Author: Takeshima, Hiroyuki
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Political Science
Languages : en
Pages : 34
Book Description
In Nigeria, despite the scarcity of tractors, average horsepower and prices of tractors appear high. These patterns are different from the experiences in other parts of the world where initially tractor horsepower was often smaller, such as Asia, or farmers were better endowed with land and wealth, such as Latin America. In Nigeria, joint ownership of tractors is rare, and formal loans are often unavailable due to high transactions costs. IFPRI’s survey in Kaduna and Nasarawa states in 2013 suggested that the spatial mobility of tractors is generally low and the use of tractors is highly seasonal. There do not seem to be plausible explanations for the seeming dominance of large tractor use based on available information on prices and soils. Nevertheless, these patterns seem driven by the own initiative of the private sector rather than by government policies. Indivisibility of large tractors and limited mobility of supplies may cause imperfections in the custom tractor hiring market. In order to distinguish the impacts of technology adoption at the extensive margin from those at the intensive margin, in the empirical analyses for the research presented here we tested these hypotheses focusing on the differences among marginal adopters of tractor hiring services and non-adopters with similar characteristics. The results are three-fold: (1) adoptions patterns of tractor services are partly explained by basic factor endowments, suggesting that the market for custom hiring is in some way functioning efficiently in response to economic conditions; (2) adoptions are, however, affected by supply-side factors, including the presence of large farm households (and thus potential tractor owners) within the district, and (3) per capita household expenditure level differs significantly between the marginal adopters and non-adopters with similar characteristics. This difference seems to arise from adoption per se, rather than the intensity of adoption, which is consistent with the hypothesis of imperfection in the custom tractor hiring market.
Market imperfections for tractor service provision in Nigeria
Author: Takeshima, Hiroyuki
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Political Science
Languages : en
Pages : 34
Book Description
In Nigeria, despite the scarcity of tractors, average horsepower and prices of tractors appear high. These patterns are different from the experiences in other parts of the world where initially tractor horsepower was often smaller, such as Asia, or farmers were better endowed with land and wealth, such as Latin America. In Nigeria, joint ownership of tractors is rare, and formal loans are often unavailable due to high transactions costs. IFPRI’s survey in Kaduna and Nasarawa states in 2013 suggested that the spatial mobility of tractors is generally low and the use of tractors is highly seasonal. There do not seem to be plausible explanations for the seeming dominance of large tractor use based on available information on prices and soils. Nevertheless, these patterns seem driven by the own initiative of the private sector rather than by government policies. Indivisibility of large tractors and limited mobility of supplies may cause imperfections in the custom tractor hiring market. In order to distinguish the impacts of technology adoption at the extensive margin from those at the intensive margin, in the empirical analyses for the research presented here we tested these hypotheses focusing on the differences among marginal adopters of tractor hiring services and non-adopters with similar characteristics. The results are three-fold: (1) adoptions patterns of tractor services are partly explained by basic factor endowments, suggesting that the market for custom hiring is in some way functioning efficiently in response to economic conditions; (2) adoptions are, however, affected by supply-side factors, including the presence of large farm households (and thus potential tractor owners) within the district, and (3) per capita household expenditure level differs significantly between the marginal adopters and non-adopters with similar characteristics. This difference seems to arise from adoption per se, rather than the intensity of adoption, which is consistent with the hypothesis of imperfection in the custom tractor hiring market.
