1992). A first course in factor analysis (2nd ed.). Hillsdale, NJ: Erlbaum.
  8. Guilford, J. P. (1956). Psychometric methods (2nd ed.). New York, NY: McGraw-Hill.
  9. Hair, J. F. Jr., Anderson, R. E., Tatham, R. L., & Black, W. C. (1995). Multivariate data analysis (4th ed.). Upper Saddle River, NJ: Prentice Hall.
  10. Hogarty, K. Y., Hines, C. V., Kromrey, J. D., Ferron, J. M., & Mumford, K. R. (2005). The quality of factor solutions in exploratory factor analysis: The influence of sample size, communality, and overdetermination. Educational and Psychological Measurement, 65(2), 202-226. http://dx.doi.org/10.1177/0013164404267287
  11. Jarvis, C. B., MacKenzie, S. B., & Podsakoff, P. M. (2003). A critical review of construct indicators and measurement model misspecification in marketing and consumer research. Journal of Consumer Research, 30(2), 199-218. http://dx.doi.org/10.1086/376806
  12. Kaiser, H. F. (1974). An index of factorial simplicity. Psychometrika, 39(1), 31-36. https://doi.org/10.1007/BF02291575
  13. Kang, H. (2013). Discussions on the suitable interpretation of model fit indices and the strategies to fit model in structural equation modeling. Journal of the Korean Data Analysis Society, 15(2), 653-668.
  14. Kang, H., Han, S. T., Kim, K., & Jhun, M. (2005). Multivariate data analysis using SAS by examples. Paju: Freedom Academy.
  15. Lawley, D. N., & Maxwell, A. E. (1971). Factor analysis as a statistical method (2nd ed.). New York, NY: American Elsevier Pub. Co.
  16. Lee, H., & Kim, J. H. (2013). Structural equation modeling and AMOS 20.0. Seoul: JypHyunJae Publishing Co.
  17. MacCallum, R. C., Browne, M. W., & Sugawara, H. M. (1996). Power analysis and determination of sample size for covariance structure modeling. Psychological Methods, 1(2), 130-149. https://doi.org/10.1037/1082-989X.1.2.130
  18. MacCallum, R. C., Widaman, K. F., Zhang, S., & Hong, S. (1999). Sample size in factor analysis. Psychological Methods, 4(1), 84-99. https://doi.org/10.1037/1082-989X.4.1.84
  19. Munro, B. H. (2005). Statistical methods for health care research (5th ed.). Philadelphia, PA: Lippincott Williams & Wilkins.
  20. Nunnally, J. C. (1978). Psychometric theory (2nd ed.). New York, NY: McGraw-Hill.
  21. Seong, T. J. (2002). Validity and reliability (2nd ed.). Seoul: Hakjisa Publisher.
  22. Shin, H. S., Hyun, M. S., Ku, M. O., Cho, M. O., Kim, S. Y., Jeong, J. S., et al. (2010). Analysis of research papers published in the Journal of the Korean Academy of Nursing-focused on research trends, intervention studies, and level of evidence in the research. Journal of Korean Academy of Nursing, 40(1), 139-149. http://dx.doi.org/10.4040/jkan.2010.40.1.139
  23. Snook, S. C., & Gorsuch, R. L. (1989). Component analysis versus common factor analysis: A Monte Carlo study. Psychological Bulletin, 106(1), 148-154. http://dx.doi.org/10.1037/0033-2909.106.1.148
  24. Tabachnick, B. G., & Fidell, L. S. (2007). Using multivariate statistics (5th ed.). Boston, MA: Pearson/Allyn & Bacon.
  25. Tafreshi, M. Z., & Yaghmaei, F. (2006). Factor analysis of construct validity: A review of nursing articles. Journal of Medical Education, 10(1), 19-26.
  26. Tak, J. K. (2007). Psychological testing: An understanding of development and evaluation method (2nd ed.). Seoul: Hakjisa Publisher.
  27. Williams, B., Brown, T., & Onsman, A. (2012). Exploratory factor analysis: A five-step guide for novices. Journal of Emergency Primary Health Care, 8(3), Article 1.

