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Table 4 Multinomial logistic regression results on the determinants of food security in cocoa households in the Forest-Savannah Transition Zone of Ghana (n = 236)

From: Cash crops and food security: evidence from smallholder cocoa and cashew farmers in Ghana

Explanatory Variables

Outcome Variable: Household Food Security Statusa

Food Insecure Without Hunger

Food Insecure With Hunger, Moderate

Food Insecure With Hunger, Severe

β

Exp(β)

Sig

β

Exp(β)

Sig

β

Exp(β)

Sig

AGE

− 0.003

0.997

0.893

− 0.013

0.988

0.515

− 0.026

0.974

0.266

FEX

− 0.008

0.992

0.727

0.002

1.002

0.918

0.016

1.016

0.494

COEX

0.022

1.023

0.524

− 0.005

0.995

0.877

0.008

1.008

0.817

SIZE

− 0.023

0.977

0.727

− 0.003

0.997

0.955

− 0.026

0.974

0.741

LAB

0.062

1.064

0.613

0.078

1.082

0.488

0.202

1.224

0.115

LAND

− 0.266**

0.767

0.030

− 0.103

0.902

0.337

− 0.159

0.853

0.243

GACI

− 0.012

0.988

0.639

− 0.087**

0.916

0.012

− 0.056*

0.945

0.088

CINC

− 0.021

0.979

0.718

0.044

1.045

0.462

0.022

1.022

0.703

SEX

− 0.381

0.683

0.560

− 0.356

0.701

0.541

− 0.808

0.446

0.271

EDU

1.4***

4.056

0.005

0.280

1.322

0.569

1.488***

4.430

0.006

LIVE

0.950**

2.586

0.048

0.763*

2.145

0.073

0.108

1.114

0.843

OFF

− 0.429

0.651

0.352

− 0.423

0.655

0.298

0.010

1.010

0.984

EXT

− 0.074

0.928

0.880

0.369

1.447

0.373

− 0.306

0.737

0.564

CRED

− 0.160

0.853

0.767

− 0.052

0.950

0.912

− 0.034

0.967

0.953

CASHEW

0.691

1.996

0.149

1.209****

3.349

0.004

1.656****

5.241

0.001

DISP

0.307

0.736

0.555

0.394

1.482

0.335

0.989**

2.689

0.044

Goodness of Fit and Model Performance Statistics

Number of Observations

236

     

− 2 Log Likelihood

532.977

     

Likelihood Ratio (LR) Chi-square

80.631****

     

Nagelkerke (Pseudo) R2

0.313

     
  1. aReference category is food secure *Significant at 10%, **Significant at 5%, ***Significant at 1%, ****Significant at 0.5%