A moving average model (or process) of order q, written as MA(q), assumes that a time series Y is made up of O a random error series with a mean that varies with time and a constant standard deviation p. O a time trend +, plus a random error term e 0 1 a linear combination of p past values of the series O a linear combination of p past values of the error term series &