A simplified proof of a theorem by Joglekar and Lee on the renormaliza
tion of local gauge invariant operators in Yang-Mills theory is given.
It is based on (i) general properties of the antifield-antibracket fo
rmalism and (ii) well-established results on the cohomology of semi-si
mple Lie algebras.