We normally assumed that stocks' prices follow geometric brownian motion which is
(dS_{i,t}=\mu_i S_{i,t} dt + \sigma_i S_{i,t} dW_t)
note that
(S_{i,t} =) price of the ith stock at time t
Moreover, I see lots of papers or some textbooks assume that stock index also follows geometric...