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Political Science
Languages : en
Pages : 34
Book Description
In Nigeria, despite the scarcity of tractors, average horsepower and prices of tractors appear high. These patterns are different from the experiences in other parts of the world where initially tractor horsepower was often smaller, such as Asia, or farmers were better endowed with land and wealth, such as Latin America. In Nigeria, joint ownership of tractors is rare, and formal loans are often unavailable due to high transactions costs. IFPRI’s survey in Kaduna and Nasarawa states in 2013 suggested that the spatial mobility of tractors is generally low and the use of tractors is highly seasonal. There do not seem to be plausible explanations for the seeming dominance of large tractor use based on available information on prices and soils. Nevertheless, these patterns seem driven by the own initiative of the private sector rather than by government policies. Indivisibility of large tractors and limited mobility of supplies may cause imperfections in the custom tractor hiring market. In order to distinguish the impacts of technology adoption at the extensive margin from those at the intensive margin, in the empirical analyses for the research presented here we tested these hypotheses focusing on the differences among marginal adopters of tractor hiring services and non-adopters with similar characteristics. The results are three-fold: (1) adoptions patterns of tractor services are partly explained by basic factor endowments, suggesting that the market for custom hiring is in some way functioning efficiently in response to economic conditions; (2) adoptions are, however, affected by supply-side factors, including the presence of large farm households (and thus potential tractor owners) within the district, and (3) per capita household expenditure level differs significantly between the marginal adopters and non-adopters with similar characteristics. This difference seems to arise from adoption per se, rather than the intensity of adoption, which is consistent with the hypothesis of imperfection in the custom tractor hiring market.
Is access to tractor service a binding constraint for Nepali Terai farmers?
Author: Takeshima, Hiroyuki
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Social Science
Languages : en
Pages : 36
Book Description
Using results from the three rounds of Nepal Living Standard Surveys (conducted in 1995, 2003, and 2010), this study empirically assesses whether access to rented tractors or custom hiring services is a binding constraint on the income growth of farm households in Nepal. Because four-wheel tractors of medium horsepower are still the primary suppliers of these tractor services, access to these services can be restricted. First, we investigated the determinants of the adoption of hired tractors as well as the intensity of their use (measured by real annual expenditures on renting tractors). Results suggest that the adoption and the intensity patterns are generally consistent with the conventional theory of the demand for agricultural mechanization, indicating that the supply of these services may be relatively efficient in meeting the demand. However, adoption is still affected by the presence of tractor owners within the same village district committee, indicating that the proximity to tractor service providers may still partly determine accessibility. This second point was more formally tested using matching estimators within the Terai region of Nepal. It was found that, on average, the supply of tractor services might have evolved to a relatively efficient level in the Terai so that those who benefited from renting in tractors generally had access to such services. However, for at least certain segments of farm households in the Terai, insufficient access to tractor services was still a binding constraint on the growth of farm household incomes. The policy implications of these findings are briefly discussed in the last section.
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Social Science
Languages : en
Pages : 36
Book Description
Using results from the three rounds of Nepal Living Standard Surveys (conducted in 1995, 2003, and 2010), this study empirically assesses whether access to rented tractors or custom hiring services is a binding constraint on the income growth of farm households in Nepal. Because four-wheel tractors of medium horsepower are still the primary suppliers of these tractor services, access to these services can be restricted. First, we investigated the determinants of the adoption of hired tractors as well as the intensity of their use (measured by real annual expenditures on renting tractors). Results suggest that the adoption and the intensity patterns are generally consistent with the conventional theory of the demand for agricultural mechanization, indicating that the supply of these services may be relatively efficient in meeting the demand. However, adoption is still affected by the presence of tractor owners within the same village district committee, indicating that the proximity to tractor service providers may still partly determine accessibility. This second point was more formally tested using matching estimators within the Terai region of Nepal. It was found that, on average, the supply of tractor services might have evolved to a relatively efficient level in the Terai so that those who benefited from renting in tractors generally had access to such services. However, for at least certain segments of farm households in the Terai, insufficient access to tractor services was still a binding constraint on the growth of farm household incomes. The policy implications of these findings are briefly discussed in the last section.
