Adoption of Precision Agriculture Technologies in Northern India: A Push-Pull Framework Approach

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Adoption of precision agriculture technologies is significantly influenced by both pull and push factors.
Pull factors like higher yields (86.66%) and government subsidies (75.55%) attract farmers towards precision farming.
Key push factors include issues like non-availability of skilled labor (84.44%) and high input costs (67.78%).
Policy interventions should address both motivational and structural constraints for broader adoption of precision farming.

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This study investigates adoption factors of precision agriculture technologies in farmers, highlighting push-pull influences.

Chaudhary et al. (2025) studied this question.

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