Cited by

  1. 한국의 도구개발 간호연구에서의 타당도에 대한 고찰 vol.43, pp.6, 2013, https://doi.org/10.4040/jkan.2013.43.6.697
  2. 간호사가 지각하는 직장 내 괴롭힘 측정도구 개발 vol.44, pp.2, 2013, https://doi.org/10.4040/jkan.2014.44.2.209
  3. 대학생의 건강다이어트 역량 측정도구 개발 vol.26, pp.3, 2013, https://doi.org/10.7475/kjan.2014.26.3.300
  4. Escala de Estrés Percibido-10: Desempeño psicométrico en estudiantes de medicina de Bucaramanga, Colombia vol.62, pp.3, 2013, https://doi.org/10.15446/revfacmed.v62n3.43735
  5. 병원의 간호팀제운영에 따른 간호사의 인식과 효과 비교 vol.20, pp.4, 2013, https://doi.org/10.11111/jkana.2014.20.4.414
  6. 자폐성장애 아동 부모의 삶의 전환과정 측정도구에 대한 구성타당도 평가 vol.44, pp.5, 2014, https://doi.org/10.4040/jkan.2014.44.5.563
  7. 한국어판 다낭성 난소 증후군 삶의 질 측정도구의 타당도와 신뢰도 vol.20, pp.4, 2013, https://doi.org/10.4069/kjwhn.2014.20.4.255
  8. 정보보호 관리체계(ISMS) 인증을 위한 컨설팅 업체 선정 요인에 관한 연구 vol.24, pp.6, 2013, https://doi.org/10.13089/jkiisc.2014.24.6.1309
  9. 중년 및 노년기 여성의 한국어판 노화에 대한 기대수준 측정도구(ERA)의 타당도와 신뢰도 검증 vol.28, pp.3, 2013, https://doi.org/10.5932/jkphn.2014.28.3.460
  10. 한국어판 알츠하이머병 지식 측정도구의 신뢰도와 타당도 vol.45, pp.1, 2015, https://doi.org/10.4040/jkan.2015.45.1.107
  11. 지역사회 뇌졸중 환자들의 이차 예방을 위한 치료 지속률과 약물 순응도 관련 요인 vol.40, pp.1, 2013, https://doi.org/10.5393/jamch.2015.40.1.009
  12. 간호사가 인지하는 간호관리자의 윤리적 리더십 측정 도구 K-ELW의 타당화 연구 vol.45, pp.2, 2013, https://doi.org/10.4040/jkan.2015.45.2.240
  13. 입원한 아동에게 제공되는 환자의 눈을 통한 간호의 질 측정도구 개발 vol.21, pp.2, 2013, https://doi.org/10.4094/chnr.2015.21.2.131
  14. 섬유패션기업에서 기업환경요인이 친환경 소재 에 4P Mix 미치는 영향 연구 vol.19, pp.2, 2013, https://doi.org/10.12940/jfb.2015.19.2.36
  15. 해상교통 조우데이터 요인분석에 관한 연구 vol.25, pp.3, 2013, https://doi.org/10.5391/jkiis.2015.25.3.293
  16. Factor Analysis of Working Memory Tasks Based on Information Processing Characteristics: Predictive Factors of Receptive Vocabulary and Quick Incidental Learning in Children with Typically Developing vol.20, pp.2, 2013, https://doi.org/10.12963/csd.15241
  17. Development and Clinical Validity of a Mild Vascular Cognitive Impairment Assessment Tool for Korean Stroke Patients vol.9, pp.3, 2013, https://doi.org/10.1016/j.anr.2015.04.005
  18. Medication Adherence and its Predictors in Community Elderly Patients with Hypertension vol.15, pp.3, 2015, https://doi.org/10.15384/kjhp.2015.15.3.121
  19. 암 환자의 성생활 정보 요구도 측정도구 개발 vol.21, pp.3, 2013, https://doi.org/10.4069/kjwhn.2015.21.3.207
  20. 보육시설 이용 어머니의 격리불안 측정 도구 개발 및 평가 vol.17, pp.1, 2013, https://doi.org/10.5762/kais.2016.17.1.409
  21. 대학생을 대상으로 한 한국어판 자살극복력 측정도구의 신뢰도와 타당도 vol.17, pp.1, 2013, https://doi.org/10.5762/kais.2016.17.1.508
  22. 중년 여성의 식생활 중심 건강상태 판정 도구 개발 vol.21, pp.1, 2013, https://doi.org/10.5720/kjcn.2016.21.1.37
  23. 한국판 주산기 외상 후 스트레스장애 척도의 신뢰도 및 타당도 vol.46, pp.1, 2016, https://doi.org/10.4040/jkan.2016.46.1.29
  24. Development of the Damage Investigation Item to Debris Flow using the Delphi Method vol.31, pp.2, 2013, https://doi.org/10.14346/jkosos.2016.31.2.41
  25. 한국어판 '암 환자가 인식하는 간호의 질 측정도구'의 타당도와 신뢰도 vol.28, pp.2, 2016, https://doi.org/10.7475/kjan.2016.28.2.191
