R&D Innovation Adoption, Climatic Sensitivity, and Absorptive Ability Contribution for Agriculture TFP Growth in Pakistan
Summary. Agricultural R&D innovation adoption significantly boosts total factor productivity growth in Pakistan, particularly through tractors, improved seeds, and fertilizer use. Climate factors, especially moderate rainfall, positively affect productivity. However, farmers' weak absorptive capacity limits gains. The study recommends government investment in extension services, farmer training, and climate-smart agriculture practices including rainwater harvesting infrastructure to enhance technology adoption and farmer knowledge.
Cite this article
Usman, M., Hameed, G., Saboor, A., Almas, L. K., & Hanif, M.. (2021). R&D Innovation Adoption, Climatic Sensitivity, and Absorptive Ability Contribution for Agriculture TFP Growth in Pakistan. Agriculture. https://doi.org/10.3390/agriculture11121206
Usman, Muhammad, et al. “R&D Innovation Adoption, Climatic Sensitivity, and Absorptive Ability Contribution for Agriculture TFP Growth in Pakistan.” Agriculture, 2021. https://doi.org/10.3390/agriculture11121206.
Usman, Muhammad, Gulnaz Hameed, Abdul Saboor, Lal K. Almas, and Muhammad Hanif. 2021. “R&D Innovation Adoption, Climatic Sensitivity, and Absorptive Ability Contribution for Agriculture TFP Growth in Pakistan.” Agriculture. https://doi.org/10.3390/agriculture11121206.
@article{usman-2021-r-amp-d-innovation-adoption,
title = {R&D Innovation Adoption, Climatic Sensitivity, and Absorptive Ability Contribution for Agriculture TFP Growth in Pakistan},
author = {Muhammad Usman and Gulnaz Hameed and Abdul Saboor and Lal K. Almas and Muhammad Hanif},
journal = {Agriculture},
year = {2021},
doi = {10.3390/agriculture11121206},
url = {https://doi.org/10.3390/agriculture11121206}
}
TY - JOUR TI - R&D Innovation Adoption, Climatic Sensitivity, and Absorptive Ability Contribution for Agriculture TFP Growth in Pakistan AU - Muhammad Usman AU - Gulnaz Hameed AU - Abdul Saboor AU - Lal K. Almas AU - Muhammad Hanif JO - Agriculture PY - 2021 DO - 10.3390/agriculture11121206 UR - https://doi.org/10.3390/agriculture11121206 ER -
Details
- DOI
- 10.3390/agriculture11121206
- Countries
- Pakistan
- Regions
- Asia
- Categories
- agtech, climate-and-environment, policy
- Added
- 2026-04-28