Suppose $X_1,...,X_n$ are iid from a continuous distribution with pdf $$f(x) = \lambda e^{-\lambda(x-\theta)},\:\: x>\theta,\: \theta \in \mathbb{R}$$
What is the distribution of $\frac{nX_{(1)}}{\sum_{j=1}^nX_j}$? Note $X_{(1)} = \min(X_1,..,X_n)$.
Note: I am trying to define the rejection region of an LRT and I am stuck at the point where I'd have to determine the distribution of the ratio of random variables above. My major challenge is a result of the fact that the numerator and the denominator are not independent.