Annals of Occupational Hygiene Advance Access originally published online on October 26, 2004
Annals of Occupational Hygiene 2004 48(8):655-661; doi:10.1093/annhyg/meh075
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© British Occupational Hygiene Society Published by Oxford University Press;
Principal Component Analysis is a Powerful Instrument in Occupational Hygiene Inquiries
Department of Public Health Sciences, Faculty of Medicine & Dentistry, The University of Alberta, 13-103 Clinical Sciences Building, Edmonton, AB, T6G 2G3, Canada
Tel: +1-780-492-3240; fax: +1-780-492-9677; e-mail: iburstyn{at}ualberta.ca
Several investigators have successfully used principal component analysis (PCA) in interpreting occupational hygiene data. However, traditional textbooks in occupational hygiene provide no guidance for the application and interpretation of PCA. In this article I briefly review the basics of PCA (for those not statistically inclined), provide some guidelines for performing PCA (and designing studies that use the power of PCA), illustrate its application in understanding exposure to mixtures and the characterization of peak exposure, and highlight other benefits that occupational hygienists stand to gain by including PCA in their statistical toolkit. I hope that this article will promote greater use and understanding of a data analysis approach that has long been helping investigators outside the field of occupational hygiene to unravel the structure behind the complex relationships among multiple correlated variables.
Keywords: factor analysis latent variable manifest variable multivariate statistics tutorial
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