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Table 3 Maximum Likelihood Estimates of profit frontier function for maize enterprise

From: Profit efficiency in family-owned crop farms in Eastern Cape Province of South Africa: a translog profit function approach

Profit Function

Parameter

Coefficient

Standard error

Z

Pā€‰>ā€‰IzI

Land maize

\({\beta }_{3}\)

2076.298

216.0283

9.61

0.000***

Pricemaize

\({\beta }_{4}\)

177.6758

93.40537

1.90

0.057**

Seedmaize

\({\beta }_{11}\)

āˆ’Ā 9.259969

2.221791

āˆ’Ā 4.17

0.000***

Fertilizer maize

\({\beta }_{22}\)

āˆ’Ā 0.1506242

13.25013

āˆ’Ā 0.01

0.991

Labour Maize

\({\beta }_{33}\)

āˆ’Ā 1.438199

0.478716

āˆ’Ā 3.00

0.003***

Interaction_ Land Seed

\({\beta }_{34}\)

āˆ’Ā 9.262095

6.830793

āˆ’Ā 1.36

0.175

Interaction_ Land Fertilizer

\({\beta }_{3}\)

āˆ’Ā 62.28782

14.99107

āˆ’Ā 4.15

0.000***

Interaction Land Labour

\({\beta }_{4}\)

āˆ’Ā 0.3051261

0.4398202

āˆ’Ā 0.69

0.488

Interaction Area Fertilizer

\({\beta }_{11}\)

0.5752275

0.4204012

1.37

0.171

Interaction Seed Fertilizer

\({\beta }_{22}\)

0.0258996

0.0126448

2.05

0.041**

Interaction Fertilizer Land

\({\beta }_{33}\)

āˆ’Ā 0.011036

0.0669648

āˆ’Ā 0.16

0.869

Constant

\({\beta }_{0}\)

263.5339

245.024

1.08

0.282

Inefficiency

Ā Ā Ā Ā Ā 

Ā Gender

Ā 

āˆ’Ā 32.43931

68.37034

āˆ’Ā 0.47

0.635

Ā Age

Ā 

10.16991

4.013636

2.53

0.011**

Ā Years of schooling

Ā 

āˆ’Ā 6.755783

10.29214

āˆ’Ā 0.66

0.512

Ā Household size

Ā 

āˆ’Ā 61.10439

16.69269

āˆ’Ā 3.66

0.000***

Ā Farming experience

Ā 

1.841484

4.872273

0.38

0.705

Ā Access to extension

Ā 

99.16797

102.3317

0.97

0.333

Ā Access to credit

Ā 

āˆ’Ā 95.7052

57.87496

āˆ’Ā 1.65

0.098*

Ā Constant

Ā 

437.3711

361.3169

1.21

0.226

Vsigma (Heteroskedasticity test)

Ā Ā Ā Ā Ā 

Ā Gender

Ā 

0.9770287

0.3666479

2.66

0.008***

Ā Age

Ā 

āˆ’Ā 0.0771768

0.0191253

āˆ’Ā 4.04

0.000***

Ā Years of Schooling

Ā 

āˆ’Ā 0.2305634

0.0464434

āˆ’Ā 4.96

0.000***

Ā Household size

Ā 

āˆ’Ā 0.1617799

0.0644347

āˆ’Ā 2.51

0.012***

Ā Farming experience

Ā 

0.0828554

0.0161816

5.12

0.000***

Ā Access to extension

Ā 

2.976167

0.3194208

9.32

0.000***

Ā Access to credit

Ā 

āˆ’Ā 4.376702

0.7385109

āˆ’Ā 5.93

0.000***

Ā Constant

Ā 

16.80234

1.081866

15.53

0.000***

  1. Number of obsā€‰=ā€‰157; Wald chi2 (13)ā€‰=ā€‰914.36; Probā€‰>ā€‰chi2ā€‰=ā€‰0.0000; Log likelihoodā€‰=ā€‰āˆ’Ā 1271.2208
  2. **, *Significant at 1% level, 5%, respectively
  3. Stata 14 generated results from survey data