Watching a rerun of the 2012 Poker Championships, my man saw this. We had a ‘robust discussion’ about where the apostrophe should appear.
Any suggestions?

AA: That is correct.  Singular: master’s degree.  Plural: master’s degrees.

See also: http://www.grammarphobia.com/blog/2012/02/pluralize.html