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Volumn 90, Issue 1, 2005, Pages 94-107

Effect size and power in assessing moderating effects of categorical variables using multiple regression: A 30-year review

Author keywords

[No Author keywords available]

Indexed keywords

HUMAN; PSYCHOLOGY; REGRESSION ANALYSIS; REPRODUCIBILITY; REVIEW; SAMPLE SIZE; STATISTICS;

EID: 12944283033     PISSN: 00219010     EISSN: None     Source Type: Journal    
DOI: 10.1037/0021-9010.90.1.94     Document Type: Review
Times cited : (801)

References (64)
  • 1
    • 58149324506 scopus 로고
    • Statistical power problems with moderated multiple regression in management research
    • Aguinis, H. (1995). Statistical power problems with moderated multiple regression in management research, Journal of Management, 21, 1141-1158.
    • (1995) Journal of Management , vol.21 , pp. 1141-1158
    • Aguinis, H.1
  • 3
    • 0345647664 scopus 로고    scopus 로고
    • A generalized solution for approximating the power to detect effects of categorical moderator variables using multiple regression
    • Aguinis, H., Boik, R. J., & Pierce, C. A. (2001). A generalized solution for approximating the power to detect effects of categorical moderator variables using multiple regression. Organizational Research Methods, 4, 291-323.
    • (2001) Organizational Research Methods , vol.4 , pp. 291-323
    • Aguinis, H.1    Boik, R.J.2    Pierce, C.A.3
  • 4
    • 0001402894 scopus 로고    scopus 로고
    • Appraisal of the homogeneity of error variance assumption and alternatives to multiple regression for estimating moderating effects of categorical variables
    • Aguinis, H., Petersen, S. A., & Pierce, C. A. (1999). Appraisal of the homogeneity of error variance assumption and alternatives to multiple regression for estimating moderating effects of categorical variables. Organizational Research Methods, 2, 315-339.
    • (1999) Organizational Research Methods , vol.2 , pp. 315-339
    • Aguinis, H.1    Petersen, S.A.2    Pierce, C.A.3
  • 5
    • 0000020881 scopus 로고    scopus 로고
    • Heterogeneity of error variance and the assessment of moderating effects of categorical variables: A conceptual review
    • Aguinis, H., & Pierce, C. A. (1998a). Heterogeneity of error variance and the assessment of moderating effects of categorical variables: A conceptual review, Organizational Research Methods, 1, 296-314.
    • (1998) Organizational Research Methods , vol.1 , pp. 296-314
    • Aguinis, H.1    Pierce, C.A.2
  • 6
    • 0032394744 scopus 로고    scopus 로고
    • Statistical power computations for detecting dichotomous moderator variables with moderated multiple regression
    • Aguinis, H., & Pierce, C. A. (1998b). Statistical power computations for detecting dichotomous moderator variables with moderated multiple regression. Educational and Psychological Measurement, 58, 668-676.
    • (1998) Educational and Psychological Measurement , vol.58 , pp. 668-676
    • Aguinis, H.1    Pierce, C.A.2
  • 7
    • 84970635687 scopus 로고
    • Estimating the power to detect dichotomous moderators with moderated multiple regression
    • Aguinis, H., Pierce, C. A., & Stone-Romero, E. F. (1994). Estimating the power to detect dichotomous moderators with moderated multiple regression. Educational and Psychological Measurement, 54, 690-692.
    • (1994) Educational and Psychological Measurement , vol.54 , pp. 690-692
    • Aguinis, H.1    Pierce, C.A.2    Stone-Romero, E.F.3
  • 8
    • 0031534668 scopus 로고    scopus 로고
    • Methodological artifacts in moderated multiple regression and their effects on statistical power
    • Aguinis, H., & Stone-Romero, E. F. (1997). Methodological artifacts in moderated multiple regression and their effects on statistical power. Journal of Applied Psychology, 82, 192-206.
    • (1997) Journal of Applied Psychology , vol.82 , pp. 192-206
    • Aguinis, H.1    Stone-Romero, E.F.2
  • 10
    • 0000422915 scopus 로고
    • Graduate training in statistics, methodology, and measurement in psychology: A survey of PhD programs in North America
    • Aiken, L. S., West, S. G., Sechrest, L., Reno, R., Roediger, H. L., Scarr, S., et al. (1990). Graduate training in statistics, methodology, and measurement in psychology: A survey of PhD programs in North America. American Psychologist, 45, 721-734.