Custom hiring services in agriculture: An institutional economic study in eastern dry zones of Karnataka
Author: Ranjith Kumar P.S
Publisher: Prem Jose
ISBN:
Category : Reference
Languages : en
Pages : 201
Book Description
The present study has been carried out in Eastern Dry Zone of Karnataka which is one of the major agricultural production zone facing sever labour shortage and have scope for mechanization. The primary data for the study has been collected from the 30 CHS providers and 150 farmers. The study focused on characteristic features, farm machinery inventory available with different custom hire service (CHS) providers, economic feasibility, investment pattern, benefits in use of different CHS providers and problems faced by the farmers as well as the CHS providers in the study region. The results indicated that the government subsidized Non Governmental organization (NGO) operated CHSCs are following stringent norms in providing farm machinery services and payments towards services compared to other CHS providers in the study region. The NGO operated CHSC in Chikkaballapur had invested highest compared to other CHS providers. Irrespective of the CHS providers and region, the investment made on tillage equipments was the highest. However, the government subsidized CHSCs own maximum number farm machinery inventory compared to other CHS providers irrespective of the region. The feasible factors highlighted that all the government subsidized CHS providers are economically feasible and NGO operated CHSC in Tumkur is capable of generating higher returns. In addition, it was found that the farmers have realized 10 to 20 per cent higher returns from using custom hire services from government subsidized CHSC than other CHS providers. The non-availability of skilled labour, spare parts of farm machinery and repair and maintenance and local workshops were the major constraints faced by the CHS providers. While non-availability of machinery services in time, quality of farm operation and payment options were the major constraints faced by the farmers.
Publisher: Prem Jose
ISBN:
Category : Reference
Languages : en
Pages : 201
Book Description
The present study has been carried out in Eastern Dry Zone of Karnataka which is one of the major agricultural production zone facing sever labour shortage and have scope for mechanization. The primary data for the study has been collected from the 30 CHS providers and 150 farmers. The study focused on characteristic features, farm machinery inventory available with different custom hire service (CHS) providers, economic feasibility, investment pattern, benefits in use of different CHS providers and problems faced by the farmers as well as the CHS providers in the study region. The results indicated that the government subsidized Non Governmental organization (NGO) operated CHSCs are following stringent norms in providing farm machinery services and payments towards services compared to other CHS providers in the study region. The NGO operated CHSC in Chikkaballapur had invested highest compared to other CHS providers. Irrespective of the CHS providers and region, the investment made on tillage equipments was the highest. However, the government subsidized CHSCs own maximum number farm machinery inventory compared to other CHS providers irrespective of the region. The feasible factors highlighted that all the government subsidized CHS providers are economically feasible and NGO operated CHSC in Tumkur is capable of generating higher returns. In addition, it was found that the farmers have realized 10 to 20 per cent higher returns from using custom hire services from government subsidized CHSC than other CHS providers. The non-availability of skilled labour, spare parts of farm machinery and repair and maintenance and local workshops were the major constraints faced by the CHS providers. While non-availability of machinery services in time, quality of farm operation and payment options were the major constraints faced by the farmers.
An evolving paradigm of agricultural mechanization development: How much can Africa learn from Asia?
Author: Diao, Xinshen, ed.
Publisher: Intl Food Policy Res Inst
ISBN: 0896293807
Category : Political Science
Languages : en
Pages : 548
Book Description
Agricultural mechanization in Africa south of the Sahara — especially for small farms and businesses — requires a new paradigm to meet the needs of the continent’s evolving farming systems. Can Asia, with its recent success in adopting mechanization, offer a model for Africa? An Evolving Paradigm of Agricultural Mechanization Development analyzes the experiences of eight Asian and five African countries. The authors explore crucial government roles in boosting and supporting mechanization, from import policies to promotion policies to public good policies. Potential approaches presented to facilitating mechanization in Africa include prioritizing market-led hiring services, eliminating distortions, and developing appropriate technologies for the African context. The role of agricultural mechanization within overall agricultural and rural transformation strategies in Africa is also discussed. The book’s recommendations and insights should be useful to national policymakers and the development community, who can adapt this knowledge to local contexts and use it as a foundation for further research.
