Full estimation result for the quintile model
| Explanatory variable | 0.1 | 0.2 | 0.3 | 0.4 | 0.5 | 0.6 | 0.7 | 0.8 | 0.9 |
|---|---|---|---|---|---|---|---|---|---|
| Access to all-weather roads (1 = yes) | 3.23 | 3.126 | 9.4621 | 12.93196 | 10.00797 | 20.4758 | 26.62714 | 34.0028*** | 77.2511*** |
| (0.0172) | (0.032) | (0.0272) | (0.062) | (0.067) | (0.024) | (0.025) | (0.061) | (0.042) | |
| Mode of transport used1 (1 = foot) | |||||||||
| Modern mode of transport | 27.42 | 29.142 | 78.42 | 94.22 | 96.22* | 110.42 | 78.42 | 120.42 | 159.41 |
| (0.041) | (0.31) | (0.121) | (0.0321) | (0.0321) | (0.041) | (0.051) | (0.141) | (0.211) | |
| Traditional mode of transport | 27.265 | 58.65 | 78.65 | 86.45** | 116.45** | 178.65 | 78.65 | 132.65 | 128.65 |
| (0.018) | (0.028) | (0.178) | (0.068) | (0.078) | (0.118) | (0.125) | (0.013) | (0.013) | |
| Logarithm of yield | 124.23* | 18.6 | 67.2** | 186.5*** | 106.5*** | 127.2** | 67.2** | 114.23* | 114.6 |
| (0.006) | (0.08) | (0.01) | (0.056) | (0.016) | (0.041) | (0.081) | (0.006) | (0.012) | |
| Land-to-family labor ratio | 66.26** | 71.25** | 54.22** | 62.65** | 130.65** | 154.22** | 54.22** | 115.26** | 141.25** |
| (0.0214) | (0.026) | (0.073) | (0.0291) | (0.0271) | (0.076) | (0.049) | (0.114) | (0.026) | |
| Participation in nonfarm income | 98.02*** | 56.72** | 68.2** | 171.02* | 121.02* | 128.2** | 68.2** | 198.02*** | 161.72** |
| (0.0314) | (0.064) | (0.011) | (0.0314) | (0.0345) | (0.016) | (0.067) | (0.014) | (0.056) | |
| Dependency ratio | −87.4* | −69.21** | −58.21** | 107.41 | 107.41 | −126.21** | −58.21** | −147.4* | −139.21** |
| (0.0338) | (0.026) | (0.021) | (0.0138) | (0.0348) | (0.041) | (0.025) | (0.0338) | (0.021) | |
| Age of the head | 12.21 | 74.8 | 67.31 | 121.4 | 111.4 | 127.31 | 67.31 | 123.21 | 174.8 |
| (0.00432) | (0.232) | (0.0138) | (0.042) | (0.052) | (0.0321) | (0.0137) | (0.012) | (0.051) | |
| Gender of the head (1 = male) | 34.02 | 65.72 | 35.31 | 161.342 | 121.342 | 135.31 | 35.31 | 152.02 | 65.72 |
| (0.0975) | (0.0175) | (0.012) | (0.0975) | (0.0975) | (0.087) | (0.067) | (0.072) | (0.052) | |
| Years of schooling | 54.271 | 62.2 | −56.1 | −157.671 | −125.671 | −156.1 | −56.1 | 124.271 | 142.2 |
| (0.0112) | (0.002) | (0.001) | (0.021) | (0.021) | (0.054) | (0.043) | (0.072) | (0.002) | |
| Access to irrigation (1 = yes) | 25.7 | 77.80 | 78.00* | 170.56** | 140.56** | 178.00* | 78.00* | 135.7 | 157.80 |
| (0.051) | (0.048) | (0.086) | (0.081) | (0.0381) | (0.0181) | (0.041) | (0.021) | (0.048) | |
| Access to extension (1 = yes) | 87.64 | 76.54** | 77.14 | 148.54** | 128.54** | 127.14 | 77.14 | 122.64 | 126.54** |
| (0.027) | (0.02) | (0.011) | (0.037) | (0.038) | (0.064) | (0.051) | (0.032) | (0.013) | |
| Access to credit (1 = yes) | 89.67 | 77.75 | 58.17 | 146.17 | 126.17 | 128.17 | 58.17 | 119.67 | 125.15 |
| (0.022) | (0.0299) | (0.12) | (0.0299) | (0.0299) | (0.12) | (0.12) | (0.022) | (0.023) | |
| Number of livestock owned in TLU | 68.4*** | 53.6* | 69.52 | 198.41** | 128.41** | 161.52 | 69.52 | 151.4* | 103.5 |
| (0.002) | (0.041) | (0.012) | (0.015) | (0.0272) | (0.082) | (0.154) | (0.052) | (0.017) | |
| Family size in adult equivalent | −86.40*** | −137.7 | −158.50 | −184.0*** | −124.0*** | −124.50 | −158.50 | −152.42* | −137.7 |
| (0.013) | (0.053) | (0.011) | (0.025) | (0.0273) | (0.053) | (0.411) | (0.116) | (0.513) | |
| Constant | 4.470*** | 6.70* | 8.270*** | 9.47*** | 6.80*** | 3.270*** | 8.270*** | 4.470** | 6.70* |
| (0.212) | (0.232) | (0.212) | (0.321) | (0.432) | (0.212) | (0.612) | (0.132) | (0.026) | |
| Observations | 4,346 | 4,346 | 4,346 | 4,346 | 4,346 | 4,346 | 4,346 | 4,346 | 4,346 |
| R2 | 0.23 | 0.21 | 0.35 | 0.37 | 0.56 | 0.34 | 0.28 | 0.32 | 0.38 |
| Explanatory variable | 0.1 | 0.2 | 0.3 | 0.4 | 0.5 | 0.6 | 0.7 | 0.8 | 0.9 |