  26. 임상간호인성 측정도구 개발 vol.22, pp.2, 2016, https://doi.org/10.5977/jkasne.2016.22.2.137
  27. 벌크터미널 서비스품질 분석 및 이용주체별 차이에 관한 연구: 부산항 벌크터미널을 중심으로 vol.40, pp.4, 2013, https://doi.org/10.5394/kinpr.2016.40.4.223
  28. 간호학생이 임상실습에서 경험하는 무례함 한국어판 측정도구의 타당도와 신뢰도 vol.22, pp.4, 2013, https://doi.org/10.5977/jkasne.2016.22.4.537
  29. 한국형 웰니스 생활양식 측정도구 (K-WEL)의 타당도와 신뢰도 검증 vol.27, pp.6, 2013, https://doi.org/10.7465/jkdi.2016.27.6.1609
  30. 사출성형 공정에서 유발되는 냄새의 후각 감성 특성 vol.39, pp.4, 2016, https://doi.org/10.11627/jkise.2016.39.4.067
  31. Stakeholder Management in Long-Term Complex Megaconstruction Projects: The Saemangeum Project vol.33, pp.4, 2013, https://doi.org/10.1061/(asce)me.1943-5479.0000515
  32. Reliability and dimensionality of PHQ-9 in screening symptoms of depression among health science students in Cartagena, 2014 vol.37, pp.1, 2013, https://doi.org/10.7705/biomedica.v37i0.3221
  33. 시뮬레이션 실습에서 학습성과 평가도구의 신뢰도 및 타당도 -여성건강 간호학 실습에서 비판적 추론과정을 통한 간호과정 적용(학습성과)을 중심으로- vol.18, pp.4, 2013, https://doi.org/10.5762/kais.2017.18.4.154
  34. Development of the Korean Paternal-Fetal Attachment Scale (K-PAFAS) vol.11, pp.2, 2017, https://doi.org/10.1016/j.anr.2017.05.001
  35. 한의 오장 변증·평가 설문지 개발을 위한 신뢰도 및 타당도 평가 vol.31, pp.3, 2017, https://doi.org/10.15188/kjopp.2017.06.31.3.173
  36. 암환자 특이형 외상후 성장 측정도구 개발 및 타당화 vol.47, pp.3, 2017, https://doi.org/10.4040/jkan.2017.47.3.319
  37. 임부 스트레스 측정도구의 신뢰도 및 타당도 평가 vol.18, pp.6, 2013, https://doi.org/10.5762/kais.2017.18.6.503
  38. 성인초기 여성의 한국어판 월경전증후군 대처 측정도구의 타당도와 신뢰도 검증 vol.31, pp.2, 2013, https://doi.org/10.5932/jkphn.2017.31.2.296
  39. Cross-cultural Adaptation and Validation of the eHealth Literacy Scale in Korea vol.30, pp.5, 2013, https://doi.org/10.7475/kjan.2018.30.5.504
  40. Validation of the Korean Version of the Maternal Postpartum Attachment Development Scale for Mothers of Children who were in a Neonatal Intensive Care Unit vol.39, pp.1, 2013, https://doi.org/10.5723/kjcs.2018.39.1.129
  41. 구조방정식 모형을 활용한 기술혁신 장애요인에 따른 혁신원천 및 정부지원제도 활용과 혁신성과에 관한 연구 vol.19, pp.5, 2013, https://doi.org/10.5762/kais.2018.19.5.373
  42. 한방 건강검진에서 허실 변증 진단 설문지 개발 -신뢰도와 구성 타당도를 중심으로- vol.32, pp.3, 2018, https://doi.org/10.15188/kjopp.2018.06.32.3.171
  43. Validity and Reliability of the Korean Version of the Families' Importance in Nursing Care-Pediatric Nurses' Attitudes Instrument vol.24, pp.3, 2013, https://doi.org/10.4094/chnr.2018.24.3.274
  44. 임상간호실습 현장지도자용 임상간호역량 평가도구 개발 vol.48, pp.4, 2013, https://doi.org/10.4040/jkan.2018.48.4.419
  45. Comparison of EQ-5D and OHIP-14 sub-dimensions for measuring oral health-related quality of life vol.42, pp.3, 2013, https://doi.org/10.11149/jkaoh.2018.42.3.77
  46. 유색미 도입 유전자원의 생육 및 품질특성 변이 다변량 분석 vol.63, pp.3, 2013, https://doi.org/10.7740/kjcs.2018.63.3.175
  47. Metagenome Analysis as a Tool to Study Bacterial Infection Associated with Acute Surgical Abdomen vol.7, pp.10, 2013, https://doi.org/10.3390/jcm7100346
  48. 정보기술 활용수준, 사회적 자본이 지식경영과 조직성과에 미치는 영향분석: 인천국제공항 사례를 중심으로 vol.9, pp.11, 2013, https://doi.org/10.13106/ijidb.2018.vol9.no11.77.
