Education has a bigger impact on agricultural productivity in modernizing areas compared to traditional ones. Workers and how resources are allocated play a role in increasing productivity in both regions. Extension services don't have a significant effect on output. Education and farm revenue, as well as education and modern input use, are positively linked in both regions. However, the relationship between education and modern innovations is stronger in modernizing areas. Child mortality decreases as education levels increase in both regions.