Numerous nations hail the agriculture sector as a critical source of wealth creation, and past researches have shown the importance of entrepreneurship in the agriculture industry. However, there is a substantial difference in men and women's rates of taking entrepreneurial initiatives. Prior research has overlooked the significance of entrepreneurial inclination in creating agricultural start-ups from the perspective of gender. The primary objective of this study is to investigate the factors that influence women entrepreneurs working in the business endeavours of the agriculture sector. Using logistic regression, the study looked at a representative interview of 581 samples with individuals (18–65 years of age) from GEM countries. This model demonstrates the connection between the variables' qualities reliant on the data and the determinants. The chapter suggests that policymakers consider the consequences of promoting women's entrepreneurship in the agricultural industry and evolve the policies accordingly.