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We investigated the role of labour in explaining the yield gap of cereals at both crop and farm levels on smallholder farms in Southern Ethiopia. A household survey containing detailed information of labour use at crop and farm level of ca. 100 farms in a maize-based system around Hawassa and ca. 100 farms in a wheat-based system around Asella was used for this purpose. Stochastic frontier analysis was combined with the principles of production ecology to decompose maize and wheat yield gaps. Actual maize and wheat yields were on average 1.6 and 2.6 t ha−1, respectively, which correspond to 23 and 26% of the water-limited yield (Yw) of each crop. For both crops, nearly half of the yield gap was attributed to the technology yield gap, indicating sub-optimal crop management to achieve Yw even for the farmers with the highest yields. The efficiency yield gap was ca. 20% of Yw for both crops; it was negatively associated with sowing date and with the proportion of women's labour used for sowing in the case of maize but with the proportion of hired labour used for sowing and weed control in the case of wheat. The resource yield gap was less than 10% of Yw for both crops due to small differences in input use between highest- and lowest-yielding farms. The contribution of capital and farm power availability to crop yields, input use and labour use was analysed at the farm level. Labour calendars showed that crops cultivated in Hawassa were complementary, with peak labour occurring at different times of the year. By contrast, crops cultivated in Asella competed strongly for labour during sowing, hand-weeding and harvesting months, resulting in potential trade-offs at farm level. Oxen ownership was associated with capital availability, but not farm power in Hawassa and with both capital availability and farm power in Asella. Farmers with more oxen applied more nitrogen (N) to maize in Hawassa and cultivated more land in Asella, which is indicative of an intensification pathway in the former and an extensification pathway in the latter. Differences in land:labour ratio and in the types of crops cultivated explained the different strategies used in the two sites. In both sites, although gross margin per unit area increased linearly with increasing crop yield and farm N productivity, gross margin per labour unit increased up to an optimal level of crop yield and farm N productivity after which no further response was observed. This suggests that narrowing the yield gap may not be economically rational in terms of labour productivity. We conclude that labour (and farm power) is not a major determinant of maize yield gaps in Hawassa, but is a major determinant of wheat yield gaps in Asella.

Mechanized farming is an indispensable part of modern agriculture. Bangladesh has managed to achieve significant progress in some components of farm mechanization i.e., irrigation and tillage. The majority of the agricultural operations are still being carried out with manual labor. This paper reports the status of agricultural machineries in the country while analyzing the historical policy changes towards intensive farm mechanization. The potential sectors requiring urgent attention for mechanization was also identified in this study. The manuscript discusses how mechanization could help ensure the food security of the country by maintaining timeliness of agricultural operation. Urgent introduction of mini-combined harvesters during COVID-19 pandemic was discussed as a commendable decision taken by the Government of Bangladesh. It also shows how the use of machine power is increasing in the country through custom hiring based ownership models of the machineries. Local manufacturing of agricultural machineries and spare parts was championed by the fact that small scale industries have developed in this sector. In line with this, we argued that the local companies should focus on precision manufacturing in the coming days. The manuscript also urged the need to include rural youth for sustainable farm mechanization process.

Animal can be very important for carrying domestic water and fuel, reducing drudgery (particularly for women) and reducing time that can be used in other productive or socially important tasks. Foods production, distribution and rural trade are also assisted through animal-powered transport (on-farm, marketing, riding, pack transport. Animal power can also be used for water-lifting, milling, logging and land excavation and road construction Animal power requires little or no foreign exchange. Money invested in animal power circulates within rural areas, helping to revitalize rural economies. While motorized power also brings many benefits, animal power is normally more available and affordable to people in rural areas and fragile environments. The use of farm animal traction is actually on the increased in many countries, it should be included in educational curricula in secondary schools, polytechnics and universities in Nigeria. Government agricultural activities mostly focused on tractor power. There is no need for increased effort towards animal traction since it is a more affordable farm power. The paper aimed at drawing the attention of Extension agents, researchers, decision-makers and teachers on the need to bring animal power topics to focus. &nbsp

Animal can be very important for carrying domestic water and fuel, reducing drudgery (particularly for women) and reducing time that can be used in other productive or socially important tasks. Foods production, distribution and rural trade are also assisted through animal-powered transport (on-farm, marketing, riding, pack transport. Animal power can also be used for water-lifting, milling, logging and land excavation and road construction Animal power requires little or no foreign exchange. Money invested in animal power circulates within rural areas, helping to revitalize rural economies. While motorized power also brings many benefits, animal power is normally more available and affordable to people in rural areas and fragile environments. The use of farm animal traction is actually on the increased in many countries, it should be included in educational curricula in secondary schools, polytechnics and universities in Nigeria. Government agricultural activities mostly focused on tractor power. There is no need for increased effort towards animal traction since it is a more affordable farm power. The paper aimed at drawing the attention of Extension agents, researchers, decision-makers and teachers on the need to bring animal power topics to focus.