Consider a sequence of independent random variables (left{X_{n}ight}_{n=1}^{infty}) where (X_{n}) has a (operatorname{Binomial}(1, theta)) distribution. Prove that

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Consider a sequence of independent random variables \(\left\{X_{n}ight\}_{n=1}^{\infty}\) where \(X_{n}\) has a \(\operatorname{Binomial}(1, \theta)\) distribution. Prove that the estimator

\[\hat{\theta}_{n}=n^{-1} \sum_{k=1}^{n} X_{k}\]

is a consistent estimator of \(\theta\).

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