    • (1990) American Psychologist , vol.45 , pp. 721-734
    • Aiken, L.S.1    West, S.G.2    Sechrest, L.3    Reno, R.4    Roediger, H.L.5    Scarr, S.6
  • 11
    • 12044259541 scopus 로고
    • Effect of error variance heterogeneity on the power of tests for regression slope differences
    • Alexander, R. A., & DeShon, R. P. (1994). Effect of error variance heterogeneity on the power of tests for regression slope differences. Psychological Bulletin, 115, 308-314.
    • (1994) Psychological Bulletin , vol.115 , pp. 308-314
    • Alexander, R.A.1    Deshon, R.P.2
  • 12
    • 84987038880 scopus 로고
    • Testing for fairness with a moderated multiple regression strategy: An alternative to differential analyses
    • Battlett, C. J., Bobko, P., Mosier, S. B., & Hannan, R. (1978). Testing for fairness with a moderated multiple regression strategy: An alternative to differential analyses. Personnel Psychology, 31, 233-242.
    • (1978) Personnel Psychology , vol.31 , pp. 233-242
    • Battlett, C.J.1    Bobko, P.2    Mosier, S.B.3    Hannan, R.4
  • 13
    • 0000946576 scopus 로고
    • Sex differences in job outcome preferences: Trends among newly hired college graduates
    • Bartol, K. M., & Manhardt, P. J. (1979). Sex differences in job outcome preferences: Trends among newly hired college graduates. Journal of Applied Psychology, 64, 477-482.
    • (1979) Journal of Applied Psychology , vol.64 , pp. 477-482
    • Bartol, K.M.1    Manhardt, P.J.2
  • 14
    • 0032220240 scopus 로고    scopus 로고
    • Relationships among risk, incentive pay, and organizational performance
    • Bloom, M., & Milkovich, G. T. (1998). Relationships among risk, incentive pay, and organizational performance. Academy of Management Journal, 41, 283-297.
    • (1998) Academy of Management Journal , vol.41 , pp. 283-297
    • Bloom, M.1    Milkovich, G.T.2
  • 15
    • 84965874307 scopus 로고
    • Large sample estimators for standard errors of functions of correlation coefficients
    • Bobko, P., & Rieck, A. (1980). Large sample estimators for standard errors of functions of correlation coefficients. Applied Psychological Measurement, 4, 385-398.
    • (1980) Applied Psychological Measurement , vol.4 , pp. 385-398
    • Bobko, P.1    Rieck, A.2
  • 16
    • 0000937373 scopus 로고
    • On theory, statistics, and the search for interactions in the organizational sciences
    • Bobko, P., & Russell, C. J. (1994). On theory, statistics, and the search for interactions in the organizational sciences. Journal of Management, 20, 193-200.
    • (1994) Journal of Management , vol.20 , pp. 193-200
    • Bobko, P.1    Russell, C.J.2
  • 18
    • 0037261546 scopus 로고    scopus 로고
    • Effect size estimation: Factors to consider and mistakes to avoid
    • Breaugh, J. A. (2003). Effect size estimation: Factors to consider and mistakes to avoid. Journal of Management, 29, 79-97.
    • (2003) Journal of Management , vol.29 , pp. 79-97
    • Breaugh, J.A.1
  • 20
    • 85025284280 scopus 로고
    • Structured interviewing: Raising the psychometric properties of the employment interview
    • Campion, M. A., Pursell, E. D., & Brown, B. K. (1988). Structured interviewing: Raising the psychometric properties of the employment interview. Personnel Psychology, 41, 25-42.
    • (1988) Personnel Psychology , vol.41 , pp. 25-42
    • Campion, M.A.1    Pursell, E.D.2    Brown, B.K.3
  • 21
    • 0040310126 scopus 로고    scopus 로고
    • Personality, interactive relations, and applied psychology
    • R. Hogan, J. Johnson, & S. Briggs (Eds.). San Diego, CA: Academic Press
    • Chaplin, W. F. (1997). Personality, interactive relations, and applied psychology. In R. Hogan, J. Johnson, & S. Briggs (Eds.), Handbook of personality psychology (pp. 873-890). San Diego, CA: Academic Press.
    • (1997) Handbook of Personality Psychology , pp. 873-890
    • Chaplin, W.F.1
  • 22
    • 34248989532 scopus 로고
    • The statistical power of abnormal-social psychological research: A review
    • Cohen, J. (1962). The statistical power of abnormal-social psychological research: A review. Journal of Abnormal and Social Psychology, 65, 145-153.