Publisher: Intl Food Policy Res Inst
ISBN: 0896293807
Category : Political Science
Languages : en
Pages : 548
Book Description
Agricultural mechanization in Africa south of the Sahara — especially for small farms and businesses — requires a new paradigm to meet the needs of the continent’s evolving farming systems. Can Asia, with its recent success in adopting mechanization, offer a model for Africa? An Evolving Paradigm of Agricultural Mechanization Development analyzes the experiences of eight Asian and five African countries. The authors explore crucial government roles in boosting and supporting mechanization, from import policies to promotion policies to public good policies. Potential approaches presented to facilitating mechanization in Africa include prioritizing market-led hiring services, eliminating distortions, and developing appropriate technologies for the African context. The role of agricultural mechanization within overall agricultural and rural transformation strategies in Africa is also discussed. The book’s recommendations and insights should be useful to national policymakers and the development community, who can adapt this knowledge to local contexts and use it as a foundation for further research.
Overview of the evolution of agricultural mechanization in Nigeria
Author: Takeshima, Hiroyuki
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Political Science
Languages : en
Pages : 41
Book Description
Demand for mechanization in Nigeria is growing in a fairly consistent way predicted by economic theories. The farming system has intensified and the use of animal traction has grown at a substantial rate. Demand side factors considerably explain the low adoptions of tractors in Nigeria. Where demand is sufficient for tractors, the private sector has emerged over time as a more efficient provider of hiring services (particularly farmer-tofarmer services) than the public sector. Conditions are consistent with the hypotheses that, because of generally low support for the agricultural sector in Nigeria in the past few decades, agricultural mechanization (tractor use in particular) has remained low despite the declining share of the workforce engaged in the agricultural sector. Agricultural transformation in the form of a declining agricultural labor force has happened partly through the growth in the oil industry since the 1970s. Instead of inducing further exit from farming, tractor adoptions in Nigeria might have helped those who have remained in farming to start expanding their production scale. A knowledge gap, however, still remains regarding the dominance of large tractors and the potential effects of tractor adoptions on smallholders who have yet to adopt them.
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Political Science
Languages : en
Pages : 41
Book Description
Demand for mechanization in Nigeria is growing in a fairly consistent way predicted by economic theories. The farming system has intensified and the use of animal traction has grown at a substantial rate. Demand side factors considerably explain the low adoptions of tractors in Nigeria. Where demand is sufficient for tractors, the private sector has emerged over time as a more efficient provider of hiring services (particularly farmer-tofarmer services) than the public sector. Conditions are consistent with the hypotheses that, because of generally low support for the agricultural sector in Nigeria in the past few decades, agricultural mechanization (tractor use in particular) has remained low despite the declining share of the workforce engaged in the agricultural sector. Agricultural transformation in the form of a declining agricultural labor force has happened partly through the growth in the oil industry since the 1970s. Instead of inducing further exit from farming, tractor adoptions in Nigeria might have helped those who have remained in farming to start expanding their production scale. A knowledge gap, however, still remains regarding the dominance of large tractors and the potential effects of tractor adoptions on smallholders who have yet to adopt them.
Farm household typologies and mechanization patterns in Nepal Terai
Author: Takeshima, Hiroyuki
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Social Science
Languages : en
Pages : 56
Book Description
Although Nepal formulated an agricultural mechanization promotion policy in 2014, there is still much to learn about tailoring mechanization policies to different types of farm households. The Terai belt in Nepal has seen steady growth in tractor use in the past 20 years, but heterogeneity exists among farm households. In this study, we use Nepal Living Standards Survey data to analyze such heterogeneity from a farm typology perspective. We characterize farm households based on use of external agricultural inputs, including tractors. Growth of tractor use in the Terai is associated with input use intensification per cultivated area, rather than significant expansion of cultivated area. Tractor use in the Terai appears to have grown as part of such land-saving intensification, although larger farm owners do hire in more tractors. We find that differences in household income portfolios are not straightforward between tractor renters and nonrenters, without clear differences in specialization of economic activities as well as farming systems. Tractor renters consist of various types, including the power-intensive mechanizer, intensive labor hirer, and fertilizer-based intensifier. Such heterogeneity recommends the use of tailored mechanization policy options.
