Table 2.
Multiple Regression Coefficients for Determinants of Soil Quality Parameters.
OC |
RC |
pH |
P |
|||||
---|---|---|---|---|---|---|---|---|
MODEL-I | MODEL-II | MODEL-III | MODEL-IV | MODEL-V | MODEL-VI | MODEL-VII | MODEL-VIII | |
Size of Maize Plot (Ha) | −0.200 | −0.12 | 0.002 | 0.001 | −0.08 | −0.02 | −0.74 | −3.15 |
Duration Plot used (Yrs) | 0.0005 | 0.001 | −1.2E-05 | −0.00002 | 0.005 | 0.001 | −0.01 | −0.01 |
Proportion of land left fallow | 0.057* | 0.05* | 0.0005 | 0.0005 | 0.002 | 0.02 | −0.92 | −0.51 |
Terraces Implemented (Yes=1) | 0.065 | 0.06 | −0.001 | −0.001 | −0.07 | −0.02 | 3.21 | 3.13* |
Mechanized Land preparation (Yes=1) | −0.969*** | −0.68*** | −0.011*** | −0.008* | 0.38* | 0.26 | 8.45* | −1.29 |
Use of Crop residues (Yes=1) | 0.054 | 0.01 | 0.001 | −0.0002 | −0.10 | −0.05 | 1.19 | 0.92 |
Quantity of Manure used (Kg/Ha) | 0.045*** | 0.03* | 0.00015 | 0.0003 | 3E-05*** | 0.00002** | −0.69 | 0.72** |
Quantity of Nitrogen (Kg/Ha) | −0.002** | −0.001 | 7.4E-06 | 0.00,001 | 0.003 | 0.0001 | 0.04** | 0.03 |
Quantity of Phosphorous (Kg/Ha) | 0.002 | 0.001 | 3.7E-07 | −0.000001 | 0.002 | −0.0002 | −0.04 | −0.03 |
Clay content in the soil (%) | 0.008** | 0.01** | 0.0002* | 0.000055 | −0.02*** | −0.01*** | −0.05 | 0.18** |
Soil pH | −0.082 | −0.04 | 0.005*** | 0.007*** | – | – | 8.60*** | 8.12*** |
Farm has Cashcrop (Yes=1) | −0.188** | −0.18** | 0.015*** | −0.00005 | 0.14 | 0.13 | −1.83 | 2.53 |
Total Organic Carbon (%) | 0.003*** | 0.015*** | ||||||
County Dummy (Machakos=1) | −0.03 | −0.009* | −0.04 | 10.81** | ||||
Population Density (Persons/Km2) | 0.01** | −0.001*** | 0.01** | 0.94*** | ||||
Population Density Squared (Persons/Km2) | −1.2E-05** | 4.2E-07*** | −0.00001** | −0.0006*** | ||||
Proportion of land under crops | 0.36** | 0.003 | −0.08 | −1.34 | ||||
Distance to Cereals Board (Km) | 0.01** | −0.00009 | 0.01 | −0.16 | ||||
Cost of Transporting Fertilizer (Ksh/50 Kg bag/km) | 0.0004* | −0.00001 | −0.0001 | 0.00 | ||||
Village Wage rate (KSh/Manday) | −0.002 | −0.00002 | 0.004 | 0.20*** | ||||
Distance to nearest extension services (kms) | −0.01 | −0.00016 | −0.02** | 0.00 | ||||
Price of DAP Fertilizer (KSh/Kg) | 0.02 | −0.00021** | 0.01* | −0.16 | ||||
Land Tenure (Secure=1) | 0.03 | −0.003* | 0.06 | −1.12 | ||||
Number of Adults in the Household | 0.04 | 0.00004 | 0.01 | −0.98 | ||||
Education level of the household head (Years) | 0.01* | 0.00005 | −0.01* | 0.24** | ||||
Age of the Household Head(Years) | −0.002 | 0.00002 | 0.003 | 0.06 | ||||
Distance to nearest town (Km) | −0.01 | 0.00,030* | −0.02* | 0.01 | ||||
INTERCEPT | 2.189 | −4.24*** | 0.013 | 0.195*** | 6.28*** | 0.94*** | −32.19*** | −398.48*** |
R2 | 0.13 | 0.34 | 0.41 | 0.48 | 0.08 | 0.20 | 0.18 | 0.44 |
F | 3.42 | 5.09 | 14.78 | 9.22 | 1.70 | 2.28 | 5.05 | 8.13 |
Number of Observations (N) | 290 | 290 | 290 | 290 | 290 | 290 | 290 | 290 |
*,**,*** parameters are significant at the 0.1, 0.05 and 0.01 levels respective. OC = Organic Carbon, RC = Reactive Carbon P = Plant available Phosphorous.