Appendix A5.
Estimate (Robust Error) | ||||
---|---|---|---|---|
Difference-in-differences (DD) Analysis | Instrumental Variables (IV) analysis | |||
Outcome | Original outcomes | Log outcomes | Original outcomes | Log outcomes |
Quantity | ||||
Frequency of chemotherapy drug claims | −0.33(0.18)* | −0.04(0.02)** | −0.65(0.29)** | −0.07(0.03)*** |
Frequency chemotherapy administration claims | −0.47(0.26)* | −0.03(0.02)* | −0.74(0.35)** | −0.06(0.03)** |
Spending ($) | ||||
Chemotherapy drug spending | 1,224.51(469.19)** | 0.15(0.05)*** | 1,258.08(777.49) | 0.18(0.05)*** |
Chemotherapy administration spending | 235.91(47.69)*** | 0.09(0.03)*** | 227.30(59.59)*** | 0.08(0.04)* |
Treatment mix | ||||
Chemotherapy drug spending per claim | 295.90(78.73)*** | 0.19(0.03)*** | 387.30(136.67)*** | 0.25(0.05)*** |
Notes: Oncology fixed effects are included in all models; Covariates controlled for in all models are year dummies, patient demographic characteristics, chronic condition indicators, cancer type, metastasis indicator, and ZIP-level socio-economic variables; Standard errors account for clustering within practices; Spending measures are adjusted to 2013 dollars;
p < 0.10,
p < 0.05,
p < 0.01.