메뉴 건너뛰기




Volumn 26, Issue , 2011, Pages 119-141

Estimating the Relative Importance of Variables in Multiple Regression Models

Author keywords

"completely dominate"; Bias corrected accelerated (BCa); Counterproductive work behavior (CWB); Historical measures of relative importance; Modern relative importance statistics; Organizational citizenship behavior (OCB); Recent developments in relative importance research; Variable importance in multiple regression

Indexed keywords


EID: 79551652156     PISSN: None     EISSN: None     Source Type: Book    
DOI: 10.1002/9781119992592.ch4     Document Type: Chapter
Times cited : (22)

References (48)
  • 1
    • 0345616298 scopus 로고    scopus 로고
    • History of research methods in industrial and organizational psychology: Measurement, design, analysis
    • S.G. Rogelberg (Ed.), Malden, MA: Blackwell Publishers
    • Austin, J.T., Scherbaum, C.A., & Mahlman, R.A. (2002). History of research methods in industrial and organizational psychology: Measurement, design, analysis. In S.G. Rogelberg (Ed.), Handbook of Research Methods in Industrial and Organizational Psychology (pp. 3-33). Malden, MA: Blackwell Publishers.
    • (2002) Handbook of Research Methods in Industrial and Organizational Psychology , pp. 3-33
    • Austin, J.T.1    Scherbaum, C.A.2    Mahlman, R.A.3
  • 2
    • 0141768106 scopus 로고    scopus 로고
    • The dominance analysis approach for comparing predictors in multiple regression
    • Azen, R., & Budescu, D.V. (2003). The dominance analysis approach for comparing predictors in multiple regression. Psychological Methods, 8, 129-48.
    • (2003) Psychological Methods , vol.8 , pp. 129-148
    • Azen, R.1    Budescu, D.V.2
  • 3
    • 33746115266 scopus 로고    scopus 로고
    • Comparing predictors in multivariate regression models: An extension of dominance analysis
    • Azen, R., & Budescu, D.V. (2006). Comparing predictors in multivariate regression models: An extension of dominance analysis. Journal of Educational and Behavioral Statistics, 31, 157-80.
    • (2006) Journal of Educational and Behavioral Statistics , vol.31 , pp. 157-180
    • Azen, R.1    Budescu, D.V.2
  • 4
    • 77950527840 scopus 로고    scopus 로고
    • Using dominance analysis to determine predictor importance in logistic regression
    • Azen, R., & Traxel, N. (2009). Using dominance analysis to determine predictor importance in logistic regression. Journal of Educational and Behavioral Statistics, 34, 319-47.
    • (2009) Journal of Educational and Behavioral Statistics , vol.34 , pp. 319-347
    • Azen, R.1    Traxel, N.2
  • 5
    • 0141990460 scopus 로고    scopus 로고
    • Methods of ecological momentary assessment in organizational research
    • Beal, D.J., & Weiss, H.M. (2003). Methods of ecological momentary assessment in organizational research. Organizational Research Methods, 6, 440-64.
    • (2003) Organizational Research Methods , vol.6 , pp. 440-464
    • Beal, D.J.1    Weiss, H.M.2
  • 6
    • 0030554510 scopus 로고    scopus 로고
    • A geometric approach to compare variables in a regression model
    • Bring, J. (1996). A geometric approach to compare variables in a regression model. American Statistician, 50, 57-62.
    • (1996) American Statistician , vol.50 , pp. 57-62
    • Bring, J.1
  • 7
    • 12044256695 scopus 로고
    • Dominance analysis: A new approach to the problem of relative importance of predictors in multiple regression
    • Budescu, D.V. (1993). Dominance analysis: A new approach to the problem of relative importance of predictors in multiple regression. Psychological Bulletin, 114, 542-51.
    • (1993) Psychological Bulletin , vol.114 , pp. 542-551
