**AWARDS ISSUED PRIOR TO JANUARY 20, 2025, WERE FUNDED UNDER PREVIOUS ADMINISTRATIONS AND MAY NOT REFLECT THE PRIORITIES AND POLICIES OF THE CURRENT ADMINISTRATION.** THE IMPROVEMENT IN THE OPERATION OF SMALL AND LIMITED RESOURCE FARMERS (SLRFS) IN THE ALABAMA BLACK BELT CAN ENHANCE THEIR PROSPERITY AND THAT OF THE COMMUNITY AS A WHOLE. HOWEVER, SLRFS LACK THE ADEQUATE INTEGRATION OF SUPPORTING PRODUCTION MECHANISMS (THAT IS, ECONOMIC, MARKETING, AND FINANCIAL RECORD KEEPING AND RELATED ACTIVITIES) THAT CAN ENHANCE THE LONG-TERM BETTERMENT OF THEIR OPERATIONS. THEREFORE, THE GOAL OF THE PROJECT IS TO IMPROVE THE PROFITABILITY AND VIABILITY OF SLRFS IN RURAL COUNTIES. THE SPECIFIC OBJECTIVES ARE TO (1) ANALYZE THE IMPACT OF INCENTIVES ON FARMER RESPONSE TO USING SUPPORTING PRODUCTION MECHANISMS, (2) ASSESS THE EFFECTIVENESS OF SUPPORTING PRODUCTION MECHANISMS IN ENHANCING EFFICIENCY, INCOME AND PROFITABILITY, AND (3) PROVIDE SUPPORTIVE TECHNICAL ASSISTANCE REGARDING SUPPORTING PRODUCTION MECHANISMS AND OTHER ACTIVITIES. WE INTEND TO USE INCENTIVES IN ASSOCIATION WITH DIRECT ASSISTANCE TO COLLECT DATA FROM PARTICIPANTS. THE DATA WILL BE ANALYZED USING VARIOUS MECHANISMS OR TOOLS TO DETERMINE PERFORMANCE. IT IS EXPECTED THAT THOSE WHO RECEIVE IMMEDIATE INCENTIVES WILL MORE LIKELY ADOPT THE SUPPORTING PRODUCTION MECHANISMS OFFERED. IT IS ALSO EXPECTED THAT THE KNOWLEDGE REGARDING THE SUPPORTING PRODUCTION MECHANISMS WILL IMPROVE EFFICIENCY AND INCOMES, AS WELL AS OTHER PRODUCTION PRACTICES.