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Social Science
Languages : en
Pages : 56
Book Description
Although Nepal formulated an agricultural mechanization promotion policy in 2014, there is still much to learn about tailoring mechanization policies to different types of farm households. The Terai belt in Nepal has seen steady growth in tractor use in the past 20 years, but heterogeneity exists among farm households. In this study, we use Nepal Living Standards Survey data to analyze such heterogeneity from a farm typology perspective. We characterize farm households based on use of external agricultural inputs, including tractors. Growth of tractor use in the Terai is associated with input use intensification per cultivated area, rather than significant expansion of cultivated area. Tractor use in the Terai appears to have grown as part of such land-saving intensification, although larger farm owners do hire in more tractors. We find that differences in household income portfolios are not straightforward between tractor renters and nonrenters, without clear differences in specialization of economic activities as well as farming systems. Tractor renters consist of various types, including the power-intensive mechanizer, intensive labor hirer, and fertilizer-based intensifier. Such heterogeneity recommends the use of tailored mechanization policy options.
Agricultural mechanization and agricultural transformation
Author: Diao, Xinshen
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Political Science
Languages : en
Pages : 56
Book Description
A renewed focus on agriculture’s potential contribution to economic transformation in Africa has resulted in increased attention paid to agricultural mechanization. African agriculture still relies predominantly on human muscle power despite anecdotal evidence on urbanization and rising rural wages, in contrast to other developing regions that have experienced rapid increases in agricultural mechanization during the past few decades. Past state-led mechanization pushes in Africa often failed due to insufficient understanding of the nature of demand for mechanization technologies among farmers and insufficient knowledge of private-sector functions. This background paper reviews the factors likely to influence farmer demand for mechanization in Africa and details different existing and potential mechanization supply models. Although an empirical analysis of mechanization demand and the effectiveness of supply chains is beyond the scope of this paper, in part due to data limitations, this paper suggests that demand for mechanization may be emerging in some parts of Africa. It also suggests that private-sector-driven supply models are better positioned to meet this demand than direct government involvement and certain types of subsidized programs. The paper then identifies possible areas for government support to complement private-sector leadership in developing mechanization supply chains. Nevertheless, significant further research is required to better understand the changing nature of mechanization demand in Africa and the extent and effectiveness of different supply models in meeting it.
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Political Science
Languages : en
Pages : 56
Book Description
A renewed focus on agriculture’s potential contribution to economic transformation in Africa has resulted in increased attention paid to agricultural mechanization. African agriculture still relies predominantly on human muscle power despite anecdotal evidence on urbanization and rising rural wages, in contrast to other developing regions that have experienced rapid increases in agricultural mechanization during the past few decades. Past state-led mechanization pushes in Africa often failed due to insufficient understanding of the nature of demand for mechanization technologies among farmers and insufficient knowledge of private-sector functions. This background paper reviews the factors likely to influence farmer demand for mechanization in Africa and details different existing and potential mechanization supply models. Although an empirical analysis of mechanization demand and the effectiveness of supply chains is beyond the scope of this paper, in part due to data limitations, this paper suggests that demand for mechanization may be emerging in some parts of Africa. It also suggests that private-sector-driven supply models are better positioned to meet this demand than direct government involvement and certain types of subsidized programs. The paper then identifies possible areas for government support to complement private-sector leadership in developing mechanization supply chains. Nevertheless, significant further research is required to better understand the changing nature of mechanization demand in Africa and the extent and effectiveness of different supply models in meeting it.
