The problem is as follows:
Let $(W_t)$ be a Brownian Motion, $\alpha>0$, and $\tau = \inf\{t>0 : W_t \geq \alpha\}$ be the First Exit Time.
Compute $\mathbb{E}(\tau)$.
I am aware that the result is not finite, however I am having trouble showing that the integral does not converge.
This problem has answers here. However they use results I haven't seen or understand, such as Wald's Identities.
What I have done so far:
$$ \mathbb{P}(\tau \leq t) = \mathbb{P}(W_t^* \geq \alpha) = 2 \cdot \mathbb{P}(W_t \geq \alpha) = 2(1- \Phi(\alpha / \sqrt{t})) $$
Where $W_t^* = \underset{0\leq s \leq t}{\sup} W_s$.
$$ f(t) = \frac{\partial}{\partial t} \mathbb{P}(\tau \leq t) = 2\phi\left(\frac{\alpha}{\sqrt{t}}\right)\left(\frac{\alpha}{2 \sqrt{t^3}}\right) = \frac{\alpha}{\sqrt{2\pi t^3}} e^{-\frac{1}{2t}\alpha^2} $$
I am stuck here:
$$ \mathbb{E}(\tau) = \int_0^{\infty} t \cdot \frac{\alpha}{\sqrt{2\pi t^3}} e^{-\frac{1}{2t}\alpha^2} dt \overset{?}{=} \infty $$
Any help would be appreciated.