Impact of resilience strategies on agricultural productivity
| Variables | Designations | Dyke | Crop rotation | Certified seed | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Selection | Resilient | Non-resilient | Selection | Resilient | Non-resilient | Selection | Resilient | Non-resilient | ||
| Rainy season of the year 2017 | Humidity | 21 (6.67)*** | −24.74 (7.1)*** | 61.1 (20.79)** | 20.5 (4.9)*** | −29.6 (9.4)*** | 1.74 (12.35) | −29.6 (9.1)** | −1.34 (30.82) | −20.5 (6.7)*** |
| Precipitation | 3.13 (1.28)* | 3.89 (1.52)*** | 26.15 (4.22)*** | −1.91 (1.02)* | 3.51 (1.97)* | 7.1 (2.5)*** | 4.86 (1.93)** | −21.8 (6.4)*** | 7 (1.36)*** | |
| Temperature | 28.9 (15.5)* | −73.3 (17.8)*** | −75.18 (51.75) | −66.2 (11.4)*** | −165 (23.3)*** | −193 (28)*** | −110.3 (23)*** | 217.1 (78)*** | −85.7 (16.8)*** | |
| Dry season of the year 2017 | Humidity | −9.56 (8.24) | 7.97 (10.12) | 83.53 (28.02)** | 55.19 (6.4)*** | 47.5 (13.8)*** | 111 (16)*** | 49.63 (14.4)** | −219 (48.3)*** | 24.96 (9.2)*** |
| Precipitation | 0.91 (0.2)*** | −0.68 (0.17)*** | 1.44 (0.86)* | −0.66 (0.12)*** | −1.3 (0.22)*** | −1.9 (0.3)*** | 0.75 (0.22)** | 0.19.66 (0.72) | −1.3 (0.17)*** | |
| Temperature | 11.21 (30.48) | 189 (40.5)*** | 666.3 (97.8)*** | 192.8 (24)*** | 282 (51.95)*** | 593 (61)*** | 140.4 (55.5)** | −567 (182)*** | 264 (37.8)*** | |
| Rainy season of the year 2018 | Humidity | 4.55 (7.81) | 7.01 (8.30) | −75.83 (25.4)** | −38.23 (5.6)*** | −30.5 (10.6)*** | −64.4 (14)*** | −22.5 (11.4)** | 168.6 (38)*** | −9.47 (7.79) |
| Precipitation | 12.21 (7.67) | −4.29 (1.31)*** | −22.51 (3.7)*** | 2.07 (0.86)** | −2.98 (1.72)* | −5.7 (2)*** | −2.98 (1.56)* | 16.69 (5.37)** | −5.8 (1.16)*** | |
| Dry season of the year 2018 | Humidity | −2.25 (1.12)* | −23.46 (8.4)*** | −57.53 (27.1)** | −57.22 (5.6)*** | −62.7 (10.9)*** | −119 (14)*** | −32.55 (11.5)** | 120.7 (35)*** | −35.58 (7.9)*** |
| Precipitation | −2.82 (0.5)*** | 3.41 (0.39)*** | −5.20 (2.10)** | −0.08 (0.31) | 4.68 (0.5)*** | 2.52 (0.7)*** | −3.09 (0.55)*** | 8.44 (1.77)*** | 3.44 (0.38)*** | |
| Temperature | 7.19 (21.67) | −164.5 (26)*** | −425 (70.8)*** | −155.3 (17)*** | −234.4 (34)*** | −466 (43)*** | −71.06 (36.63)* | 243.5 (114.6)* | −211.5 (24)*** | |
| Household head characteristics | Age | 3.74 (1.92)* | 2.58 (1.80) | 11.69 (5.92)** | 0.13 (1.3) | 2.52 (2.14) | −1.03 (3.28) | −5.06 (1.98)** | −0.48 (5.09) | 3.94 (1.85)** |
| Age2 | −0.51 (0.25)* | −0.34 (0.23) | −1.57 (0.77)** | 0.006 (0.17) | −0.29 (0.28) | 0.17 (0.43) | 0.66 (0.26)** | 0.03 (0.67) | −0.52 (0.24)* | |
