Adoption

Z

P > |Z|

Marginal effects

Early warning

5.52 ***

0.000

0.0047517

Membership of a group

3.54 ***

0.000

0.0061809

Technical assistance

−2.63 ***

0.008

−0.0083733

Access to the pesticide

−2.57 ***

0.010

−0.00632

Type of seed

−0.64

0.520

−0.0005743

Land tenure

−0.91

0.363

−0.0498277

Animal traction

1.13

0.259

0.0679735

Possession of smartphone

1.90 *

0.058

0.004699

Possession of phone

0.55

0.583

0.0496573

Cotton income

2.31 **

0.021

8.38e-07

Cotton as the main source of income

−0.67

0.505

−0.0461258

Level of education

0.14

0.887

0.0005284

Cotton area

−0.81

0.418

−0.0374529

Manpower used

−0.86

0.390

−0.002853

Age of the head of household

0.64

o.520

0.0007589

Number of observation = 369

LR chi2 (15) = 56.90

Probit regression

Prob > chi2 = 0.0000

Pseudo R2 = 0.1116