 Solution

Factorizing and using part (c),by the Slutsky theorem, since $\hat{\theta }\to {\theta }_0$ in probability. Thus the limiting variable is a negative scaled exponential, with $Z\sim \mathrm{Exp}(1/{\theta }_0)$.