The theory of Markov chains permits a relatively simple estimation of
the long-term probabilities of finding a certain amount of deposit on
an electrode surface, when some details of the electrode reaction mech
anism are not known. Experimental observations may be used via likelih
ood functions to estimate the most plausible values of deposition prob
abilities.