| Size of household | −0.24 (0.13)* | 0.13 (0.12) | −0.18 (0.43) | 0.21 (0.08)** | 0.07 (0.16) | 0.6 (0.22)** | 0.14 (0.14) | 0.16 (0.39) | 0.16 (0.12) | |
| Taille2 | 0.07 (0.038)* | −0.042 (0.036) | 0.043 (0.12) | −0.05 (0.025)* | −0.02 (0.04) | −0.15 (0.06)* | −0.05 (0.04) | −0.04 (0.11) | −0.04 (0.036) | |
| Female sex | 0.04 (0.067) | 0.09 (0.07) | 0.11 (0.20) | −0.07 (0.05) | 0.0001 (0.08) | 0.006 (0.12) | −0.1 (0.07) | 0.22 (0.22) | −0.07 (007) | |
| Marital status | −0.008 (0.06) | −0.15 (0.07)** | 0.07 (0.20) | 0.05 (0.05) | −0.17 (0.09)* | 0.15 (0.12) | 0.01 (0.08) | 0.11 (0.37) | −0.13 (0.07)* | |
| Without school level | −0.05 (0.15) | −0.01 (0.14) | −0.06 (0.49) | 0.16 (0.1) | −0.09 (0.18) | 0.40 (0.25) | 0.006 (0.14) | −0.36 (0.38) | 0.12 (0.14) | |
| Primary | −0.09 (0.16) | −0.01 (0.15) | −0.49 (0.50) | 0.26 (0.1)** | −0.04 (0.18) | 0.49 (0.26)* | −0.0003 (0.15) | 0.004 (0.39) | 0.11 (0.15) | |
| Secondary | −0.13 (0.16) | 0.18 (0.15) | −0.19 (0.50) | 0.33 (0.1)** | 0.23 (0.19) | 0.82 (0.26)** | 0.017 (0.15) | −0.14 (0.62) | 0.31 (0.15)** | |
| Higher | 0.10 (0.19) | 0.12 (0.18) | 0.43 (0.60) | 0.2 (0.12) | 0.38 (0.23) | 0.5 (0.32) | −0.34 (0.2)* | −0.16 (0.18) | 0.26 (0.18) | |
| Wolof language | −0.12 (0.05)** | −0.13 (0.053)** | −0.3 (0.16)* | −0.018 (0.37) | −0.19 (0.06)*** | −0.09 (0.097) | 0.15 (0.05)** | −0.25 (0.32) | −0.16 (0.05)*** | |
| Agricultural training | 0.02 (0.11) | −0.02 (0.10) | −0.15 (0.34) | −0.09 (0.073) | −0.07 (0.12) | −0.3 (0.19) | −0.023 (0.11) | −0.37 (0.18)* | −0.04 (0.1) | |
| Contraints | Sand encroachement | 0.17 (0.04)*** | 0.11 (0.05)** | 0.33 (0.13)** | 0.05 (0.034)* | 0.21 (0.06)*** | −0.11 (0.8) | −0.29 (0)*** | 0.37 (0.18)** | 0.03 (0.05) |
| Loss of fertility | 0.18 (0.04)*** | −0.4 (0.3)*** | 0.05 (0.14) | 0.36 (0.02)*** | −0.03 (0.4)*** | 0.26 (0.07)*** | −0.1 (0.4)** | −0.36 (0.1)** | −0.4 (0.3)* | |
| Rains | 0.97 (0.2)*** | −0.6 (0.1)*** | 0.86 (0.82) | −0.024 (0.08) | −0.76 (0.1)*** | −0.68 (0.2)*** | 0.09 (0.15) | −0.37 (0.49) | −0.7 (0.1)* | |
| Soil salinity | −0.15 (0.08)* | 0.3 (0.09)*** | 0.07 (0.25) | 0.34 (0.06)*** | 0.06 (0.14) | 1.05 (0.15)*** | −0.2 (0.1)** | 1.18 (0.3)*** | 0.34 (0.9)*** | |
| Inputs | Manual work | −0.3 (0.04)*** | −0.07 (0.4)** | 0.11 (0.17) | −0.6 (0.03)*** | −0.17 (0.06)** | −0.8 (0.08)*** | −0.4 (0.5)** | 1.18 (0.24)*** | −0.05 (0.04) |
| Agroecological zone | Eastern Senegal | −0.59 (0.6) | −0.23 (0.15) | 2.24 (0.38)*** | −1.03 (0.43)** | 0.53 (0.2)** | 0.75 (0.25)** | 1.48 (0.95)*** | −4.56 (0.8)*** | 0.25 (0.14)* |
