Before revision:  We show that the model fits the Dow Jones Industrial Average timeseries in the period 1935-2009 with a remarkable accuracy .
After revision:  In particular, the model displays a crossover in the log-return distribution from power-law tails (small time) to a Gaussian behavior (large time), slow decay in the volatility autocorrelation and multiscaling of moments .