My proposal is simple:
Startup - a new business of any kind (big, small, or entrepeurial)
Entrepreneurship - the study of "novel" businesses which has the opportunity to "grow big"
Entrepreneur - a person who has founded or cofounded a "novel" startup which could or did "grow big".
Small Business - a private non-novel business, with a known risk/reward profile based on prior businesses of that type.