|---|---|---|---|---|---|---|---|---|---|
| Access to all-weather roads (1 = yes) | 3.23 | 3.126 | 9.4621 | 12.93196 | 10.00797 | 20.4758 | 26.62714 | 34.0028*** | 77.2511*** |
| (0.0172) | (0.032) | (0.0272) | (0.062) | (0.067) | (0.024) | (0.025) | (0.061) | (0.042) | |
| Modern mode of transport | 27.42 | 29.142 | 78.42 | 94.22 | 96.22* | 110.42 | 78.42 | 120.42 | 159.41 |
| (0.041) | (0.31) | (0.121) | (0.0321) | (0.0321) | (0.041) | (0.051) | (0.141) | (0.211) | |
| Traditional mode of transport | 27.265 | 58.65 | 78.65 | 86.45** | 116.45** | 178.65 | 78.65 | 132.65 | 128.65 |
| (0.018) | (0.028) | (0.178) | (0.068) | (0.078) | (0.118) | (0.125) | (0.013) | (0.013) | |
| Logarithm of yield | 124.23* | 18.6 | 67.2** | 186.5*** | 106.5*** | 127.2** | 67.2** | 114.23* | 114.6 |
| (0.006) | (0.08) | (0.01) | (0.056) | (0.016) | (0.041) | (0.081) | (0.006) | (0.012) | |
| Land-to-family labor ratio | 66.26** | 71.25** | 54.22** | 62.65** | 130.65** | 154.22** | 54.22** | 115.26** | 141.25** |
| (0.0214) | (0.026) | (0.073) | (0.0291) | (0.0271) | (0.076) | (0.049) | (0.114) | (0.026) | |
| Participation in nonfarm income | 98.02*** | 56.72** | 68.2** | 171.02* | 121.02* | 128.2** | 68.2** | 198.02*** | 161.72** |
| (0.0314) | (0.064) | (0.011) | (0.0314) | (0.0345) | (0.016) | (0.067) | (0.014) | (0.056) | |
| Dependency ratio | −87.4* | −69.21** | −58.21** | 107.41 | 107.41 | −126.21** | −58.21** | −147.4* | −139.21** |
| (0.0338) | (0.026) | (0.021) | (0.0138) | (0.0348) | (0.041) | (0.025) | (0.0338) | (0.021) | |
| Age of the head | 12.21 | 74.8 | 67.31 | 121.4 | 111.4 | 127.31 | 67.31 | 123.21 | 174.8 |
| (0.00432) | (0.232) | (0.0138) | (0.042) | (0.052) | (0.0321) | (0.0137) | (0.012) | (0.051) | |
| Gender of the head (1 = male) | 34.02 | 65.72 | 35.31 | 161.342 | 121.342 | 135.31 | 35.31 | 152.02 | 65.72 |
| (0.0975) | (0.0175) | (0.012) | (0.0975) | (0.0975) | (0.087) | (0.067) | (0.072) | (0.052) | |
| Years of schooling | 54.271 | 62.2 | −56.1 | −157.671 | −125.671 | −156.1 | −56.1 | 124.271 | 142.2 |
| (0.0112) | (0.002) | (0.001) | (0.021) | (0.021) | (0.054) | (0.043) | (0.072) | (0.002) | |
| Access to irrigation (1 = yes) | 25.7 | 77.80 | 78.00* | 170.56** | 140.56** | 178.00* | 78.00* | 135.7 | 157.80 |
| (0.051) | (0.048) | (0.086) | (0.081) | (0.0381) | (0.0181) | (0.041) | (0.021) | (0.048) | |
| Access to extension (1 = yes) | 87.64 | 76.54** | 77.14 | 148.54** | 128.54** | 127.14 | 77.14 | 122.64 | 126.54** |
| (0.027) | (0.02) | (0.011) | (0.037) | (0.038) | (0.064) | (0.051) | (0.032) | (0.013) | |
| Access to credit (1 = yes) | 89.67 | 77.75 | 58.17 | 146.17 | 126.17 | 128.17 | 58.17 | 119.67 | 125.15 |
| (0.022) | (0.0299) | (0.12) | (0.0299) | (0.0299) | (0.12) | (0.12) | (0.022) | (0.023) | |
| Number of livestock owned in TLU | 68.4*** | 53.6* | 69.52 | 198.41** | 128.41** | 161.52 | 69.52 | 151.4* | 103.5 |
| (0.002) | (0.041) | (0.012) | (0.015) | (0.0272) | (0.082) | (0.154) | (0.052) | (0.017) | |
| Family size in adult equivalent | −86.40*** | −137.7 | −158.50 | −184.0*** | −124.0*** | −124.50 | −158.50 | −152.42* | −137.7 |
| (0.013) | (0.053) | (0.011) | (0.025) | (0.0273) | (0.053) | (0.411) | (0.116) | (0.513) | |
| Constant | 4.470*** | 6.70* | 8.270*** | 9.47*** | 6.80*** | 3.270*** | 8.270*** | 4.470** | 6.70* |
| (0.212) | (0.232) | (0.212) | (0.321) | (0.432) | (0.212) | (0.612) | (0.132) | (0.026) | |
| Observations | 4,346 | 4,346 | 4,346 | 4,346 | 4,346 | 4,346 | 4,346 | 4,346 | 4,346 |
| 0.23 | 0.21 | 0.35 | 0.37 | 0.56 | 0.34 | 0.28 | 0.32 | 0.38 | |
Note(s): 1Foot is drooped for comparison reasons
Source(s): Authors' own work using data from the Ethiopian Rural Socioeconomic Survey (ESS)
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