  49. Development and Validation of an Ego Strength Scale for Early School-Age Children vol.39, pp.6, 2018, https://doi.org/10.5723/kjcs.2018.39.6.175
  50. 기업 내 온라인 커뮤니케이션 채널의 만족도가 커뮤니케이션 효과에 미치는 영향 요인 분석 vol.17, pp.4, 2018, https://doi.org/10.9716/kits.2018.17.4.001
  51. Development and Validation of an Instrument to Measure Nursing Information Literacy Competency vol.30, pp.1, 2019, https://doi.org/10.12799/jkachn.2019.30.1.25
  52. 중년여성의 노화불안 측정도구 개발 vol.49, pp.1, 2013, https://doi.org/10.4040/jkan.2019.49.1.14
  53. 인공지능 스피커(AI 스피커)에 대한 사용자 인식과 이용 동기 요인 연구 vol.19, pp.3, 2013, https://doi.org/10.5392/jkca.2019.19.03.138
  54. Core nursing competency assessment tool for graduates of outcome‐based nursing education in South Korea: A validation study vol.16, pp.2, 2013, https://doi.org/10.1111/jjns.12223
  55. Analysis of the moral mechanism to purchase counterfeit luxury goods: evidence from China vol.31, pp.3, 2019, https://doi.org/10.1108/apjml-05-2018-0190
  56. 한국어판 자기관리 측정도구(Partners In Health scale)의 타당도 및 신뢰도 분석 vol.12, pp.2, 2019, https://doi.org/10.34250/jkccn.2019.12.2.1
  57. 한국어판 간호대학생 임상의사결정능력 자신감과 불안 측정도구의 타당도와 신뢰도 vol.49, pp.4, 2013, https://doi.org/10.4040/jkan.2019.49.4.411
  58. Reliability and validation of the Korean Compassionate Communication Scale vol.6, pp.3, 2019, https://doi.org/10.2478/fon-2019-0026
  59. Evaluation of the Korean version of the self-assessment of nursing informatics competencies scale vol.18, pp.1, 2013, https://doi.org/10.1186/s12912-019-0392-5
  60. 한국 R&D수행 환경기업의 자원투입이 경영성과에 미치는 영향 : 혁신의 매개효과를 중심으로 vol.28, pp.4, 2013, https://doi.org/10.5855/energy.2019.28.4.061
  61. 융합 시대의 의료종사자를 위한 단축형 생명의료윤리 도구 개발 및 평가 vol.18, pp.1, 2020, https://doi.org/10.14400/jdc.2020.18.1.219
  62. 한국판 외상 후 스트레스 장애에 대한 태도와 지식 측정도구(K-PTSD)의 타당도와 신뢰도 vol.26, pp.1, 2020, https://doi.org/10.5977/jkasne.2020.26.1.47
  63. Training needs analysis of Korean nurses' neurological assessment competency vol.22, pp.1, 2020, https://doi.org/10.1111/nhs.12654
  64. A Study of the Effectiveness Verification of Computer-Based Dementia Assessment Contents (Co-Wis): Non-Randomized Study vol.10, pp.5, 2013, https://doi.org/10.3390/app10051579
  65. 군 직무특성 및 개인 학습민첩성과 학습만족도 간의 관계 연구 vol.20, pp.6, 2013, https://doi.org/10.5392/jkca.2020.20.06.197
  66. Reliability and Validity of the Korean version of the Pain in Older Adults Knowledge Survey (K-POAKS) among Nurses Who Have Worked in Long-term Care Hospitals vol.31, pp.2, 2020, https://doi.org/10.12799/jkachn.2020.31.2.130
  67. 청소년의 지속적 독서태도에 영향을 미치는 요인에 관한 연구: 중학교 학생을 중심으로 vol.51, pp.2, 2013, https://doi.org/10.16981/kliss.51.2.202006.159
  68. Validity and reliability of a Korean version of the breast cancer survivors resilience scale vol.17, pp.3, 2020, https://doi.org/10.1111/jjns.12331
  69. Analysis of Equivalence and Reliability of Korean Translated Abbreviated Profile of Hearing Aid Benefits vol.16, pp.3, 2013, https://doi.org/10.21848/asr.200025
  70. 조직의 연구보안 수준평가 모형 연구 vol.25, pp.3, 2013, https://doi.org/10.7838/jsebs.2020.25.3.109
