This term has been a constant source of confusion for me! Here's the solution:
decision-maker (noun) — She is the key decision-maker in the organization.
decision making (verb) — She doesn't shirk from decision making.
decision-making (adjective) — She has explained the decision-making process to the staff.
Source: http://www.cmu.edu/styleguide/punctuation.html (Excellent!)