| Casamance | −0.82 (0.6) | −0.7 (0.7)*** | 0.15 (0.21) | −1.62 (0.4)*** | −1 (0.11)*** | −0.32 (0.11)** | 1.15 (0.93) | −1.98 (0.3)*** | −0.8 (0.7)*** | |
| Senegal valley | −1.2 (0.59)** | −1.91 (0.4)*** | 0.5 (0.93) | |||||||
| Niayes | −0.94 (0.59) | −1.6 (0.42)*** | 1.04 (0.92) | |||||||
| Agro-silvo-pastoral zone | −0.65 (0.6) | −1.6 (0.42)*** | −0.06 (0.94) | |||||||
| Groundnut basin | −0.89 (0.6) | −1.67 (0.4)*** | 0.33 (0.93) | |||||||
| Seed origins | Local purchase | 0.28 (0.06)*** | 0.045 (0.06) | 0.41 (0.21)* | 0.13 (0.043)** | 0.05 (0.06) | 0.22 (0.11)* | −0.14 (0.06)** | 0.27 (0.16) | 0.04 (0.06) |
| Personal reserve | −0.006 (0.06) | 0.22 (0.058)*** | −0.30 (0.19) | 0.12 (0.04)** | 0.38 (0.07)*** | 0.028 (0.1) | −0.2 (0.05)*** | 0.31 (0.16)* | 0.26 (0.06)*** | |
| Purchase with state subsidy | −0.2 (0.06)*** | 0.09 (0.06) | −0.49 (0.21)** | 0.18 (0.04)*** | 0.19 (0.07)** | 0.17 (0.12) | 1.4 (0.06)*** | −0.53 (0.56) | −0.06 (0.1) | |
| Constant | −283.6 (75.6)* | 292.81 (71.1)*** | −618.8 (264.9)** | 177.52 (51.4)*** | 699.04 (96.6)*** | 510 (129.2)*** | 301 (88.3)*** | 23.3 (275.08) | 261.9 (71.4)*** | |
| Σ | 0.55 (0.007)*** | 0.98 (0.05)*** | 0.53 (0.009)*** | 0.95 (0.10)*** | 0.54 (0.10)*** | 056 (0.007)*** | ||||
| Ρ | 0.04 (0.04) | 1.6 (0.13)*** | 0.09 (0.06) | 1.8 (0.047)*** | −0.53 (0.32) | −0.02 (0.09) | ||||
| Variables | Designations | Dyke | Crop rotation | Certified seed | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Selection | Resilient | Non-resilient | Selection | Resilient | Non-resilient | Selection | Resilient | Non-resilient | ||
| Rainy season of the year 2017 | Humidity | 21 (6.67)*** | −24.74 (7.1)*** | 61.1 (20.79)** | 20.5 (4.9)*** | −29.6 (9.4)*** | 1.74 (12.35) | −29.6 (9.1)** | −1.34 (30.82) | −20.5 (6.7)*** |
| Precipitation | 3.13 (1.28)* | 3.89 (1.52)*** | 26.15 (4.22)*** | −1.91 (1.02)* | 3.51 (1.97)* | 7.1 (2.5)*** | 4.86 (1.93)** | −21.8 (6.4)*** | 7 (1.36)*** | |
| Temperature | 28.9 (15.5)* | −73.3 (17.8)*** | −75.18 (51.75) | −66.2 (11.4)*** | −165 (23.3)*** | −193 (28)*** | −110.3 (23)*** | 217.1 (78)*** | −85.7 (16.8)*** | |
| Dry season of the year 2017 | Humidity | −9.56 (8.24) | 7.97 (10.12) | 83.53 (28.02)** | 55.19 (6.4)*** | 47.5 (13.8)*** | 111 (16)*** | 49.63 (14.4)** | −219 (48.3)*** | 24.96 (9.2)*** |
| Precipitation | 0.91 (0.2)*** | −0.68 (0.17)*** | 1.44 (0.86)* | −0.66 (0.12)*** | −1.3 (0.22)*** | −1.9 (0.3)*** | 0.75 (0.22)** | 0.19.66 (0.72) | −1.3 (0.17)*** | |
| Temperature | 11.21 (30.48) | 189 (40.5)*** | 666.3 (97.8)*** | 192.8 (24)*** | 282 (51.95)*** | 593 (61)*** | 140.4 (55.5)** | −567 (182)*** | 264 (37.8)*** | |
