Changes from previous version
- Using slightly updated version of the dataset with changes to coverage for Ethiopia and digital regisrtation variable for The Gambia
- Added fourth spending reg with all of the dependent variables
Coverage regressions
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Dependent variable:
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coverage
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(1)
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(2)
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(3)
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(4)
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(5)
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(6)
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(7)
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(8)
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(9)
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pre_coverage
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1.147***
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1.055***
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1.105***
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0.955***
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1.018***
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0.796***
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0.862***
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0.668***
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0.677***
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(0.117)
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(0.114)
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(0.119)
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(0.123)
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(0.124)
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(0.118)
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(0.133)
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(0.126)
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(0.120)
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rGDPg2020
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-0.010**
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-0.009**
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-0.008**
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-0.008*
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(0.005)
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(0.004)
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(0.004)
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(0.004)
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log_deaths
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0.032**
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0.026*
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0.010
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0.039***
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(0.015)
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(0.015)
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(0.014)
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(0.013)
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dig_id
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0.184***
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0.159**
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(0.068)
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(0.072)
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dig_reg
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0.253***
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0.245***
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0.259***
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0.207***
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(0.054)
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(0.061)
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(0.049)
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(0.058)
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eap
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0.172**
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0.279***
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(0.084)
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(0.078)
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Constant
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0.131***
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0.112***
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0.025
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0.010
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-0.044
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0.040*
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0.023
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0.029
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-0.072**
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(0.028)
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(0.026)
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(0.051)
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(0.042)
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(0.049)
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(0.021)
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(0.044)
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(0.018)
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(0.037)
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Observations
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83
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83
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83
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83
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83
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83
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83
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83
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83
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R2
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0.506
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0.533
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0.546
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0.569
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0.572
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0.663
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0.651
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0.697
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0.714
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Adjusted R2
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0.499
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0.521
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0.535
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0.553
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0.556
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0.650
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0.637
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0.681
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0.699
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Residual Std. Error
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0.224 (df = 81)
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0.219 (df = 80)
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0.216 (df = 80)
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0.211 (df = 79)
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0.211 (df = 79)
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0.187 (df = 79)
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0.190 (df = 79)
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0.178 (df = 78)
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0.173 (df = 78)
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F Statistic
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82.817*** (df = 1; 81)
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45.589*** (df = 2; 80)
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48.158*** (df = 2; 80)
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34.817*** (df = 3; 79)
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35.259*** (df = 3; 79)
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51.797*** (df = 3; 79)
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49.066*** (df = 3; 79)
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44.848*** (df = 4; 78)
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48.703*** (df = 4; 78)
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Note:
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p<0.1; p<0.05; p<0.01
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Spending regressions
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Dependent variable:
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coverage
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(1)
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(2)
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(3)
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(4)
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pre_spending
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0.116***
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0.079***
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0.110***
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0.052
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(0.027)
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(0.027)
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(0.040)
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(0.032)
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expansion
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0.993***
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1.021***
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(0.092)
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(0.088)
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non_ct_spending
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0.538
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2.233
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(1.954)
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(1.437)
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Constant
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0.284***
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0.116***
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0.276***
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0.078**
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(0.042)
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(0.032)
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(0.048)
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(0.031)
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Observations
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61
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60
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61
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60
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R2
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0.161
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0.666
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0.162
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0.683
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Adjusted R2
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0.146
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0.655
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0.133
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0.666
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Residual Std. Error
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0.280 (df = 59)
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0.178 (df = 57)
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0.282 (df = 58)
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0.175 (df = 56)
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F Statistic
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11.287*** (df = 1; 59)
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56.917*** (df = 2; 57)
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5.589*** (df = 2; 58)
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40.285*** (df = 3; 56)
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Note:
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p<0.1; p<0.05; p<0.01
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