Managing Smile risk from Hagan et. al.
Generally if you pre-select $\beta$, it is from a priori considerations.
$\beta = 1$ corresponds to stochastic lognormal
$\beta = 0$ is stochastic normal
In the SABR model, beta is usually calibrated first, followed by the other 3 parameters. Frequently, instead of calibrating beta, it is simply ...