    • Budescu, D.V.1
  • 9
    • 38249000982 scopus 로고
    • Interaction, nonlinearity, and multicollinearity: Implications for multiple regression
    • Cortina, J.M. (1993). Interaction, nonlinearity, and multicollinearity: Implications for multiple regression. Journal of Management, 19, 915-22.
    • (1993) Journal of Management , vol.19 , pp. 915-922
    • Cortina, J.M.1
  • 10
    • 0035531766 scopus 로고    scopus 로고
    • Use of structure coefficients in published multiple regression articles: β is not enough
    • Courville, T., & Thompson, B. (2001). Use of structure coefficients in published multiple regression articles: β is not enough. Educational and Psychological Measurement, 61, 229-48.
    • (2001) Educational and Psychological Measurement , vol.61 , pp. 229-248
    • Courville, T.1    Thompson, B.2
  • 12
    • 0014265802 scopus 로고
    • Multiple regression in psychological research and practice
    • Darlington, R.B. (1968). Multiple regression in psychological research and practice. Psychological Bulletin, 69, 161-82.
    • (1968) Psychological Bulletin , vol.69 , pp. 161-182
    • Darlington, R.B.1
  • 14
    • 84883826973 scopus 로고    scopus 로고
    • Modeling complex data structures: The general linear model and beyond
    • S.G. Rogelberg (Ed.), Malden, MA: Blackwell Publishers
    • DeShon, R.P., & Morris, S.B. (2002). Modeling complex data structures: The general linear model and beyond. In S.G. Rogelberg (Ed.), Handbook of Research Methods in Industrial and Organizational Psychology (pp. 390-411). Malden, MA: Blackwell Publishers.
    • (2002) Handbook of Research Methods in Industrial and Organizational Psychology , pp. 390-411
    • DeShon, R.P.1    Morris, S.B.2
  • 15
    • 33750683292 scopus 로고    scopus 로고
    • The relationship between short-term mentoring benefits and long-term mentor outcomes
    • Eby, L.T., Durley, J.R., Evans, S.C., & Ragins, B.R. (2006). The relationship between short-term mentoring benefits and long-term mentor outcomes. Journal of Vocational Behavior, 69, 424-44.
    • (2006) Journal of Vocational Behavior , vol.69 , pp. 424-444
    • Eby, L.T.1    Durley, J.R.2    Evans, S.C.3    Ragins, B.R.4
  • 17
    • 3042511981 scopus 로고
    • The technique of path coefficients
    • Engelhart, M.D. (1936). The technique of path coefficients. Psychometrika, 1, 287-93.
    • (1936) Psychometrika , vol.1 , pp. 287-293
    • Engelhart, M.D.1
  • 18
    • 0039078118 scopus 로고
    • Orthogonal predictors: A possible resolution of the Hoffman-Ward controversy
    • Gibson, W.A. (1962). Orthogonal predictors: A possible resolution of the Hoffman-Ward controversy. Psychological Reports, 11, 32-4.
    • (1962) Psychological Reports , vol.11 , pp. 32-34
    • Gibson, W.A.1
  • 19
    • 0007589525 scopus 로고
    • A newmeasure of predictor variable importance in multiple regression
    • Green, P.E., Carroll, J.D.,&DeSarbo,W.S. (1978). A newmeasure of predictor variable importance in multiple regression. Journal of Marketing Research, 15, 356-60.
    • (1978) Journal of Marketing Research , vol.15 , pp. 356-360
    • Green, P.E.1    Carroll, J.D.2    DeSarbo, W.S.3
  • 20
    • 0001172853 scopus 로고
    • The paramorphic representation of clinical judgment
    • Hoffman, P.J. (1960). The paramorphic representation of clinical judgment. Psychological Bulletin, 57, 116-131.
    • (1960) Psychological Bulletin , vol.57 , pp. 116-131
    • Hoffman, P.J.1
  • 21
    • 0031521252 scopus 로고    scopus 로고
    • An overview of the logic and rationale of hierarchical linear models
    • Hofmann, D.A. (1997). An overview of the logic and rationale of hierarchical linear models. Journal of Management, 23, 723-44.
