This paper applied the cluster analysis technique to group jobs with similar
value to the organization into pay grades. The cophenetic correlation was used
to select the clustering algorithm that was most similar to the original data
matrix. A modification of the total sum of squares within groups was used to
determine the statistically optimal number of pay grades based on the selected
cluster hierarchy. Applications and limitations of the approaches were dis
cussed to guide practitioners.
American Compensation Association (1988) Report on the 1987 survey of salary management practices. Reprinted in Milkovich, G.T., & Newman, J.M. (1990), Compensation , 3rd edn. Homewood, Ill.: BPI/ Irwin.
Dunn, J.D., & Rachel, F.M. (1971) Wage and salary administration: Total compensation system. New York: McGraw-Hill.
7.
Everitt, B. (1977) ClusterAnalysis. London: H.E.B.
8.
Garwood, M.K., Anderson, L.E., & Greengart, B.J. (1991) Determining job groups: Application of hierarchical agglomerative cluster analysis in different job analysis situations. Personnel Psychology, 44: 743-62.
9.
Hamer, R.M., & Cunningham, J.W. (1981) Cluster analyzing profile data confounded with interrater differences: A comparison of profile association measures. Applied Psychological Measurement, 5(1): 63-72.
10.
Harvey, R.J. (1986) Quantitative approaches to job classification: A review and critique. Personnel Psychology, 39: 267-89.
11.
Henderson, R.I., & Clarke, K.L. (1981) Job pay for job worth: Designing and managing an equitable job classification and pay system. Georgia State University, Atlanta: CBA.
12.
Hills, F.S. (1987) Compensation decision making. Chicago: Dryden.
Sokal, R.R. & Rohlf, F.J. (1962) The comparison of dendrograms by objective methods . Taxon, 11(2): 33-40.
18.
Thomdike, R.L. (1953) Who belongs in a family?Psychometrika , 18: 267-76.
19.
Tornow, W.W., & Pinto, P.R. (1976) The development of a managerial job taxonomy: A system for describing, classifying, and evaluating executive positions. Journal of ApplfedPsychology, 61(4): 410-18.
20.
Ulrich, D. & McKelvey, B. (1990) General organizational classification: An empirical test using the United States and Japanese Electronics industries. Organization Science, 1(1): 99-118.
21.
Wallace, M.J. & Fay, C.H. (1988) Compensation theory and practice. Boston: PWS-Kent.
22.
Zimmerman, R., Jacobs, R., & Farr, J. (1982) A comparison of the accuracy of four methods for clustering jobs. Applied Psychological Measurement, 6(3), 353-66.
