A potentially important source of productivity gains in physician prac
tices is larger practice size. We investigate economies of scale in ph
ysician practices using a large nationwide survey of self-employed phy
sicians. When output is measured by practice revenues, we estimate sig
nificantly increasing returns to scale for single-specialty practices,
implying that forming larger practices lowers costs. The lowest-cost
practice size is estimated to be 5.2 physicians compared to a sample a
verage size of 2.4 physicians. On average, scale inefficiency is estim
ated at 9%. Measuring output by physician office visits, we find that
group physicians provide 17% more office visits than solo practitioner
s, controlling for practice inputs, and physician and practice charact
eristics. Physicians practicing in mid-sized groups of three to four a
re the most productive, providing 21% more visits than solo physicians
. If all physicians practiced in the most productive group size, avera
ge office visit productivity would rise by 13%.