Skip to main content

Table 6 Nonlinear and linear regression on yields

From: Low potato yields in Kenya: do conventional input innovations account for the yields disparity?

 

Linear regression

Nonlinear regression

Yield

Coefficient

P value

Coefficient

P Value

Fertilizer use per acre

0.01168

0.001**

0.0362579

0.00***

Fertilizer use per acre squared

  

-0.0000605

0.001***

Clean seeds

3.11066

0.041*

2.450674

0.109

Use fungicides

1.84136

0.138

2.322216

0.037**

Constant

9.06671

0

7.172435

***

R 2

4.78

 

8.54

 
 

Controlling for social-economic characteristics

 

Linear regression

Nonlinear regression

Yield

Coefficient

P Value

Coefficient

P Value

Fertilizer use per acre squared

  

-0.0000483

0.009**

Fertuse per acre

0.0070554

0.056*

0.0273886

0.001***

Use clean seeds

2.190173

0.165

1.805383

0.25

Use fungicides

2.667031

0.018**

2.352725

0.037*

Has irrigation equipment

0.5149959

0.56

0.6793034

0.44

Size of land owned

0.0548732

0.427

0.0420069

0.541

Education - Secondary Sch. & above

0.3303141

0.624

0.387795

0.563

Gender (Female)

-1.812674

0.027**

-1.794205

0.027**

Not employed

-0.3628529

0.751

-0.1604294

0.888

Retired

-1.093352

0.415

-1.040537

0.434

Age ( 40 -49 years)

-1.060726

0.225

-1.005677

0.246

Age (50-59 years)

0.1877138

0.833

0.4085131

0.646

Age (Above 60 years)

-1.264216

0.204

-0.9387634

0.345

Region - Central

-2.018409

0.033**

-1.752407

0.064*

Region - Rift Valley

-2.733439

0.006**

-2.257026

0.025**

Visited by Agr. Officer

0.4646729

0.507

0.2337566

0.738

Own Radio or TV

-1.090301

0.365

-1.092433

0.36

Member of farmer group

0.1880047

0.794

0.1577523

0.826

Number of cows

0.0860794

0.601

0.0973959

0.551

Constant

11.76595

0.000***

10.34928

0.000***

R squared

12.3

 

13.82

 
  1. * P <0.1,** P <0.05, *** P <0.01.