New exact ML estimation and inference for a Gaussian MA(1) process

For a Gaussian MA(1) process, a new exact ML estimator is proposed that avoids the pile-up phenomenon (boundary estimates). Finite sample comparison is undertaken, along with Wald-type inference for an MA unit root or over-differencing (stationarity).