Mixed Logit Model
Base All Interactions All Interactions + T Control Treatment All Interactions 2 PCA PCA Quality PCA Control PCA Treatment
* p < 0.1, ** p < 0.05, *** p < 0.01
BudgetLevel −0.125*** −0.779*** −0.798*** −0.109*** −0.057** −0.235*** −0.567*** −0.583*** −0.670*** 0.375***
(0.027) (0.100) (0.103) (0.028) (0.027) (0.040) (0.082) (0.080) (0.120) (0.118)
Effective 0.022*** −0.010 −0.038* 0.021*** 0.026*** 0.009** 0.007 0.007 0.004 0.012
(0.002) (0.016) (0.022) (0.002) (0.002) (0.004) (0.007) (0.007) (0.010) (0.011)
Socbenefit 0.044*** 0.136*** 0.091 0.041*** 0.045*** 0.047*** 0.054** 0.038*** 0.049 0.027
(0.007) (0.052) (0.071) (0.007) (0.007) (0.007) (0.023) (0.006) (0.033) (0.033)
Envbenefit 0.022*** 0.044** 0.013 0.022*** 0.013*** 0.024*** 0.010 0.018*** −0.005 0.012
(0.002) (0.017) (0.023) (0.002) (0.002) (0.002) (0.007) (0.002) (0.011) (0.011)
Partner_NGO −0.071 −0.060 0.484 −0.060 0.037 −0.103 0.278 −0.103 0.555 0.445
(0.105) (0.836) (1.160) (0.104) (0.107) (0.106) (0.371) (0.089) (0.516) (0.541)
Partner_Gov −0.081 −0.600 0.205 −0.081 −0.047 −0.024 −0.194 −0.153 −0.269 −0.056
(0.123) (0.993) (1.357) (0.122) (0.124) (0.125) (0.443) (0.103) (0.615) (0.661)
Out −3.595*** −5.545*** −6.126*** −3.472*** −4.059*** −3.876*** −4.226*** −4.335*** −4.953*** −0.205
(0.460) (1.711) (2.290) (0.639) (0.743) (0.468) (0.812) (0.736) (1.217) (1.165)
first 0.047 0.058 0.059 0.047 0.032 0.025 0.053 0.058 0.001 0.078
(0.047) (0.057) (0.057) (0.065) (0.067) (0.047) (0.055) (0.055) (0.079) (0.077)
BudgetLevel × treatment 0.067* 0.057 0.854** 0.078** 0.087* 0.072
(0.038) (0.051) (0.395) (0.038) (0.047) (0.046)
Effective × treatment 0.004 0.004 0.069** 0.004 0.003 0.004
(0.003) (0.003) (0.035) (0.003) (0.003) (0.003)
Socbenefit × treatment 0.003 0.001 0.069 0.002 −0.001
(0.010) (0.011) (0.107) (0.010) (0.011)
Envbenefit × treatment −0.009*** −0.010*** 0.056 −0.009*** −0.010***
(0.003) (0.004) (0.037) (0.003) (0.004)
Partner_NGO × treatment 0.101 −0.014 −0.481 0.106 0.006
(0.150) (0.183) (1.805) (0.151) (0.177)
Partner_Gov × treatment 0.013 −0.135 −1.483 0.008 −0.143
(0.175) (0.208) (2.153) (0.176) (0.202)
Out × treatment 0.117 −0.050 3.858 0.173 0.194 0.412
(0.273) (0.347) (3.342) (0.274) (0.340) (0.305)
BudgetLevel × PC1_s 0.988*** 0.814*** 0.492*** 0.469*** 0.509*** −0.226*
(0.160) (0.181) (0.095) (0.094) (0.136) (0.132)
Effective × PC1_s 0.032 0.066** 0.007 0.010 0.005 0.009
(0.022) (0.030) (0.007) (0.007) (0.011) (0.011)
Socbenefit × PC1_s −0.188*** −0.149 −0.068*** −0.080** −0.028
