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Table 3 Determinants of inorganic fertilizer and improved maize varieties adoption decisions

From: Farm technology adoption in Kenya: a simultaneous estimation of inorganic fertilizer and improved maize variety adoption decisions

Variable

Inorganic fertilizer adoption

Improved maize varieties

Joint adoption

Coefficient

Marginal effect

Coefficient

Marginal effect

Marginal effect

Technology Adoption

 

Manure

−0.79*** (-6.04)

−0.06***(-3.68)

0.03 (0.31)

0.07*** (4.23)

−0.06***(-3.53)

Human and physical capital

 

Head’s age

−0.02** (-2.47)

0.001 (1.34)

0.001 (0.13)

−0.001 (-1.30)

−0.001(-1.03)

Head's age Sq

0.0002**(2.49)

 

−0.0001(-0.96)

  

Head’s education

     

Primary

0.1 (0.75)

−0.02 (-1.28)

0.19**(1.97)

0.02(1.15)

0.04*(1.93)

Secondary

0.14 (0.84)

−0.03 (-1.53)

0.28**(2.21)

0.03(1.32)

0.05**(2.10)

Tertiary

0.18 (0.73)

−0.02 (-0.71)

0.24(1.29)

0.02(0.55)

0.05(1.48)

Male head

0.18 (1.24)

−0.01 (-0.70)

0.18 (1.61)

0.01(0.53)

0.04*(1.92)

Household size

−0.02 (-0.88)

−0.0001(-0.02)

−0.01 (-0.51)

0.0005 (0.13)

−0.003(-0.93)

Wage rate

−0.0002 (-0.09)

−0.00001 (-0.04)

0.0003 (0.16)

−0.0002 (-0.10)

−0.00004(-0.13)

Institutional factors

 

Credit access

3.1*** (4.85)

0.26*** (4.14)

−0.39 (-0.92)

−0.31*** (-4.60)

0.20**(2.23)

Secure tenure

−0.08 (-0.97)

−0.04***(-4.18)

0.26*** (3.94)

0.04*** (4.08)

0.03**(2.33)

Market distance

−0.04*** (-3.05)

−0.001(-0.52)

−0.01** (-2.17)

0.001(0.99)

−0.01***(-3.42)

Plot and soil characteristics

 

Fast-drained soils

0.86*** (6.75)

0.02(1.38)

0.29*** (3.12)

−0.03 (-1.58)

0.11***(6.44)

Plot Size (acres)

0.39*** (6.89)

0.01(0.79)

0.14*** (2.75)

−0.01(-1.59)

0.05***(5.87)

Plot size (acres) Sq.

−0.004***(-4.49)

 

0.0004(0.18)

  

Year 2007

−0.14 (-1.55)

−0.03***(-2.83)

0.14**(2.27)

0.03***(2.82)

0.01 (0.74)

Production Risks

 

Expected yield

0.004*** (11.60)

0.0002*** (6.64)

0.001*** (3.24)

−0.0002*** (-7.90)

0.0004***(11.45)

Variance

−3.63D−07*** (-2.57)

1.32D (0.01)

−1.73D−07* (-1.94)

6.01D−09 (0.46)

−5.47D-08***(-2.73)

Means of time-varying variables

 

Mean head age

0.002 (0.33)

 

0.002(0.40)

  

Mean acres

−0.26*** (-4.48)

 

−0.12**(-2.34)

  

Mean wage

−0.002 (-0.58)

 

0.003 (1.43)

  

Mean household size

0.03 (0.76)

 

0.017 (0.62)

  

Mean expected yield

0.002*** (6.26)

 

0.002***(7.59)

  

Mean variance

−4.13D−07*(-1.79)

 

5.96D−08(0.45)

  

Intercept

−4.41*** (-12.64)

 

−1.87*** (-8.27)

  

LR test (ρ = 0)

χ2(1) = 19.9***

 

χ2(1) = 19.9***

  

No. of Observations

2334

 

2334

  
  1. ***, ** and * indicate significance at 1%, 5% and 10%, respectively; figures in parentheses are Z-scores.