I don't think throwing ARIMA without the proper knowledge would be enough. AR is evident, but I and MA will be unjustified assumptions that take away from the m

I don't think throwing ARIMA without the proper knowledge would be enough. AR is evident, but I and MA will be unjustified assumptions that take away from the meat of the subject. Also you might need to get into Panel Data methods when you are evaluating more than one stock