Genetic progress through selection is directly related to the amount o
f variability present in the population and the quality of genes contr
ibuted by the parents. Genetic relationships between lines were studie
d using DNA marker-based estimates of genetic similarity. A statistica
l methodology using the width of a confidence interval was developed t
o determine the number of probes to be surveyed and the precision in t
he estimation of genetic distance between pairs of cultivars. Precisio
n was affected by type of genetic distance used, the number of cultiva
rs, and amount of genetic diversity present in the studied group. The
width of a (1-alpha)% confidence interval decreased as the number of R
FLP fragments increased. Oat and wheat diversity studies were used to
illustrate the methodology.