(0.071) (0.098) (0.025) (0.035) (0.036)
Envbenefit × PC1_s −0.051** −0.012 −0.003 0.015 −0.019
(0.024) (0.032) (0.008) (0.012) (0.012)
Partner_NGO × PC1_s −0.183 −1.159 −0.727* −1.294** −0.616
(1.153) (1.642) (0.398) (0.567) (0.582)
Partner_Gov × PC1_s 0.450 −0.802 −0.106 −0.086 −0.435
(1.339) (1.881) (0.465) (0.655) (0.706)
Out × PC1_s −1.117 −1.369 −3.389*** −2.494*** −3.499*** −6.078***
(2.136) (3.067) (0.764) (0.664) (1.086) (1.233)
BudgetLevel × PC2_s 1.112*** 1.035*** 0.152 0.231** 0.386** −0.477***
(0.265) (0.324) (0.107) (0.103) (0.171) (0.148)
Effective × PC2_s 0.056 0.129*** 0.018** 0.013* 0.027** 0.015
(0.035) (0.048) (0.008) (0.008) (0.012) (0.010)
Socbenefit × PC2_s −0.136 −0.025 0.064** 0.093** 0.060*
(0.110) (0.158) (0.025) (0.040) (0.034)
Envbenefit × PC2_s −0.049 −0.010 0.031*** 0.035*** 0.031***
(0.038) (0.052) (0.008) (0.013) (0.011)
Partner_NGO × PC2_s 1.320 0.849 0.280 0.529 −0.171
(1.811) (2.549) (0.418) (0.623) (0.571)
Partner_Gov × PC2_s 1.261 −0.786 0.387 0.523 0.362
(2.043) (2.885) (0.468) (0.707) (0.640)
Out × PC2_s 9.676*** 10.026** 5.375*** 4.206*** 6.859*** 2.375**
(3.260) (4.407) (0.817) (0.729) (1.263) (1.099)
BudgetLevel × PC1PC2 −1.659*** −1.145**
(0.406) (0.513)
Effective × PC1PC2 −0.053 −0.147**
(0.049) (0.068)
Socbenefit × PC1PC2 0.295* 0.185
(0.154) (0.220)
Envbenefit × PC1PC2 0.114** 0.070
(0.053) (0.073)
Partner_NGO × PC1PC2 −1.583 −0.520
(2.538) (3.637)
Partner_Gov × PC1PC2 −1.251 1.879
(2.833) (4.087)
Out × PC1PC2 −6.669 −5.118
(4.553) (6.221)
BudgetLevel × TreatxPC1PC2 0.997
(1.218)
Effective × TreatxPC1PC2 0.201**
(0.102)
Socbenefit × TreatxPC1PC2 0.171
(0.315)
Envbenefit × TreatxPC1PC2 0.095
(0.108)
Partner_NGO × TreatxPC1PC2 −0.530
(5.326)
Partner_Gov × TreatxPC1PC2 −5.533
(5.982)
Out × TreatxPC1PC2 3.827
(9.759)
BudgetLevel × TreatxPC1 −0.718
(0.541)
Effective × TreatxPC1 −0.081*
(0.047)
Socbenefit × TreatxPC1 −0.055
(0.145)
Envbenefit × TreatxPC1 −0.081
(0.049)
Partner_NGO × TreatxPC1 1.043
(2.460)
Partner_Gov × TreatxPC1 2.091
(2.881)
Out × TreatxPC1 −3.037
(4.733)
BudgetLevel × TreatxPC2 −1.268
(0.874)
Effective × TreatxPC2 −0.158**
(0.074)
Socbenefit × TreatxPC2 −0.179
(0.226)
Envbenefit × TreatxPC2 −0.082
(0.078)
Partner_NGO × TreatxPC2 −0.156
(3.833)
Partner_Gov × TreatxPC2 3.670
(4.347)
Out × TreatxPC2 −6.054
(6.839)
BudgetLevel × Effective 0.004***
(0.001)
Num.Obs. 10368 8334 8334 5220 5148 10368 8334 8334 4158 4176
RMSE 0.97 0.97 0.97 0.97 0.97 0.97 0.97 0.97 0.97 0.96