Newborn and Infant Nursing Reviews
Volume 10, Issue 1 , Pages 60-65 , March 2010

Disattenuation of Correlations Due to Fallible Measurement

  • Lihshing Leigh Wang, PhD

      Affiliations

    • Corresponding Author InformationAddress correspondence to Lihshing Leigh Wang, PhD, Educational Studies Program, School of Education, University of Cincinnati, 51 Corry Boulevard, Cincinnati, OH 45221-0049.

References 

  1. Pedhazur EJ. Multiple regression in behavioral research: explanation and prediction. 3rd ed.. Orlando (Fla): Harcourt Brace; 1997;
  2. Rutter M. Proceeding from observed correlation to causal inference: the use of natural experiments. Perspect Psychol Sci. 2007;2:377–395
  3. Cordes D, Haughton VM, Arfanakis K, et al. Mapping functionally related regions of brain with functional connectivity MR Imaging. AJNR Am J Neuroradiol. 2000;21:1636–1644
  4. Eriksson PS, Perfilieva E, Björk-Eriksson T, et al. Neurogenesis in the adult human hippocampus. Nat Med. 1998;4:1313–1317
  5. Hooker CI, Verosky SC, Miyakawa A, et al. The influence of personality on neural mechanisms of observational fear and reward learning. Nuropsychologia. 2008;46:2709–2724
  6. Mobbs D, Hagan CC, Azim E, et al. Personality predicts activity in reward and emotional regions associated with humor. Proc Natl Acad Sci U S A. 2005;102:16502–16506
  7. Wilcox RR. Modern insights about Pearson's correlation and least squares regression. Int J Sel Assess. 2001;9:195–205
  8. Spearman C. The proof and measurement of association between two things. Am J Psychol. 1904;15:72–101
  9. Muchinsky PM. The correction for attenuation. Educ Psychol Meas. 1996;56:63–75
  10. Charles EP. The correction for attenuation due to measurement error: clarifying concepts and creating confidence sets. Psychol Methods. 2005;10:206–226
  11. Hunter JE, Schmidt FL. Methods of meta-analysis: correcting error and bias in research findings. Thousand Oaks (Calif): Sage; 2004;
  12. Zheng J, Frey HC. Quantitative analysis of variability and uncertainty with known measurement error: methodology and case study. Risk Anal. 2005;25:663–675
  13. Koretz D. Further steps toward the development of an accountability-oriented science of measurement. In:  Ryan KE,  Shepard LA editor. The future of test-based educational accountability. New York: Routledge; 2008;
  14. Archer KJ, Dumur CI, Taylor GS, et al. A disattenuated correlation estimate when variables are measured with error: illustration estimating cross-platform correlations. Stat Med. 2008;27:1026–1039
  15. Dear KG, Puterman ML, Dobson AJ. Estimating correlations from epidemiological data in the presence of measurement error. Stat Med. 1997;16:2177–2189
  16. Osborne JW. Is disattenuation of effects a best practice?. In:  Osborne JW editors. Best practices in quantitative methods. Thousand Oaks (Calif): Sage; 2008;p. 239–245
  17. Dickersin K. The existence of publication bias and risk factors for its occurrence. JAMA. 1990;263:1385–1389
  18. Olson CM, Rennie D, Cook D, et al. Publication bias in editorial decision making. Am J Med Assoc. 2002;287:1825–2828
  19. Williams RH, Zimmerman DW. Error of measurement and statistical inference: some anomalies. J Exp Educ. 1981;49:71–73
  20. Seymour RT. Why plaintiffs' counsel challenge tests, and how they can successfully challenge the theory of “validity generalization”. J Vocational Behav. 1988;33:331–364
  21. Pedhazur EJ, Schmelkin LP. Measurement, design, and analysis: an integrated approach. Hillsdale (NJ): Lawrence Erlbaum; 1991;
  22. Raju NS, Brand PA. Determining the significance of correlations corrected for unreliability and range restriction. Appl Psychol Meas. 2003;27:52–71
  23. Wetcher-Hendricks D. Adjustments to the correction for attenuation. Psychol Methods. 2006;11:207–215
  24. Winne PH, Belfry MJ. Interpretive problems when correcting for attenuation. J Educ Meas. 1982;19:125–134
  25. Hakstian AR, Schroeder ML, Rogers WT. Inferential procedures for correlation coefficients corrected for attenuation. Psychometrika. 1988;53:27–43
  26. Bedeian AG, Day DV, Kelloway EK. Correcting for measurement error attenuation in structural equation models: some important reminders. Educ Psychol Meas. 1997;57:785–799
  27. Bollen KA, Curran PJ. Latent curve models: a structural equation perspective. Hoboken (NJ): Wiley; 2006;
  28. DeShon RP. A cautionary note on measurement error corrections in structural equation models. Psychol Methods. 1998;3:412–423
  29. Hancock GR. Correlation/Validity coefficients disattenuated for score reliability: a structural equation modeling approach. Educ Psychol Meas. 1997;57:598–606
  30. Wang W-C. Direct estimation of correlation as a measure of association strength using multidimensional item response models. Educ Psychol Meas. 2004;64:937–955
  31. Vul E, Harris C, Winkielman P, et al. Puzzlingly high correlations in fMRI studies in emotion, personality, and social cognition. Perspect Psychol Sci. 2009;4:274–290
  32. Nunnally JC. Introduction to psychological measurement. New York: McGraw-Hill; 1970;
  33. Wang L. Disattenuation of correlations due to fallible measurement: on “voodoo” correlations in social neuroscience. In: Paper presented at the 2009 International Meeting of Psychometric Society, Cambridge, Great Britain. 2009;
  34. Johnstone T, Somerville LH, Alexander AL, et al. Stability of amygdale BOLD response to fearful faces over multiple scan sessions. Neuroimage. 2005;25:1112–1123
  35. Kong J, Gollub RL, Webb JM, et al. Test-Retest study of fMRI signal change evoked by electroacupuncture stimulation. Neuroimage. 2007;34:1171–1181
  36. Viswesvaran C, Ones DS. Measurement error in “Big Five Factors” personality assessment: reliability generalization across studies and measures. Educ Psychol Meas. 2000;60:224–235
  37. Oswald FL, Johnson JW. On the robustness, bias, and stability of statistics from meta-analysis of correlation coefficients: some initial Monte Carlo findings. J Appl Psychol. 1998;83:164–178

PII: S1527-3369(09)00181-0

doi: 10.1053/j.nainr.2009.12.013

Newborn and Infant Nursing Reviews
Volume 10, Issue 1 , Pages 60-65 , March 2010