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Kraha et al.Interpreting multiple regressionTonidandel, S., LeBreton, J. M., andJohnson, J. W. (2009). Determiningthe statistical significance of relativeweights. Psychol. Methods 14,387–399.UCLA: Academic Technology Services,Statistical Consulting Group. (n.d.).Introduction to SAS. Available at:http://www.ats.ucla.edu/stat/sasWilkinson, L., and APA Task Force onStatistical Inference. (1999). Statisticalmethods in psychology journals:guidelines and explanation. Am. Psychol.54, 594–604.Zientek, L. R., Capraro, M. M., andCapraro, R. M. (2008). Reportingpractices in quantitative teachereducation research: one look at theevidence cited in the AERA panelreport. Educ. Res. 37, 208–216.Zientek, L. R., and Thompson, B.(2006). Commonality analysis: partitioningvariance to facilitate betterunderstanding of data. J. EarlyInterv. 28, 299–307.Zientek, L. R., and Thompson, B.(2009). Matrix summaries improveresearch reports: secondary analysesusing published literature. Educ. Res.38, 343–352.Zientek, L. R., and Thompson, B.(2010). Using commonality analysisto quantify contributions that selfefficacyand motivational factorsmake in mathematics performance.Res. Sch. 17, 1–12.Conflict of Interest Statement: Theauthors declare that the research wasconducted in the absence of any commercialor financial relationships thatcould be construed as a potential conflictof interest.Received: 21 December 2011; paper pendingpublished: 17 January 2012; accepted:07 February 2012; published online: 14March 2012.Citation: Kraha A, Turner H, NimonK, Zientek LR and Henson RK (2012)Tools to support interpreting multipleregression in the face of multicollinearity.Front. Psychology 3:44. doi:10.3389/fpsyg.2012.00044This article was submitted to Frontiersin Quantitative Psychology and Measurement,a specialty of Frontiers in Psychology.Copyright © 2012 Kraha, Turner,Nimon, Zientek and Henson. This is anopen-access article distributed under theterms of the Creative Commons AttributionNon Commercial License, which permitsnon-commercial use, distribution,and reproduction in other forums, providedthe original authors and source arecredited.Frontiers in Psychology | Quantitative Psychology and Measurement March 2012 | Volume 3 | Article 44 | 85