Product tying and prices for physician services
Data and Methods. We create measures of physician practice characteristics using 2008-2011 Medicare claims data, identifying practices using tax ID numbers. For each practice, we measure size, whether it is multi-specialty, and the specialty-specific HHIs. HHIs are calculated using practice-specialty-specific market areas, using previously published techniques. We measure prices (allowed amounts) paid to IM-internal medicine, FP-family practice, or GP-general practice physicians for office visits by private health plans using 2008-2011 claims data from the Health Care Cost Institute. We use regressions to create ZIP-code-year level primary care log-price indices for office visits, holding fixed patient and health plan characteristics. We associate the price indices with measures of practice characteristics rolled up to the ZIP-code-year level, and estimate regressions of prices on the characteristics of area practices, including size, HHIs of primary care physicians, share of primary care practices that also include other specialties, and the HHIs of other specialties, along with a range of other controls for area and doctor characteristics and time trends. We estimate models separately for FP/GP and IM physicians. Our test for the presence of tying is whether, after controlling the degree of concentration in the market for primary care services, primary care prices respond to the HHIs of other specialties in multi-specialty practices.
Results. We find that primary care prices respond to HHIs of other specialties. For FP/GP physicians, we have 82,496 ZIP-code-year price index measures. After controlling for potential confounders, increases in the FP/GP HHI are associated with higher prices, as expected. Importantly, increases in the HHIs of other medical and surgical specialties in the same practices as FP/GP physicians are also associated with higher FP/GP prices. For example, a 1000 point increase in the mean HHI of other medical subspecialties in the practice is associated with a 3% increase in FP/GP prices (p<.001). In ongoing analysis, these results are robust to the inclusion of ZIP-code fixed effects, though magnitudes are smaller.
Conclusions. Policy targeted to multi-specialty groups should take into account the potential for tying in multi-specialty physician practices to lead to higher prices. Further work should examine the mechanisms through which tying operates.