Rather than white mages being hard to come by, my thoughts are as followed:
I believe the class/job is too bland for a lot players. Compared to a scholar, a white mage has a very small bread&butter skill kit. Resulting that those, who prefer a more active and dexterous class, prefer Scholar over White Mage.