    • (1997) Journal of Management , vol.23 , pp. 723-744
    • Hofmann, D.A.1
  • 23
    • 77951653583 scopus 로고    scopus 로고
    • An extension of dominance analysis to canonical correlation analysis
    • Huo, Y., & Budescu, D.V. (2009). An extension of dominance analysis to canonical correlation analysis. Multivariate Behavioral Research, 44, 688-709.
    • (2009) Multivariate Behavioral Research , vol.44 , pp. 688-709
    • Huo, Y.1    Budescu, D.V.2
  • 24
    • 0040558027 scopus 로고    scopus 로고
    • A heuristic method for estimating the relative weight of predictor variables in multiple regression
    • Johnson, J.W. (2000). A heuristic method for estimating the relative weight of predictor variables in multiple regression. Multivariate Behavioral Research, 35, 1-19.
    • (2000) Multivariate Behavioral Research , vol.35 , pp. 1-19
    • Johnson, J.W.1
  • 25
    • 3042513178 scopus 로고    scopus 로고
    • Factors affecting relative weights: The influence of sampling and measurement error
    • Johnson, J.W. (2004). Factors affecting relative weights: The influence of sampling and measurement error. Organizational Research Methods, 7, 283-99.
    • (2004) Organizational Research Methods , vol.7 , pp. 283-299
    • Johnson, J.W.1
  • 26
    • 3042640145 scopus 로고    scopus 로고
    • History and use of relative importance indices in organizational research
    • Johnson, J.W., & LeBreton, J.M. (2004). History and use of relative importance indices in organizational research. Organizational Research Methods, 7, 238-57.
    • (2004) Organizational Research Methods , vol.7 , pp. 238-257
    • Johnson, J.W.1    LeBreton, J.M.2
  • 27
    • 0040856485 scopus 로고
    • The minimal transformation to orthonormality
    • Johnson, R.M. (1966). The minimal transformation to orthonormality. Psychometrika, 31, 61-6.
    • (1966) Psychometrika , vol.31 , pp. 61-66
    • Johnson, R.M.1
  • 29
    • 0007784023 scopus 로고
    • Levels issues in theory development, data collection, and analysis
    • Klein, K.J., Dansereau, F., & Hall, R.J. (1994). Levels issues in theory development, data collection, and analysis. Academy of Management Review, 19, 195-229.
    • (1994) Academy of Management Review , vol.19 , pp. 195-229
    • Klein, K.J.1    Dansereau, F.2    Hall, R.J.3
  • 31
    • 34547178744 scopus 로고    scopus 로고
    • A multidimensional approach for evaluating variables in organizational research and practice
    • LeBreton, J.M., Hargis,M.B., Griepentrog, B., Oswald, F.L., & Ployhart, R.E. (2007). A multidimensional approach for evaluating variables in organizational research and practice. Personnel Psychology, 60, 475-98.
    • (2007) Personnel Psychology , vol.60 , pp. 475-498
    • LeBreton, J.M.1    Hargis, M.B.2    Griepentrog, B.3    Oswald, F.L.4    Ployhart, R.E.5
  • 32
    • 41549157683 scopus 로고    scopus 로고
    • Multivariate relative importance: Extending relative weight analysis to multivariate criterion spaces
    • LeBreton, J.M., & Tonidandel, S. (2008). Multivariate relative importance: Extending relative weight analysis to multivariate criterion spaces. Journal of Applied Psychology, 93, 329-45.
    • (2008) Journal of Applied Psychology , vol.93 , pp. 329-345
    • LeBreton, J.M.1    Tonidandel, S.2
  • 34
    • 24944590346 scopus 로고    scopus 로고
    • How important are shared perceptions of procedural justice in cooperative alliances?
    • Luo, Y. (2005). How important are shared perceptions of procedural justice in cooperative alliances? Academy of Management Journal, 48, 695-709.
    • (2005) Academy of Management Journal , vol.48 , pp. 695-709
