calibrate to historical price series if you are interested in the real world dynamics, for CEV, the underlying price after transformation is non-central chi-square distributed, and maximum likelihood estimator can be used
calibrate to option prices if you are interested in the risk neutral dynamics, but for CEV, it's impossible to get an implied volatility smile, it's always a skew