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. 2018 Oct 3;116(12):5334–5340. doi: 10.1073/pnas.1805336115

Table 2.

Effects of water groups on water quality: Swimmable and fishable

Swimmable Fishable
Explanatory variables Effect of groups Effect of donations Effect of expenditures Effect of groups Effect of donations Effect of expenditures
No. of water groupst 1 0.005*** (0.002) 0.003** (0.001)
Donationst 1, 1,000s $ 4.5 × 10−07** (1.8 × 10−07) 3.4 × 10−07*** (9.7 × 10−08)
Program expenditurest 1, 1,000s $ 2.5 × 10−07*** 1.9 × 10−07***
(6 × 10−08) (4.1 × 10−08)
Violationst 1 −0.179*** −0.181*** −0.181*** −0.061** −0.063** −0.063**
(0.051) (0.050) (0.051) (0.027) (0.027) (0.027)
Federal water quality 6.5 × 10−07 6.7 × 10−07 6.7 × 10−07 3.2 × 10−07 3.3 × 10−07 3.3 × 10−07
Expenditures, 1,000s $ (6.8 × 10−07) (6.8 × 10−07) (6.8 × 10−07) (3.7 × 10−07) (3.7 × 10−07) (3.7 × 10−07)
Fraction agricultural land −0.067 (0.057) −0.066 (0.057) −0.067 (0.057) −0.062 (0.044) −0.062 (0.044) −0.062 (0.044)
Fraction urban land −0.024 (0.129) 0.008 (0.129) 0.009 (0.129) −0.092 (0.103) −0.079 (0.101) −0.078 (0.101)
Population density, persons/mi2 −0.9 × 10−04 −0.9 × 10−04 −0.9 × 10−04 −6.9 × 10−05 −7.0 × 10−05 −7.0 × 10−05
(0.7 × 10−04) (0.7 × 10−04) (0.7 × 10−04) (5.3 × 10−05) (5.3 × 10−05) (5.3 × 10−05)
Per capita income, 1,000s $ −7.8 × 10−05*** −7.6 × 10−05*** −7.6 × 10−05*** −2.6 × 10−05*** −2.5 × 10−05*** −2.5 × 10−05***
(1.6 × 10−05) (1.6 × 10−05) (1.6 × 10−05) (7.4 × 10−06) (7.2 × 10−06) (7.2 × 10−06)
High school education −0.159 (0.180) −0.175 (0.177) −0.171 (0.177) −0.178 (0.145) −0.188 (0.145) −0.185 (0.145)
Unemployment rate 0.067 (0.618) 0.014 (0.617) 0.009 (0.617) 0.081 (0.531) 0.230 (0.531) 0.049 (0.531)
Precipitation, 1,000s mm 9.6 × 10−04 0.001 0.001 3.0 × 10−04 3.7 × 10−04 3.7 × 10−04
(9.1 × 10−04) (9.2 × 10−04) (9.3 × 10−04) (6.0 × 10−04) (6.0 × 10−04) (6.0 × 10−04)
Precipitation2, 1,000s mm2 −5.3 × 10−06 −5.8 × 10−06* −5.8 × 10−07* −1.1 × 10−06 −1.4 × 10−06 −1.4 × 10−06
(3.4 × 10−06) (3.5 × 10−06) (3.5 × 10−06) (2.3 × 10−06) (2.3 × 10−06) (2.3 × 10−06)
Percent Republican vote 0.117* (0.069) 0.106 (0.070) 0.106 (0.070) 0.047 (0.051) 0.041 (0.051) 0.041 (0.051)
Home ownership rate 0.425*** (0.120) 0.413*** (0.121) 0.413*** (0.121) 0.408*** (0.098) 0.406*** (0.098) 0.406*** (0.098)
Percent white population 0.370*** (0.110) 0.367*** (0.110) 0.368*** (0.110) 0.196*** (0.068) 0.194*** (0.068) 0.195*** (0.068)
R2 0.26 0.26 0.26 0.23 0.23 0.23
Observations 7,310 7,310 7,310 7,242 7,242 7,242

Includes year and state fixed effects. *P < 0.1; **P < 0.05; ***P < 0.01. HUC8-clustered SEs are in parentheses.