This study explores the perception of farmers towards farm mechanization in Telangana,
focusing on paddy, maize, and cotton crops across three districts. A total of 240 farmers were
selected through purposive and random sampling techniques. The study utilized an ex-post-facto
approach and conducted data analysis using correlation, regression, and path analysis. Results
revealed that the majority of farmers (61.66%) had a medium level of perception towards farm
mechanization. Key influencing factors included education, farm size, irrigation availability,
source of information, and extension contact. Stepwise regression analysis identified eight
significant variables, with irrigation status, age, education, and extension-related factors showing
the strongest influence. The model explained 48.90% of the variance in farmers’ perceptions. To
address the key challenges in understanding the benefits of farm mechanization by farmers. The
findings highlight the need for improved access to information, extension services and
availability of mechanization services had increased the level of perception towards
mechanization. Recognizing these determinants is essential for policymakers striving to promote
efficient & sustainable agricultural practices through mechanization.