Hi everyone,
I have a question about partial correlation. My hand calculations don't agree with SPSS. I am calculating the partial correlation between y and b, when a has been partialled out. All cases have complete data on these three variables. r-squared for predicting y based on a = r2y.a = .1232. r-squared for predicting y based on a and b = r2y.ab = .1634. Howell (2007) states that the squared partial correlation (r-squared for predicting y based on b, when a has been partialled out of both y and b) = r2yb.a = (r2y.ab - r2y.a) / ( 1- r2y.a) This is (.1634 - .1232) / (1 - .1232) = .0458 To calculate the partial correlation, I took the square root of this, and I got .2141. In SPSS, I used PARTIAL CORR /SIGNIFICANCE=TWOTAIL /MISSING=LISTWISE /VARIABLES= y b BY a. and I got .3335 I can also calculate the squar of this to get the squared partial correlation, and I get .3335^2 = .1112. Is my hand calculation wrong? Is SPSS wrong? Thank you for your help, Kim |
Your formulas are incorrect, as far as I can tell. The partial correlation
between y and x1 controlling for x2 is ryx1|x2 = [ryx1 - (ryx2*rx1x2)] / [SQRT(1-{rx1x2}^2)*SQRT(1-{ryx2}^2)] in which ryx1 = correlation of y with x1; ryx2 = correlation of y with x2; rx1x2 = the correlation of x1 and x2; and "8" the multiplication symbol and "^" the exponentiation symbol. Dominic Lusinchi Statistician Far West Research Statistical Consulting San Francisco, California 415-664-3032 www.farwestresearch.com -----Original Message----- From: [hidden email] [mailto:[hidden email]] Sent: Friday, January 12, 2007 10:54 AM Subject: Partial Correlation Hi everyone, I have a question about partial correlation. My hand calculations don't agree with SPSS. I am calculating the partial correlation between y and b, when a has been partialled out. All cases have complete data on these three variables. r-squared for predicting y based on a = r2y.a = .1232. r-squared for predicting y based on a and b = r2y.ab = .1634. Howell (2007) states that the squared partial correlation (r-squared for predicting y based on b, when a has been partialled out of both y and b) = r2yb.a = (r2y.ab - r2y.a) / ( 1- r2y.a) This is (.1634 - .1232) / (1 - .1232) = .0458 To calculate the partial correlation, I took the square root of this, and I got .2141. In SPSS, I used PARTIAL CORR /SIGNIFICANCE=TWOTAIL /MISSING=LISTWISE /VARIABLES= y b BY a. and I got .3335 I can also calculate the squar of this to get the squared partial correlation, and I get .3335^2 = .1112. Is my hand calculation wrong? Is SPSS wrong? Thank you for your help, Kim |
Dear Dominic,
I checked a few other sources, and I found them relatively evenly divided in terms of which formula they give. Hays (1994) gives both formulas. I re-did my calculations, and they now agree. I think I put different variables for b when I did the two calculations. Thanks for the help, Kim Dominic Lusinchi <[hidden email]> writes: Your formulas are incorrect, as far as I can tell. The partial correlation between y and x1 controlling for x2 is ryx1|x2 = [ryx1 - (ryx2*rx1x2)] / [SQRT(1-{rx1x2}^2)*SQRT(1-{ryx2}^2)] in which ryx1 = correlation of y with x1; ryx2 = correlation of y with x2; rx1x2 = the correlation of x1 and x2; and "8" the multiplication symbol and "^" the exponentiation symbol. Dominic Lusinchi Statistician Far West Research Statistical Consulting San Francisco, California 415-664-3032 www.farwestresearch.com -----Original Message----- From: [hidden email] [mailto:[hidden email]] Sent: Friday, January 12, 2007 10:54 AM Subject: Partial Correlation Hi everyone, I have a question about partial correlation. My hand calculations don't agree with SPSS. I am calculating the partial correlation between y and b, when a has been partialled out. All cases have complete data on these three variables. r-squared for predicting y based on a = r2y.a = .1232. r-squared for predicting y based on a and b = r2y.ab = .1634. Howell (2007) states that the squared partial correlation (r-squared for predicting y based on b, when a has been partialled out of both y and b) = r2yb.a = (r2y.ab - r2y.a) / ( 1- r2y.a) This is (.1634 - .1232) / (1 - .1232) = .0458 To calculate the partial correlation, I took the square root of this, and I got .2141. In SPSS, I used PARTIAL CORR /SIGNIFICANCE=TWOTAIL /MISSING=LISTWISE /VARIABLES= y b BY a. and I got .3335 I can also calculate the squar of this to get the squared partial correlation, and I get .3335^2 = .1112. Is my hand calculation wrong? Is SPSS wrong? Thank you for your help, Kim |
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