    • (1962) Journal of Abnormal and Social Psychology , vol.65 , pp. 145-153
    • Cohen, J.1
  • 26
    • 0036810803 scopus 로고    scopus 로고
    • Replication, meta-analysis, scientific progress, and AMJ's publication policy
    • Eden, D. (2002). Replication, meta-analysis, scientific progress, and AMJ's publication policy. Academy of Management Journal, 45, 841-846.
    • (2002) Academy of Management Journal , vol.45 , pp. 841-846
    • Eden, D.1
  • 27
    • 0029391441 scopus 로고
    • Seasickness as a self-fulfilling prophecy: Raising self-efficacy to boost performance at sea
    • Eden, D., & Zuk, Y. (1995). Seasickness as a self-fulfilling prophecy: Raising self-efficacy to boost performance at sea. Journal of Applied Psychology, 80, 628-635.
    • (1995) Journal of Applied Psychology , vol.80 , pp. 628-635
    • Eden, D.1    Zuk, Y.2
  • 28
    • 22644448710 scopus 로고    scopus 로고
    • Variance explained: Why size does not (always) matter
    • Fichman, M. (1999). Variance explained: Why size does not (always) matter. Research in Organizational Behavior, 21, 295-331.
    • (1999) Research in Organizational Behavior , vol.21 , pp. 295-331
    • Fichman, M.1
  • 29
    • 84973781316 scopus 로고
    • Power and reliability: The case of homogeneous true score regression across treatments
    • Fisicaro, S. A., & Lautenschlager, G. J. (1992). Power and reliability: The case of homogeneous true score regression across treatments. Educational and Psychological Measurement, 52, 505-511.
    • (1992) Educational and Psychological Measurement , vol.52 , pp. 505-511
    • Fisicaro, S.A.1    Lautenschlager, G.J.2
  • 30
    • 84991125882 scopus 로고
    • Self-assessed training needs: The effects of attitudes toward training, management level, and function
    • Ford, J. K., & Noe, R. A. (1987). Self-assessed training needs: The effects of attitudes toward training, management level, and function. Personnel Psychology, 40, 25-42.
    • (1987) Personnel Psychology , vol.40 , pp. 25-42
    • Ford, J.K.1    Noe, R.A.2
  • 32
    • 0028304329 scopus 로고
    • The use of predicted confidence intervals when planning experiments and the misuse of power when interpreting results
    • Goodman, S. N., & Berlin, J. A. (1994). The use of predicted confidence intervals when planning experiments and the misuse of power when interpreting results. Annals of Internal Medicine, 121, 200-206.
    • (1994) Annals of Internal Medicine , vol.121 , pp. 200-206
    • Goodman, S.N.1    Berlin, J.A.2
  • 33
    • 0035644173 scopus 로고    scopus 로고
    • The abuse of power: The pervasive fallacy of power calculations for data analysis
    • Hoenig, J. M., & Heisey, D. M. (2001). The abuse of power: The pervasive fallacy of power calculations for data analysis. American Statistician, 55, 19-24.
    • (2001) American Statistician , vol.55 , pp. 19-24
    • Hoenig, J.M.1    Heisey, D.M.2
  • 34
    • 21844495996 scopus 로고
    • Race, opportunity, and diversity of social circles in managerial networks
    • Ibarra, H. (1995). Race, opportunity, and diversity of social circles in managerial networks. Academy of Management Journal, 38, 673-703.
    • (1995) Academy of Management Journal , vol.38 , pp. 673-703
    • Ibarra, H.1
  • 37
    • 0000277139 scopus 로고    scopus 로고
    • Male-female differences: A computer simulation
    • Martell, R. F., Lane, D. M., & Emrich, C. (1996). Male-female differences: A computer simulation. American Psychologist, 51, 157-158.
    • (1996) American Psychologist , vol.51 , pp. 157-158
    • Martell, R.F.1    Lane, D.M.2    Emrich, C.3
  • 39
    • 84989078028 scopus 로고
    • Assessment of statistical power in contemporary strategy research
    • Mazen, A. M., Hemmasi, M., & Lewis, M. F. (1987). Assessment of statistical power in contemporary strategy research. Strategic Management Journal, 8, 403-410.
    • (1987) Strategic Management Journal , vol.8 , pp. 403-410
    • Mazen, A.M.1    Hemmasi, M.2    Lewis, M.F.3
  • 40
    • 0030099604 scopus 로고    scopus 로고
    • The perceptions and usage of statistical power in applied psychology and management research
    • Mone, M. A., Mueller, G. C., & Mauland, W. (1996). The perceptions and usage of statistical power in applied psychology and management research. Personnel Psychology, 49, 103-120.
