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Table 5 Maximum likelihood estimates of stochastic frontier production functions for pooled and separate ecological zones.

From: Achieving sustainable development goals on no poverty and zero hunger: Does technical efficiency of Ghana’s maize farmers matter?

Variable

Pooled

Northern Savannah zone

Transition zone

Forest zone

Coastal Savannah zone

Coeff

SE

Coeff

SE

Coeff

SE

Coeff

SE

Coeff

SE

Constant

6.141

 

6.841

0.373

10.280***

0.505

11.176

 

9.154

 

lnFET

0.036*

0.020

0.175***

0.023

0.032***

0.008

0.028**

0.012

0.077***

0.015

lnHEB

0.285***

0.084

0.358

0.046

− 0.385***

0.075

1.549**

0.770

0.190

0.199

lnPET

0.009**

0.004

0.044*

0.004

0.192***

0.048

0.012**

0.011

0.001*

0.002

lnSED

0.025

0.016

− 0.030

0.048

− 0.101***

0.018

2.607***

0.783

0.070***

0.010

lnLAB

− 0.287***

0.076

− 0.363

0.005

− 0.183

0.001

0.123

0.466

− 1.617***

0.200

lnMAN

− 0.005

0.004

0.045***

0.009

0.150***

0.040

0.011

0.011

0.050***

0.003

lnLAD

0.726***

0.143

0.708***

0.161

0.548**

0.244

2.658***

0.339

− 0.507

0.351

lnCAP

− 0.044

0.031

− 0.295***

0.052

− 0.199***

0.063

− 0.461

0.577

− 0.217**

0.091

lnFET × lnFET

− 0.008***

0.002

− 0.013***

0.003

− 0.022***

0.003

− 0.001

0.005

0.050***

0.002

lnPET × lnPET

0.009

0.017

− 0.072

0.063

− 0.001

0.013

− 0.069***

0.019

− 0.085***

0.008

lnHEB × lnHEB

− 0.038***

0.011

− 0.215***

0.023

− 0.147***

0.043

0.063

0.047

0.064***

0.006

lnSED × lnSED

− 0.098***

0.009

− 0.055***

0.021

− 0.082**

0.032

0.314

0.263

− 0.100**

0.046

lnLAB × lnLAB

− 0.016**

0.008

0.010

0.013

− 0.032***

0.007

− 0.062**

0.027

0.221***

0.013

lnMAN × lnMAN

− 0.005**

0.002

− 0.002***

0.005

− 0.053***

0.006

− 0.008**

0.003

− 0.019***

0.001

lnLAD × lnLAD

0.018

0.021

0.099**

0.047

− 0.130

0.109

0.129**

0.064

− 0.581***

0.101

lnCAP × lnCAP

− 0.010***

0.003

0.009**

0.004

− 0.003*

0.002

0.001

0.005

− 0.018***

0.004

lnFET × lnPET

0.036***

0.010

− 0.019**

0.010

0.008

0.011

0.012

0.010

− 0.096***

0.003

lnFET × lnHEB

− 0.002

0.003

− 0.014***

0.004

0.002*

0.001

0.001

0.005

− 0.019***

0.001

lnFET × lnSED

0.007

0.005

0.051**

0.024

− 0.042**

0.013

0.075***

0.012

− 0.084***

0.014

lnFET × lnLAB

− 0.004

0.003

0.008

0.025

0.032**

0.013

− 0.005***

0.002

− 0.038***

0.008

lnFET × lnMAN

− 0.004**

0.002

− 0.053***

0.008

0.016***

0.003

0.017**

0.008

0.006***

0.002

lnFET × lnLAN

0.003**

0.003

− 0.099***

0.022

0.001

0.002

0.006**

0.003

0.014***

0.010

lnPET × lnCAP

0.005***

0.002

0.015***

0.001

0.035***

0.006

− 0.007

0.005

− 0.011***

0.001

lnPET × lnHEB

− 0.032***

0.009

0.026*

0.014

0.110***

0.008

− 0.018

0.012

− 0.019***

0.003

lnSED × lnLAB

− 0.044**

0.020

0.035

0.026

− 0.083***

0.013

0.087

0.172

0.122

0.085

lnSED × lnMAN

− 0.011

0.020

0.109***

0.015

− 0.111***

0.017

− 0.021**

0.010

− 0.012

0.032

lnSED × lnLAD

− 0.164***

0.034

0.028

0.039

0.105***

0.052

− 0.518**

0.227

0.763***

0.090

lnSED × lnCAP

− 0.006

0.007

0.038***

0.011

0.100***

0.028

0.217

0.191

0.205***

0.052

lnSED × lnHEB

0.046***

0.015

0.015

0.019

0.124***

0.011

0.481*

0.250

0.170***

0.011

lnLAB × lnMAN

0.026***

0.008

0.086***

0.026

− 0.055***

0.013

− 0.031

0.023

0.071***

0.010

lnLAB × lnLAD

0.041

0.015

0.042

0.021

0.272***

0.023

− 0.015

0.187

− 0.321***

0.065

lnLAB × lnCAP

− 0.009

0.009

0.041**

0.018

− 0.014

0.009

− 0.006

0.016

− 0.048*

0.029

lnLAB × lnHEB

− 0.104***

0.011

− 0.099***

0.013

− 0.002

0.018

0.057

0.048

0.025

0.050

lnMAN × lnLAD

0.012***

0.023

0.334

0.013

0.309***

0.108

0.002

0.032

− 0.015***

0.003

lnMAN × lnCAP

0.002

0.003

0.079***

0.008

0.016**

0.007

0.002

0.002

0.033***

0.010

lnMAN × lnHEB

0.015**

0.006

0.111***

0.012

− 0.022***

0.004

− 0.003

0.016

− 0.007

0.005

lnLAD × lnCAP

0.013

0.008

− 0.003

0.014

− 0.105***

0.028

− 0.233

0.166

− 0.062

0.040

lnLAD × lnHEB

− 0.006***

0.002

− 0.005***

0.001

− 0.093***

0.013

− 0.533**

0.272

− 0.343***

0.043

lnCAP × lnHEB

− 0.005

0.001

0.002

0.002

− 0.012

0.001

− 0.011**

0.005

− 0.127***

0.011

lnFET × lnCAP

− 0.003

0.002

− 0.005**

0.002

− 0.017***

0.002

− 0.041**

0.012

0.014***

0.003

lnPET × lnSED

− 0.004**

0.001

− 0.012***

0.003

− 0.014***

0.001

− 0.008***

0.001

− 0.001*

0.001

lnPET × lnLAB

0.001

0.0004

0.003***

0.001

0.004***

0.001

− 0.002*

0.001

0.002**

0.001

lnPET × lnMAN

0.006

0.006

0.037

0.057

0.138***

0.007

− 0.042***

0.015

− 0.048***

0.003

lnPET × lnLAD

0.001

0.003

− 0.018

0.043

− 0.021***

0.003

0.013**

0.005

0.007***

0.002

Log-likelihood

− 246.316

 

17.71978

 

21.18604

 

32.206377

 

64.88732

 
  1. The asterisks indicate levels of significance. *** is significant at 1%, ** is significant at 5%, and * is significant at 10%