Skip to main content

Advertisement

Log in

Confirmatory factor analysis of the General Health Questionnaire (GHQ-12) in Spanish adolescents

  • Published:
Quality of Life Research Aims and scope Submit manuscript

Abstract

Purpose

To evaluate the factor structure of the 12-item General Health Questionnaire (GHQ-12) in a population of Spanish adolescents.

Methods

Cross-sectional study among 4,146 individuals (mean age 16.3 years). The students completed a health questionnaire that included the GHQ-12. A confirmatory factor analysis (CFA) was conducted with four factor structure models. Three of the models were theory-driven: unidimensional, two-dimensional (positive and negative questions), model proposed by Graetz (anxiety and depression, social dysfunction, loss of confidence); and the fourth model was based on our exploratory factor analysis (EFA).

Results

The Cronbach’s alpha for internal consistency was 0.82. A three-dimensional structure was identified in the EFA. The first factor included items 1, 2, 5, 6, 7, and 9 of the GHQ-12; the second, items 3, 10, and 11; and the third, items 4, 8, and 12. The three factors together explained 53.7% of the variance. The model with the best fit in the CFA was the three-dimensional model proposed by Graetz, followed by the three-dimensional model derived from the EFA. These two models had acceptable goodness-of-fit indices.

Conclusions

In an adolescent population from Southern Europe, the GHQ-12 showed high internal consistency. The factor structure that best fitted the data was the Graetz three-dimensional model. However, the high correlations observed between factors suggest that the GHQ-12 should be used as a unidimensional scale, as currently done.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Similar content being viewed by others

Abbreviations

GHQ:

General Health Questionnaire

CFA:

Confirmatory Factor Analysis

EFA:

Exploratory Factor Analysis

RMSEA:

Root Mean Square Error of Approximation

CFI:

Comparative Fit Index

GFI:

Goodness-of-Fit Index

ECVI:

Expected Cross-Validation Index

AIC:

Akaike Information Criterion

References

  1. Patel, V., Flisher, A. J., Hetrick, S., & McGorry, P. (2007). Mental health of young people: A global public-health challenge. Lancet, 369, 1302–1313.

    Article  PubMed  Google Scholar 

  2. Fombonne, E. (1998). Increased rates of psychosocial disorders in youth. European Archives of Psychiatry and Clinical Neuroscience, 248, 14–21.

    Article  PubMed  CAS  Google Scholar 

  3. Lobo, A., & Muñoz, P. E. (1996). Cuestionario de salud general GHQ (General Heath Questionnaire). Guía para el usuario de las distintas versiones en lengua española validadas. Barcelona: Masson.

    Google Scholar 

  4. Goldberg, D. P., & Blackwell, B. (1970). Psychiatric illness in general practice. A detailed study using a new method of case identification. British Medical Journal, 1, 439–443.

    Article  PubMed  CAS  Google Scholar 

  5. Goldberg, D. P., Gater, R., Sartorius, N., Ustun, T. B., Piccinelli, M., Gureje, O., et al. (1997). The validity of two versions of the GHQ in the WHO study of mental illness in general health care. Psychological Medicine, 27, 191–197.

    Article  PubMed  CAS  Google Scholar 

  6. Politi, P. L., Piccinelli, M., & Wilkinson, G. (1994). Reliability, validity and factor structure of the 12-item General Health Questionnaire among young males in Italy. Acta Psychiatrica Scandinavica, 90, 432–437.

    Article  PubMed  CAS  Google Scholar 

  7. Sanchez-Lopez, M. P., & Dresch, V. (2008). The 12-Item General Health Questionnaire (GHQ-12): Reliability, external validity and factor structure in the Spanish population. Psicothema, 20, 839–843.

    Google Scholar 

  8. Schmitz, N., Kruse, J., Heckrath, C., Alberti, L., & Tress, W. (1999). Diagnosing mental disorders in primary care: The General Health Questionnaire (GHQ) and the Symptom Check List (SCL-90-R) as screening instruments. Social Psychiatry and Psychiatric Epidemiology, 34, 360–366.

    Article  PubMed  CAS  Google Scholar 

  9. Sweeting, H., Young, R., & West, P. (2009). GHQ increases among Scottish 15 year olds 1987–2006. Social Psychiatry and Psychiatric Epidemiology, 44, 579–586.

    Article  PubMed  Google Scholar 

  10. French, D. J., & Tait, R. J. (2004). Measurement invariance in the General Health Questionnaire-12 in young Australian adolescents. European Child and Adolescent Psychiatry, 13, 1–7.

    Article  PubMed  Google Scholar 

  11. Tait, R. J., French, D. J., & Hulse, G. K. (2003). Validity and psychometric properties of the General Health Questionnaire-12 in young Australian adolescents. Australian and New Zealand Journal of Psychiatry, 37, 374–381.

    Article  PubMed  Google Scholar 

  12. Banks, M. H. (1983). Validation of the General Health Questionnaire in a young community sample. Psychological Medicine, 13, 349–353.

    Article  PubMed  CAS  Google Scholar 

  13. Lopez-Castedo, A., & Fernandez, L. (2005). Psychometric properties of the Spanish version of the 12-item General Health Questionnaire in adolescents. Perceptual and Motor Skills, 100, 676–680.

    Article  PubMed  Google Scholar 

  14. Li, W. H., Chung, J. O., Chui, M. M., & Chan, P. S. (2009). Factorial structure of the Chinese version of the 12-item General Health Questionnaire in adolescents. Journal of Clinical Nursing, 18, 3253–3261.