    • (1996) Personnel Psychology , vol.49 , pp. 103-120
    • Mone, M.A.1    Mueller, G.C.2    Mauland, W.3
  • 41
    • 0000983524 scopus 로고    scopus 로고
    • Measures of effect size for comparative studies: Applications, interpretations, and limitations
    • Olejnik, S., & Algina, J. (2000). Measures of effect size for comparative studies: Applications, interpretations, and limitations. Contemporary Educational Psychology, 25, 241-286.
    • (2000) Contemporary Educational Psychology , vol.25 , pp. 241-286
    • Olejnik, S.1    Algina, J.2
  • 42
    • 0011203176 scopus 로고
    • The moderating effect of situational control of performance variance on the relationship between individual differences and performance
    • Peters, L. H., Fisher, C. D., & O'Connor, E. J. (1982). The moderating effect of situational control of performance variance on the relationship between individual differences and performance. Personnel Psychology, 35, 609-621.
    • (1982) Personnel Psychology , vol.35 , pp. 609-621
    • Peters, L.H.1    Fisher, C.D.2    O'Connor, E.J.3
  • 43
    • 0037251031 scopus 로고    scopus 로고
    • Determining the significance of correlations corrected for unreliability and range restriction
    • Raju, N. S., & Brand, P. A. (2003). Determining the significance of correlations corrected for unreliability and range restriction. Applied Psychological Measurement, 27, 52-71.
    • (2003) Applied Psychological Measurement , vol.27 , pp. 52-71
    • Raju, N.S.1    Brand, P.A.2
  • 44
    • 0026877755 scopus 로고
    • Moderated regression analysis and Likert scales: Too coarse for comfort
    • Russell, C. J., & Bobko, P. (1992). Moderated regression analysis and Likert scales: Too coarse for comfort. Journal of Applied Psychology, 77, 336-342.
    • (1992) Journal of Applied Psychology , vol.77 , pp. 336-342
    • Russell, C.J.1    Bobko, P.2
  • 45
    • 0028544051 scopus 로고
    • Within-group norming and other forms of source adjustment in preemployment testing
    • Sackett, P. R., & Wilk, S. L. (1994). Within-group norming and other forms of source adjustment in preemployment testing. American Psychologist, 49, 929-954.
    • (1994) American Psychologist , vol.49 , pp. 929-954
    • Sackett, P.R.1    Wilk, S.L.2
  • 47
    • 21344484522 scopus 로고
    • Procedural justice explanations and employee reactions to economic hardship: A field experiment
    • Schaubroeck, J., May, D. R., & Brown, F. W. (1994). Procedural justice explanations and employee reactions to economic hardship: A field experiment. Journal of Applied Psychology, 79, 455-460.
    • (1994) Journal of Applied Psychology , vol.79 , pp. 455-460
    • Schaubroeck, J.1    May, D.R.2    Brown, F.W.3
  • 48
    • 38249029129 scopus 로고
    • The problem of group differences in ability scores in employment selection
    • Schmidt, F. L. (1988). The problem of group differences in ability scores in employment selection. Journal of Vocational Behavior, 33, 272-292.
    • (1988) Journal of Vocational Behavior , vol.33 , pp. 272-292
    • Schmidt, F.L.1
  • 49
    • 0036273577 scopus 로고    scopus 로고
    • The role of general cognitive ability in job performance: Why there cannot be a debate
    • Schmidt, F. L. (2002). The role of general cognitive ability in job performance: Why there cannot be a debate. Human Performance, 15, 187-210.
    • (2002) Human Performance , vol.15 , pp. 187-210
    • Schmidt, F.L.1
  • 50
    • 0000541704 scopus 로고
    • Employment testing: Old theories and new research findings
    • Schmidt, F. L., & Hunter, J. E. (1981). Employment testing: Old theories and new research findings. American Psychologist, 36, 1128-1137.
    • (1981) American Psychologist , vol.36 , pp. 1128-1137
    • Schmidt, F.L.1    Hunter, J.E.2
  • 51
    • 0000324575 scopus 로고
    • Do studies of statistical power have an effect on the power of studies?
    • Sedlmeier, P., & Gigerenzer, G. (1989). Do studies of statistical power have an effect on the power of studies? Psychological Bulletin, 105, 309-316.
    • (1989) Psychological Bulletin , vol.105 , pp. 309-316
    • Sedlmeier, P.1    Gigerenzer, G.2
  • 52
    • 84888923732 scopus 로고    scopus 로고
    • Bowling Green, OH: Author
    • Society for Industrial and Organizational Psychology, Inc. (1999). SIOP annual membership directory. Bowling Green, OH: Author.