  71. Turkish Adaptation of Diabetic Foot Ulcer Scale-Short Form vol.19, pp.3, 2013, https://doi.org/10.1177/1534734620921036
  72. 간호사의 법의간호 역량 측정도구 개발 vol.13, pp.3, 2020, https://doi.org/10.34250/jkccn.2020.13.3.24
  73. Development and Validation of a Self-control Competency Scale for Late-school-aged Children vol.26, pp.4, 2013, https://doi.org/10.4094/chnr.2020.26.4.411
  74. Developing a Korean Version of the Scale for the Observation of Agitation in Persons with Dementia of Alzheimer-Type vol.22, pp.4, 2020, https://doi.org/10.17079/jkgn.2020.22.4.316
  75. Psychometric evaluation of the Turkish version of two traditional and complementary medicine scales for nurses vol.10, pp.2, 2013, https://doi.org/10.5604/01.3001.0014.6580
  76. Supply chain management antecedents of performance in small to medium scale enterprises vol.24, pp.1, 2021, https://doi.org/10.4102/sajems.v24i1.3661
  77. A Validation Study of the Revised Caregiving Burden Instrument in Korean Family Caregivers of Stroke Survivors vol.18, pp.6, 2013, https://doi.org/10.3390/ijerph18062960
  78. The Moyamoya Health Behavior Scale for Adolescent Patients: Measurement Tool Development and Psychometric Evaluation vol.18, pp.8, 2013, https://doi.org/10.3390/ijerph18084064
  79. A Validation Study of the Korean Version of the Nurses’ Patient Education Questionnaire vol.18, pp.11, 2013, https://doi.org/10.3390/ijerph18115609
  80. Validity and Reliability of the Korean Version of the Fear of COVID-19 Scale vol.18, pp.14, 2013, https://doi.org/10.3390/ijerph18147402
  81. Development and Validation of a Self-Efficacy Scale for Nursing Educators’ Role in Sri Lanka vol.18, pp.15, 2013, https://doi.org/10.3390/ijerph18157773
  82. Development of a high-risk neonatal infection control competency scale vol.25, pp.3, 2013, https://doi.org/10.1177/1367493520943772
  83. Validity and Development of a Social Exclusion Scale (SES) for Marriage Immigrant Women vol.32, pp.4, 2013, https://doi.org/10.7856/kjcls.2021.32.4.611
  84. The Development and Validation of a Perceived Nursing Support Scale for Mothers of Preterm Infants vol.15, pp.5, 2013, https://doi.org/10.1016/j.anr.2021.10.002
  85. Structural validity of the Insomnia Severity Index: A systematic review and meta-analysis vol.60, pp.None, 2013, https://doi.org/10.1016/j.smrv.2021.101531
  86. Validity and reliability of new instruments for measuring patient satisfaction with removable dentures, Arabic Version vol.21, pp.1, 2021, https://doi.org/10.1186/s12903-021-01811-w
  87. A validation study of the Korean version of the Toronto empathy questionnaire for the measurement of medical students’ empathy vol.21, pp.1, 2013, https://doi.org/10.1186/s12909-021-02561-7
  88. Distance education perception scale for medical students: a validity and reliability study vol.21, pp.1, 2013, https://doi.org/10.1186/s12909-021-02839-w
  89. Development of emergency nursing care competency scale for school nurses vol.20, pp.1, 2013, https://doi.org/10.1186/s12912-021-00580-9