    Article  PubMed  Google Scholar 

  15. Werneke, U., Goldberg, D. P., Yalcin, I., & Ustun, B. T. (2000). The stability of the factor structure of the General Health Questionnaire. Psychological Medicine, 30, 823–829.

    Article  PubMed  CAS  Google Scholar 

  16. Graetz, B. (1991). Multidimensional properties of the General Health Questionnaire. Social Psychiatry and Psychiatric Epidemiology, 26, 132–138.

    Article  PubMed  CAS  Google Scholar 

  17. Cheung, Y. B. (2002). A confirmatory factor analysis of the 12-item General Health Questionnaire among older people. International Journal of Geriatric Psychiatry, 17, 739–744.

    Article  PubMed  Google Scholar 

  18. Gao, F., Luo, N., Thumboo, J., Fones, C., Li, S. C., & Cheung, Y. B. (2004). Does the 12-item General Health Questionnaire contain multiple factors and do we need them? Health and Quality of Life Outcomes, 2, 63.

    Article  PubMed  Google Scholar 

  19. Shevlin, M., & Adamson, G. (2005). Alternative factor models and factorial invariance of the GHQ-12: A large sample analysis using confirmatory factor analysis. Psychological Assessment, 17, 231–236.

    Article  PubMed  Google Scholar 

  20. Consejería de Sanidad. (2009) Informe sobre hábitos de salud en la población juvenil de la Comunidad de Madrid. Boletín Epidemiológico de la Comunidad de Madrid 15 nº2. Retrieved from (http://www.madrid.org/cs/Satellite?blobcol=urldata&blobheader=application%2Fpdf&blobheadername1=Content-isposition&blobheadername2=cadena&blobheadervalue1=filename%3DFebrero2009.pdf&blobheadervalue2=language%3Des%26site%3DPortalSalud&blobkey=id&blobtable=MungoBlobs&blobwhere=1220583125549&ssbinary=true) Accessed 23 December 2010.

  21. Tabachnick, B., & Fidell, L. (2007). Using multivariate statistics (5th ed.). Boston: Pearson Education Inc.

    Google Scholar 

  22. Watson, R., & Thompson, D. R. (2006). Use of factor analysis in journal of advanced nursing: Literature review. The Journal of Advanced Nursing, 55, 330–341.

    Article  Google Scholar 

  23. Andrich, D., & van Schoubroeck, L. (1989). The General Health Questionnaire: A psychometric analysis using latent trait theory. Psychological Medicine, 19, 469–485.

    Article  PubMed  CAS  Google Scholar 

  24. Hankins, M. (2008). The factor structure of the twelve item General Health Questionnaire (GHQ-12): The result of negative phrasing? Clinical Practice and Epidemiology in Mental Health, 4, 10.

    Article  PubMed  Google Scholar 

  25. Jöreskog, K., & Sörbom, D. (1993). LISREL 8: Structural equation modeling with the SIMPLIS command language. Lincolnwood, USA: Scientific Software International.

    Google Scholar 

  26. Browne, M. W., & Cudeck, R. (1993). Alternative ways of assessing model fit. In K. A. Bollen & J. Scott-Long (Eds.), Testing structural equation models (pp. 136–162). Newbury Park: Sage Publications.

    Google Scholar 

  27. Bentler, P. M. (1990). Comparative fit indexes in structural models 2. Psychological Bulletin, 107, 238–246.

    Article  PubMed  CAS  Google Scholar 

  28. Hu, Y., Stewart-Brown, S., Twigg, L., & Weich, S. (2007). Can the 12-item General Health Questionnaire be used to measure positive mental health. Psychological Medicine, 37, 1005–1013.

    Article  PubMed  Google Scholar 

  29. Browne, M. W., & Cudeck, R. (1989). Single sample cross-validation indices for covariation structures. Multivariate Behaviour Research, 24, 445–455.

    Article  Google Scholar 

  30. Tait, R. J., Hulse, G. K., & Robertson, S. I. (2002). A review of the validity of the General Health Questionnaire in adolescent populations. Australian and New Zealand Journal of Psychiatry, 36, 550–557.

    Article  PubMed  Google Scholar 

  31. Streiner, D. L. (1994). Figuring out factors: The use and misuse of factor analysis. Canadian Journal of Psychiatry, 39, 135–140.

    CAS  Google Scholar 

  32. Kalliath, T. J., O′Driscoll, P. O., & Brough, P. (2004). A confirmatory factor analysis of the General Health Questionnaire-12. Stress and Health, 20, 11–20.

    Article  Google Scholar 

  33. Worsley, A., & Gribbin, C. C. (1977). A factor analytic study on the twelve item general health questionnaire. Australian and New Zealand Journal of Psychiatry, 11, 260–272.

    Article  PubMed  CAS  Google Scholar 

  34. Brown, T. A. (2006). Confirmatory factor analysis for applied research. New York, NY: The Guilford Press.

    Google Scholar 

Download references

Acknowledgments

This work was funded by the Madrid Regional Authority for Health, Spain. We thank the interviewers and respondents as well as Miguel de la Fuente for the fieldwork support.

Conflict of interest

None.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Iñaki Galán.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Padrón, A., Galán, I., Durbán, M. et al. Confirmatory factor analysis of the General Health Questionnaire (GHQ-12) in Spanish adolescents. Qual Life Res 21, 1291–1298 (2012). https://doi.org/10.1007/s11136-011-0038-x

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11136-011-0038-x

Keywords

Navigation