    • (1999) SIOP Annual Membership Directory
  • 54
    • 0001650404 scopus 로고
    • Type II error problems in the use of moderated multiple regression for the detection of moderating effects of dichotomous variables
    • Stone-Romero, E. F., Alliger, G. M., & Aguinis, H. (1994). Type II error problems in the use of moderated multiple regression for the detection of moderating effects of dichotomous variables. Journal of Management, 20, 167-178.
    • (1994) Journal of Management , vol.20 , pp. 167-178
    • Stone-Romero, E.F.1    Alliger, G.M.2    Aguinis, H.3
  • 56
    • 21344495246 scopus 로고
    • Investigation of general and program specific attitudes toward corporate drug testing policies
    • Tepper, B. J. (1994). Investigation of general and program specific attitudes toward corporate drug testing policies. Journal of Applied Psychology, 79, 392-401.
    • (1994) Journal of Applied Psychology , vol.79 , pp. 392-401
    • Tepper, B.J.1
  • 57
    • 21144483611 scopus 로고
    • Commitment as a moderator of the goal-performance relation: A case for clearer construct definition
    • Tubbs, M. E. (1993). Commitment as a moderator of the goal-performance relation: A case for clearer construct definition. Journal of Applied Psychology, 78, 86-97.
    • (1993) Journal of Applied Psychology , vol.78 , pp. 86-97
    • Tubbs, M.E.1
  • 58
    • 0032220244 scopus 로고    scopus 로고
    • Individual self-management: Analysis of professionals' self-managing activities in functional and cross-functional work teams
    • Uhl-Bien, M., & Graen, G. B. (1998). Individual self-management: Analysis of professionals' self-managing activities in functional and cross-functional work teams. Academy of Management Journal, 41, 340-350.
    • (1998) Academy of Management Journal , vol.41 , pp. 340-350
    • Uhl-Bien, M.1    Graen, G.B.2
  • 59
    • 22444455782 scopus 로고    scopus 로고
    • Organizational citizenship behavior of contingent workers in Singapore
    • Van Dyne, L., & Ang, S. (1998). Organizational citizenship behavior of contingent workers in Singapore. Academy of Management Journal, 41, 692-703.
    • (1998) Academy of Management Journal , vol.41 , pp. 692-703
    • Van Dyne, L.1    Ang, S.2
  • 60
    • 0038997952 scopus 로고
    • A test of a moderator of the job satisfaction-job quality relationship: The case of religious affiliation
    • Vecchio, R. P. (1980). A test of a moderator of the job satisfaction-job quality relationship: The case of religious affiliation. Journal of Applied Psychology, 65, 195-201.
    • (1980) Journal of Applied Psychology , vol.65 , pp. 195-201
    • Vecchio, R.P.1
  • 61
    • 85045503098 scopus 로고    scopus 로고
    • Experimental personality designs: Analyzing categorical by continuous variable interactions
    • West, S. G., Aiken, L. S., & Krull, J. L. (1996). Experimental personality designs: Analyzing categorical by continuous variable interactions. Journal of Personality, 64, 1-48.
    • (1996) Journal of Personality , vol.64 , pp. 1-48
    • West, S.G.1    Aiken, L.S.2    Krull, J.L.3
  • 62
    • 0003510714 scopus 로고
    • (Report of the National Research Council Committee on Ability Testing). Washington, DC: National Academy of Sciences Press
    • Wigdor, A. K., & Garner W. R. (Eds.). (1982). Ability testing: Uses, consequences, and controversies. (Report of the National Research Council Committee on Ability Testing). Washington, DC: National Academy of Sciences Press.
    • (1982) Ability Testing: Uses, Consequences, and Controversies
    • Wigdor, A.K.1    Garner, W.R.2
  • 63
    • 0026233372 scopus 로고
    • Multiple role juggling and daily mood states in working mothers: An experience sampling study
    • Williams, K. J., Suis, J., Alliger, G. M., & Learner, S. M. (1991). Multiple role juggling and daily mood states in working mothers: An experience sampling study. Journal of Applied Psychology, 76, 664-674.
    • (1991) Journal of Applied Psychology , vol.76 , pp. 664-674
    • Williams, K.J.1    Suis, J.2    Alliger, G.M.3    Learner, S.M.4
  • 64
    • 0002017365 scopus 로고
    • Problems with the use of "moderator" variables
    • Zedeck, S. (1971). Problems with the use of "moderator" variables. Psychological Bulletin, 76, 295-310.
    • (1971) Psychological Bulletin , vol.76 , pp. 295-310
    • Zedeck, S.1


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