Dudes. Beta can obviously be a test stat. You can specify its distribution under the null, it’s functional equivalent to specifying the z score as the test stat. Either way, you’re estimating deviation. You will reject at exactly the same rate in either specification.

Exactly right, although you need to scale the critical values by the standard error. Your p-values will be identical to using regular t-values, as I showed using simulations last year.