The FAA advises pilots to self-announce (even when operating VFR) position regularly "when operating in VFR practice areas, VFR routes established for air tour operations, and high-volume traffic environments". Source: Advisory Circular AC 90-48D, 4.6.6
It also mentions that there were 42 mid air collisions in the USA in the 5 years 2009-2014.