Table 5 shows the average marginal effects computed from the probit regression of a WUG-level decision about manager appointment against no change. The original results are reported in the online appendix table S4. Again, a key finding is an inverted U-shaped relationship between the volumetric price and the choice of manager appointment, although the coefficients of the full sample model are weakly significant (p-values 13% for the level term and 12% for the squared term). The threshold value of the volumetric price for the maximum probability is 0.072 or 0.092.
The Average Marginal Effects from the Probit Regression of a WUG's Manager Appointment Model
. | (1) . | (2) . |
---|---|---|
Variables . | Full sample model . | Sub-sample model . |
Volumetric price of reservoir water | 7.482 | 15.26*** |
(1.497) | (2.635) | |
Volumetric price of reservoir water squared | −52.16 | −83.36* |
(−1.529) | (−1.876) | |
Group size | ||
No. of parcels | 0.000600 | 0.00198 |
(0.525) | (1.246) | |
Homogeneity | ||
Gini coefficient of parcel size | −0.0638 | 0.123 |
(−0.165) | (0.225) | |
Infrastructure condition | ||
Simplicity of water flow direction | 0.980 | 3.570** |
(1.232) | (2.381) | |
Earth canal length | −0.00299 | −0.0852 |
(−0.0982) | (−1.558) | |
Exit options | ||
No. of ponds per member (pre-reform) | −0.0477 | 0.564** |
(−0.433) | (2.266) | |
No. of pumps per member (pre-reform) | −0.0405 | −0.138 |
(−0.345) | (−0.723) | |
Threshold value: the price level that gives the max probability of the dependent variable | 0.072 | 0.092 |
Observations | 67 | 33 |
. | (1) . | (2) . |
---|---|---|
Variables . | Full sample model . | Sub-sample model . |
Volumetric price of reservoir water | 7.482 | 15.26*** |
(1.497) | (2.635) | |
Volumetric price of reservoir water squared | −52.16 | −83.36* |
(−1.529) | (−1.876) | |
Group size | ||
No. of parcels | 0.000600 | 0.00198 |
(0.525) | (1.246) | |
Homogeneity | ||
Gini coefficient of parcel size | −0.0638 | 0.123 |
(−0.165) | (0.225) | |
Infrastructure condition | ||
Simplicity of water flow direction | 0.980 | 3.570** |
(1.232) | (2.381) | |
Earth canal length | −0.00299 | −0.0852 |
(−0.0982) | (−1.558) | |
Exit options | ||
No. of ponds per member (pre-reform) | −0.0477 | 0.564** |
(−0.433) | (2.266) | |
No. of pumps per member (pre-reform) | −0.0405 | −0.138 |
(−0.345) | (−0.723) | |
Threshold value: the price level that gives the max probability of the dependent variable | 0.072 | 0.092 |
Observations | 67 | 33 |
Note: z-statistics are in parentheses. *** p < 0.01, ** p < 0.05, * p < 0.1.
Source: Authors’ analysis based on data sources discussed in the text.
The Average Marginal Effects from the Probit Regression of a WUG's Manager Appointment Model
. | (1) . | (2) . |
---|---|---|
Variables . | Full sample model . | Sub-sample model . |
Volumetric price of reservoir water | 7.482 | 15.26*** |
(1.497) | (2.635) | |
Volumetric price of reservoir water squared | −52.16 | −83.36* |
(−1.529) | (−1.876) | |
Group size | ||
No. of parcels | 0.000600 | 0.00198 |
(0.525) | (1.246) | |
Homogeneity | ||
Gini coefficient of parcel size | −0.0638 | 0.123 |
(−0.165) | (0.225) | |
Infrastructure condition | ||
Simplicity of water flow direction | 0.980 | 3.570** |
(1.232) | (2.381) | |
Earth canal length | −0.00299 | −0.0852 |
(−0.0982) | (−1.558) | |
Exit options | ||
No. of ponds per member (pre-reform) | −0.0477 | 0.564** |
(−0.433) | (2.266) | |
No. of pumps per member (pre-reform) | −0.0405 | −0.138 |
(−0.345) | (−0.723) | |
Threshold value: the price level that gives the max probability of the dependent variable | 0.072 | 0.092 |
Observations | 67 | 33 |
. | (1) . | (2) . |
---|---|---|
Variables . | Full sample model . | Sub-sample model . |
Volumetric price of reservoir water | 7.482 | 15.26*** |
(1.497) | (2.635) | |
Volumetric price of reservoir water squared | −52.16 | −83.36* |
(−1.529) | (−1.876) | |
Group size | ||
No. of parcels | 0.000600 | 0.00198 |
(0.525) | (1.246) | |
Homogeneity | ||
Gini coefficient of parcel size | −0.0638 | 0.123 |
(−0.165) | (0.225) | |
Infrastructure condition | ||
Simplicity of water flow direction | 0.980 | 3.570** |
(1.232) | (2.381) | |
Earth canal length | −0.00299 | −0.0852 |
(−0.0982) | (−1.558) | |
Exit options | ||
No. of ponds per member (pre-reform) | −0.0477 | 0.564** |
(−0.433) | (2.266) | |
No. of pumps per member (pre-reform) | −0.0405 | −0.138 |
(−0.345) | (−0.723) | |
Threshold value: the price level that gives the max probability of the dependent variable | 0.072 | 0.092 |
Observations | 67 | 33 |
Note: z-statistics are in parentheses. *** p < 0.01, ** p < 0.05, * p < 0.1.
Source: Authors’ analysis based on data sources discussed in the text.
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