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. 2013 Nov 20;24(2):238–252. doi: 10.1002/hec.3013

Table II.

Effects of income, competition, and procurement, on drug prices: pooled retail and tender channels; HIV/AIDS, TB, and malaria drugs, 2004–2008

OLS regressions of log annual treatment price, GPRM and IMS data

All countries Matched countries Per capita income-range countries
Retail channel * generic indicator −0.425*** −0.347 −0.355
[0.123] [0.233] [0.222]
−35.1% −31.2% −31.6%
Tender channel * originator indicator −1.227*** −0.554** −0.520**
[0.195] [0.242] [0.252]
−71.2% −44.2% −42.4%
Tender channel * generic indicator −1.688*** −1.044*** −1.070***
[0.200] [0.295] [0.256]
−81.9% −66.3% −66.8%
Log per capita income (lnPCI) 0.267*** −0.0501 0.100*
[0.0494] [0.0548] [0.0536]
Gini coefficient −0.0161*** 0.0401*** 0.00292
[0.00549] [0.0116] [0.00418]
Gini missing indicator 0.0912 −0.163 −0.0197
[0.101] [0.157] [0.0755]
9.0% −16.1% −2.2%
HIV prev. (per 100K) −0.0006 −0.0106*** −0.00137*
[0.0008] [0.00276] [0.000761]
Log drug volume −0.0530*** −0.115*** −0.106***
[0.0125] [0.0322] [0.0178]
Tendering generic firms in class§ −0.0453** 0.0168 0.00439
[0.0206] [0.0115] [0.0115]
Retail generic firms in class§ −0.00892** −0.00879*** −0.00784***
[0.00358] [0.00224] [0.00245]
Originator firms in class§ 0.0180 0.0494 0.0478**
[0.0328] [0.0448] [0.0185]
Originator present in molecule 0.368*** 0.323*** 0.312***
[0.0621] [0.0832] [0.0618]
44.2% 37.6% 36.4%
Non-oral solid 0.205** 0.602*** 0.182**
[0.0852] [0.147] [0.0902]
22.3% 80.6% 19.5%
Molecule and year fixed effects X X X
Constant 5.664*** 5.557*** 5.966***
[0.611] [0.893] [0.588]
Observations 11,694 2222 5314
R-squared 0.794 0.697 0.675

Robust standard errors adjusted for 37 clusters in country in brackets.

Predicted linear effects for indicator variables including variance correction (Kennedy, 1981) reported in italics.

§

All competition measures are calculated within country-class-year, pooled across channels.

*

p < 0.1.

**

p < 0.05.

***

p < 0.01.