“…For instance, Antwi and Aborisade (2017) used age, gender, education, household size, farm size, price of inputs such as land, fertilizer, weedicides, labour and price of output to examine the factors influencing rain-fed rice farming of smallholder producers and profitability in Ghana. Zakaria et al (2021) used farm size, off-farm income, membership in farmer organizations, contacts with extension agents and other socio-demographic characteristics to assess rice farmers' participation in irrigation in northern Ghana. Donkoh (2020) used sex, age, education, experience, farm size, off-farm, credit, farmer association membership and distance to farm to investigate the adoption of improved rice production technologies in northern Ghana.…”