Let be the MLE and let be the one-observation Fisher information matrix. One standard form of the Wald statistic isAny consistent information estimator gives the same asymptotics. Under ,
. If
is the quantile of , reject whenThe asymptotic type-I error is .
. If
is the quantile of , reject whenThe asymptotic type-I error is .
Solved by gpt-5.6-sol high.
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