    • Luo, Y.1
  • 35
    • 34748821711 scopus 로고    scopus 로고
    • Disentangling role perceptions: How perceived role breadth, discretion, instrumentality, and efficacy relate to helping and taking charge
    • McAllister, D.J., Kamdar, D., Morrison, E.W., & Turban, D.B. (2007). Disentangling role perceptions: How perceived role breadth, discretion, instrumentality, and efficacy relate to helping and taking charge. Journal of Applied Psychology, 92, 1200-11.
    • (2007) Journal of Applied Psychology , vol.92 , pp. 1200-1211
    • McAllister, D.J.1    Kamdar, D.2    Morrison, E.W.3    Turban, D.B.4
  • 36
    • 4043152869 scopus 로고    scopus 로고
    • Six approaches to calculating standardized logistic regression coefficients
    • Menard, S. (2004). Six approaches to calculating standardized logistic regression coefficients. American Statistician, 58, 218-23.
    • (2004) American Statistician , vol.58 , pp. 218-223
    • Menard, S.1
  • 37
    • 0035539341 scopus 로고    scopus 로고
    • Building better theory: Time and the specification of when things happen
    • Mitchell,T.R.,&James, L.R. (2001). Building better theory: Time and the specification of when things happen. Academy of Management Review, 26, 530-47.
    • (2001) Academy of Management Review , vol.26 , pp. 530-547
    • Mitchell, T.R.1    James, L.R.2
  • 39
    • 27144512096 scopus 로고    scopus 로고
    • Using the SPSS Mixed procedure to fit crosssectional and longitudinal multilevel models
    • Peugh, J.L., & Enders, C.K. (2005). Using the SPSS Mixed procedure to fit crosssectional and longitudinal multilevel models. Educational and Psychological Measurement, 65, 717-41.
    • (2005) Educational and Psychological Measurement , vol.65 , pp. 717-741
    • Peugh, J.L.1    Enders, C.K.2
  • 41
    • 33747317692 scopus 로고    scopus 로고
    • So you didn't get the job ... now what do you think? Examining opportunity-to-perform fairness perceptions
    • Schleicher, D.J., Venkataramani, V.,Morgeson, F.P., & Campion,M.A. (2006). So you didn't get the job ... now what do you think? Examining opportunity-to-perform fairness perceptions. Personnel Psychology, 59, 559-90.
    • (2006) Personnel Psychology , vol.59 , pp. 559-590
    • Schleicher, D.J.1    Venkataramani, V.2    Morgeson, F.P.3    Campion, M.A.4
  • 44
    • 0002325027 scopus 로고
    • Trends in research design and data analytic strategies in organizational research
    • Stone-Romero, E.F., Weaver, A.E., & Glenar, J.L. (1995). Trends in research design and data analytic strategies in organizational research. Journal of Management, 21, 141-57.
    • (1995) Journal of Management , vol.21 , pp. 141-157
    • Stone-Romero, E.F.1    Weaver, A.E.2    Glenar, J.L.3
  • 47
    • 77956454808 scopus 로고    scopus 로고
    • Determining the relative importance of predictors in logistic regression: An extension of relative weights analysis
    • Tonidandel, S., & LeBreton, J.M. (2010). Determining the relative importance of predictors in logistic regression: An extension of relative weights analysis. Organizational Research Methods, 13, 767-81.
    • (2010) Organizational Research Methods , vol.13 , pp. 767-781
    • Tonidandel, S.1    LeBreton, J.M.2
  • 48
    • 72449152258 scopus 로고    scopus 로고
    • Determining the statistical significance of relative weights
    • Tonidandel, S., LeBreton, J.M., & Johnson, J.W. (2009). Determining the statistical significance of relative weights. Psychological Methods, 14, 387-99.
    • (2009) Psychological Methods , vol.14 , pp. 387-399
    • Tonidandel, S.1    LeBreton, J.M.2    Johnson, J.W.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.