We provide state-and national-level estimates of the number of physically inactive adults with arthritis who can improve their physical function and pain control by exercising. What are the implications for public health practice? This information provides support for future studies on community-based exercise and arthritis, implementation of community-based exercise programs for adults with arthritis, and prioritization of resources aimed at such community-based exercise programs.