| Rainy season of the year 2018 | Humidity | 4.55 (7.81) | 7.01 (8.30) | −75.83 (25.4)** | −38.23 (5.6)*** | −30.5 (10.6)*** | −64.4 (14)*** | −22.5 (11.4)** | 168.6 (38)*** | −9.47 (7.79) |
| Precipitation | 12.21 (7.67) | −4.29 (1.31)*** | −22.51 (3.7)*** | 2.07 (0.86)** | −2.98 (1.72)* | −5.7 (2)*** | −2.98 (1.56)* | 16.69 (5.37)** | −5.8 (1.16)*** | |
| Dry season of the year 2018 | Humidity | −2.25 (1.12)* | −23.46 (8.4)*** | −57.53 (27.1)** | −57.22 (5.6)*** | −62.7 (10.9)*** | −119 (14)*** | −32.55 (11.5)** | 120.7 (35)*** | −35.58 (7.9)*** |
| Precipitation | −2.82 (0.5)*** | 3.41 (0.39)*** | −5.20 (2.10)** | −0.08 (0.31) | 4.68 (0.5)*** | 2.52 (0.7)*** | −3.09 (0.55)*** | 8.44 (1.77)*** | 3.44 (0.38)*** | |
| Temperature | 7.19 (21.67) | −164.5 (26)*** | −425 (70.8)*** | −155.3 (17)*** | −234.4 (34)*** | −466 (43)*** | −71.06 (36.63)* | 243.5 (114.6)* | −211.5 (24)*** | |
| Household head characteristics | Age | 3.74 (1.92)* | 2.58 (1.80) | 11.69 (5.92)** | 0.13 (1.3) | 2.52 (2.14) | −1.03 (3.28) | −5.06 (1.98)** | −0.48 (5.09) | 3.94 (1.85)** |
| Age2 | −0.51 (0.25)* | −0.34 (0.23) | −1.57 (0.77)** | 0.006 (0.17) | −0.29 (0.28) | 0.17 (0.43) | 0.66 (0.26)** | 0.03 (0.67) | −0.52 (0.24)* | |
| Size of household | −0.24 (0.13)* | 0.13 (0.12) | −0.18 (0.43) | 0.21 (0.08)** | 0.07 (0.16) | 0.6 (0.22)** | 0.14 (0.14) | 0.16 (0.39) | 0.16 (0.12) | |
| Taille2 | 0.07 (0.038)* | −0.042 (0.036) | 0.043 (0.12) | −0.05 (0.025)* | −0.02 (0.04) | −0.15 (0.06)* | −0.05 (0.04) | −0.04 (0.11) | −0.04 (0.036) | |
| Female sex | 0.04 (0.067) | 0.09 (0.07) | 0.11 (0.20) | −0.07 (0.05) | 0.0001 (0.08) | 0.006 (0.12) | −0.1 (0.07) | 0.22 (0.22) | −0.07 (007) | |
| Marital status | −0.008 (0.06) | −0.15 (0.07)** | 0.07 (0.20) | 0.05 (0.05) | −0.17 (0.09)* | 0.15 (0.12) | 0.01 (0.08) | 0.11 (0.37) | −0.13 (0.07)* | |
| Without school level | −0.05 (0.15) | −0.01 (0.14) | −0.06 (0.49) | 0.16 (0.1) | −0.09 (0.18) | 0.40 (0.25) | 0.006 (0.14) | −0.36 (0.38) | 0.12 (0.14) | |
| Primary | −0.09 (0.16) | −0.01 (0.15) | −0.49 (0.50) | 0.26 (0.1)** | −0.04 (0.18) | 0.49 (0.26)* | −0.0003 (0.15) | 0.004 (0.39) | 0.11 (0.15) | |
| Secondary | −0.13 (0.16) | 0.18 (0.15) | −0.19 (0.50) | 0.33 (0.1)** | 0.23 (0.19) | 0.82 (0.26)** | 0.017 (0.15) | −0.14 (0.62) | 0.31 (0.15)** | |
| Higher | 0.10 (0.19) | 0.12 (0.18) | 0.43 (0.60) | 0.2 (0.12) | 0.38 (0.23) | 0.5 (0.32) | −0.34 (0.2)* | −0.16 (0.18) | 0.26 (0.18) | |
| Wolof language | −0.12 (0.05)** | −0.13 (0.053)** | −0.3 (0.16)* | −0.018 (0.37) | −0.19 (0.06)*** | −0.09 (0.097) | 0.15 (0.05)** | −0.25 (0.32) | −0.16 (0.05)*** | |
