Sweating the Small Stuff: Does data cleaning and testing ... - Frontiers

More documents

Recommendations

Info

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
Kraha et al.Interpreting multiple regressionAPPENDIXEXCEL FOR ALL AVAILABLE ANALYSESNote. Microsoft Excel version 2010 is demonstrated. The following will yield all possible subsets, relative importance weights, anddominance analysis results.Download the Braun and Oswald (2011) Excel file (ERA.xlsm) fromhttp://dl.dropbox.com/u/2480715/ERA.xlsm?dl = 1Save the file to your desktopClick Enable Editing, if promptedClick Enable Macros, if promptedStep 1: Click on New AnalysisStep 2: Enter the number of predictors and click OKStep 3: Enter the correlation matrix as shownStep 4: Click Prepare for Analyses to complete the matrixStep 5: Click Run AnalysesStep 6: Review output in the Results worksheetwww.frontiersin.org March 2012 | Volume 3 | Article 44 | 86
Page 2 and 3:
FRONTIERS COPYRIGHTSTATEMENT© Copy
Page 4 and 5:
Table of Contents05 Is Data Cleanin
Page 7 and 8:
OsborneAssumptions and data cleanin
Page 9 and 10:
ORIGINAL RESEARCH ARTICLEpublished:
Page 12 and 13:
Hoekstra et al.Why assumptions are
Page 14 and 15:
Page 16 and 17:
Page 18 and 19:
ORIGINAL RESEARCH ARTICLEpublished:
Page 20 and 21:
García-PérezStatistical conclusio
Page 22 and 23:
Page 24 and 25:
Page 26 and 27:
Page 28 and 29:
Page 30 and 31:
Sheng and ShengEffect of non-normal
Page 32 and 33:
Page 34 and 35:
Page 36 and 37: Sheng and ShengEffect of non-normal
Page 42 and 43: REVIEW ARTICLEpublished: 12 April 2
Page 44 and 45: Nimon et al.The assumption of relia
Page 56 and 57: TressoldiPower replication unreliab
Page 58 and 59: TressoldiPower replication unreliab
Page 60 and 61: ORIGINAL RESEARCH ARTICLEpublished:
Page 62 and 63: FinchModern methods for the detecti
Page 72 and 73: MINI REVIEW ARTICLEpublished: 28 Au
Page 74 and 75: NimonStatistical assumptionsand Del
Page 76 and 77: NimonStatistical assumptionsFor exa
Page 78 and 79: Kraha et al.Interpreting multiple r
Page 94 and 95: SmithsonComparing moderation of slo
Page 102 and 103: REVIEW ARTICLEpublished: 01 March 2
Page 104 and 105: Flora et al.Factor analysis assumpt
Page 124 and 125: Kasper and ÜnlüAssumptions of fac
Page 136 and 137:
Kasper and ÜnlüAssumptions of fac
Page 138 and 139:
Page 140 and 141:
Page 142 and 143:
Page 144 and 145:
Lages and JaworskaHow predictable a
Page 146 and 147:
Page 148 and 149:
Page 150 and 151:
Page 152 and 153:
Cummiskey et al.Testing assumptions
Page 154 and 155:
Page 156 and 157:
Page 158:
show all

Sweating the Small Stuff: Does data cleaning and testing ... - Frontiers

You also want an ePaper? Increase the reach of your titles

Delete template?

Save as template?