Why skin effect happens at the center of a conductor?
The magnetic intensity, H integrated along a loop is equal to the current enclosed.  So for a longer loop (the blue lines in your figure), a given current will produce a smaller intensity.  The maximum intensity (which creates the maximum EMF) occurs with the smallest loop (i.e. in the center).