| Agricultural training | 0.02 (0.11) | −0.02 (0.10) | −0.15 (0.34) | −0.09 (0.073) | −0.07 (0.12) | −0.3 (0.19) | −0.023 (0.11) | −0.37 (0.18)* | −0.04 (0.1) | |
| Contraints | Sand encroachement | 0.17 (0.04)*** | 0.11 (0.05)** | 0.33 (0.13)** | 0.05 (0.034)* | 0.21 (0.06)*** | −0.11 (0.8) | −0.29 (0)*** | 0.37 (0.18)** | 0.03 (0.05) |
| Loss of fertility | 0.18 (0.04)*** | −0.4 (0.3)*** | 0.05 (0.14) | 0.36 (0.02)*** | −0.03 (0.4)*** | 0.26 (0.07)*** | −0.1 (0.4)** | −0.36 (0.1)** | −0.4 (0.3)* | |
| Rains | 0.97 (0.2)*** | −0.6 (0.1)*** | 0.86 (0.82) | −0.024 (0.08) | −0.76 (0.1)*** | −0.68 (0.2)*** | 0.09 (0.15) | −0.37 (0.49) | −0.7 (0.1)* | |
| Soil salinity | −0.15 (0.08)* | 0.3 (0.09)*** | 0.07 (0.25) | 0.34 (0.06)*** | 0.06 (0.14) | 1.05 (0.15)*** | −0.2 (0.1)** | 1.18 (0.3)*** | 0.34 (0.9)*** | |
| Inputs | Manual work | −0.3 (0.04)*** | −0.07 (0.4)** | 0.11 (0.17) | −0.6 (0.03)*** | −0.17 (0.06)** | −0.8 (0.08)*** | −0.4 (0.5)** | 1.18 (0.24)*** | −0.05 (0.04) |
| Agroecological zone | Eastern Senegal | −0.59 (0.6) | −0.23 (0.15) | 2.24 (0.38)*** | −1.03 (0.43)** | 0.53 (0.2)** | 0.75 (0.25)** | 1.48 (0.95)*** | −4.56 (0.8)*** | 0.25 (0.14)* |
| Casamance | −0.82 (0.6) | −0.7 (0.7)*** | 0.15 (0.21) | −1.62 (0.4)*** | −1 (0.11)*** | −0.32 (0.11)** | 1.15 (0.93) | −1.98 (0.3)*** | −0.8 (0.7)*** | |
| Senegal valley | −1.2 (0.59)** | −1.91 (0.4)*** | 0.5 (0.93) | |||||||
| Niayes | −0.94 (0.59) | −1.6 (0.42)*** | 1.04 (0.92) | |||||||
| Agro-silvo-pastoral zone | −0.65 (0.6) | −1.6 (0.42)*** | −0.06 (0.94) | |||||||
| Groundnut basin | −0.89 (0.6) | −1.67 (0.4)*** | 0.33 (0.93) | |||||||
| Seed origins | Local purchase | 0.28 (0.06)*** | 0.045 (0.06) | 0.41 (0.21)* | 0.13 (0.043)** | 0.05 (0.06) | 0.22 (0.11)* | −0.14 (0.06)** | 0.27 (0.16) | 0.04 (0.06) |
| Personal reserve | −0.006 (0.06) | 0.22 (0.058)*** | −0.30 (0.19) | 0.12 (0.04)** | 0.38 (0.07)*** | 0.028 (0.1) | −0.2 (0.05)*** | 0.31 (0.16)* | 0.26 (0.06)*** | |
| Purchase with state subsidy | −0.2 (0.06)*** | 0.09 (0.06) | −0.49 (0.21)** | 0.18 (0.04)*** | 0.19 (0.07)** | 0.17 (0.12) | 1.4 (0.06)*** | −0.53 (0.56) | −0.06 (0.1) | |
| Constant | −283.6 (75.6)* | 292.81 (71.1)*** | −618.8 (264.9)** | 177.52 (51.4)*** | 699.04 (96.6)*** | 510 (129.2)*** | 301 (88.3)*** | 23.3 (275.08) | 261.9 (71.4)*** | |
| 0.55 (0.007)*** | 0.98 (0.05)*** | 0.53 (0.009)*** | 0.95 (0.10)*** | 0.54 (0.10)*** | 056 (0.007)*** | |||||
| 0.04 (0.04) | 1.6 (0.13)*** | 0.09 (0.06) | 1.8 (0.047)*** | −0.53 (0.32) | −0.02 (0.09) | |||||
***<0.01, **<0.05, *<0.10
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