Summoner shares THM abilities while Scholar shares CNJ.

I'm sure it's been stated somewhere you can be both, up to 50 but later you'll have to choose the job. They did state there will be an item that will let you reassign your attribute points.

Pick the one you're most happy to play or go for the middle ground. Do White Mage for healing and summoner for dps!