Partialling Factor Scores Does Not Control Method Variance: A Reply to Podsakoff and Todor
- 1 December 1986
- journal article
- Published by SAGE Publications in Journal of Management
- Vol. 12 (4) , 525-530
- https://doi.org/10.1177/014920638601200407
Abstract
Podsakoff and Todor (1985) proposed partialling the first principal component from observed correlations as a procedure for controlling method variance. Using mathematical derivations and Monte Carlo simulation, we found that this procedure is biased. Partialling out the first principal component introduces a negative bias into the resulting correlations that seriously compromises subsequent analysis. Moreover, the extent of bias is not reduced by increasing sample size; however, it is inversely proportional to the number of variables. Therefore, partialling the first principal component is not recommended. Researchers are encouraged to collect data with multiple methods whenever feasible.Keywords
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