The extent and amount of heterogeneous phenotypic variance for milk yield i
n the Uruguayan Holstein population were evaluated and a simple method of a
ccounting for heterogeneity was developed. Lactation records (159 169) coll
ected between 1989 and 1998 by two recording schemes were used to form 8955
herd-year-season-parity-lactation length contemporary groups. A log-linear
model was used to identity factors affecting heterogeneity of phenotypic v
ariance. The model included effects of production level, contemporary group
size, recording scheme, herd, season of calving, parity number calving yea
r period and length of lactation and accounted for 50% of the variation in
log variances. Estimates from this model were used in a Bayesian manner, to
obtain posterior mean estimates of within-contemporary-group variances, wh
ich were then used to standardize records to a baseline variance. Effects o
f the adjustment were assessed by comparing coefficients of variation befor
e and after correction, by correlation and regression between mean and stan
dard deviations, and by using Gini coefficients and Lorenz curves. The adju
stment procedure reduced heteroscedasticity primarily by decreasing the fre
quency of low-variance contemporary groups. Lorenz curves and Gini coeffici
ents indicated that the largest impact of the standardization procedure was
related to the size of the contemporary group. Some differences in the eff
ect of the correction were found between recording schemes. The method for
adjusting records is simple and easy to adapt to current genetic evaluation
procedures.