Agricultural mechanization
Author: Food and Agriculture Organization of the United Nations
Publisher: Food & Agriculture Org.
ISBN: 9251093814
Category : Technology & Engineering
Languages : en
Pages : 55
Book Description
This paper is specifically about agricultural mechanisation: the opportunities provided by mechanisation for intensifying production in a sustainable manner, in value addition and agri-food value chain development, as well as the inherent opportunities implied for improved local economies and livelihoods. The establishment of viable business enterprises agro-processors, transport services, and so forth as a result of increased agricultural mechanisation in rural areas, is crucial to creating employment and income opportunities and, thereby, enhancing the demand for farm produce. Mechanisation plays a key role in enabling the growth of commercial agri-food systems and the efficiency of post-harvest handling, processing and marketing operations, and as such can be a major determinant in the availability and accessibility of food, the food prices paid by urban and rural poor, as well as contributing to increased household food security.
Publisher: Food & Agriculture Org.
ISBN: 9251093814
Category : Technology & Engineering
Languages : en
Pages : 55
Book Description
This paper is specifically about agricultural mechanisation: the opportunities provided by mechanisation for intensifying production in a sustainable manner, in value addition and agri-food value chain development, as well as the inherent opportunities implied for improved local economies and livelihoods. The establishment of viable business enterprises agro-processors, transport services, and so forth as a result of increased agricultural mechanisation in rural areas, is crucial to creating employment and income opportunities and, thereby, enhancing the demand for farm produce. Mechanisation plays a key role in enabling the growth of commercial agri-food systems and the efficiency of post-harvest handling, processing and marketing operations, and as such can be a major determinant in the availability and accessibility of food, the food prices paid by urban and rural poor, as well as contributing to increased household food security.
Boserupian pressure and agricultural mechanization in modern Ghana
Author: Cossar, Frances
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Political Science
Languages : en
Pages : 32
Book Description
The adoption of machinery in agricultural production in Africa south of the Sahara has been far behind the level of mechanization found in Asia and Latin America. However, recent survey data have revealed high levels of machinery use in localized areas of cereal production in northern Ghana. A survey conducted by the International Food Policy Research Institute, in partnership with the Savannah Agriculture Research Institute, found that in some areas more than 80 percent of farmers were using machinery for at least one operation. This paper considers the theoretical drivers of agricultural intensification, as outlined by Boserup, Pingali, and Binswanger, and the extent to which they are able to explain the spatial variation in machinery use found in northern Ghana. Population pressure, market access, and agroecological conditions are considered key drivers that cause farmers to find ways to increase productivity and adopt new technologies. Combining survey data with geospatial datasets, the empirical analysis finds that population growth and travel time to the local urban center explain a significant and large proportion of the variation in machinery use by farmers.
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Political Science
Languages : en
Pages : 32
Book Description
The adoption of machinery in agricultural production in Africa south of the Sahara has been far behind the level of mechanization found in Asia and Latin America. However, recent survey data have revealed high levels of machinery use in localized areas of cereal production in northern Ghana. A survey conducted by the International Food Policy Research Institute, in partnership with the Savannah Agriculture Research Institute, found that in some areas more than 80 percent of farmers were using machinery for at least one operation. This paper considers the theoretical drivers of agricultural intensification, as outlined by Boserup, Pingali, and Binswanger, and the extent to which they are able to explain the spatial variation in machinery use found in northern Ghana. Population pressure, market access, and agroecological conditions are considered key drivers that cause farmers to find ways to increase productivity and adopt new technologies. Combining survey data with geospatial datasets, the empirical analysis finds that population growth and travel time to the local urban center explain a significant and large proportion of the variation in machinery use by farmers.
The State of Food and Agriculture 2022
Author: Food and Agriculture Organization of the United Nations
Publisher: Food & Agriculture Org.
ISBN: 925136043X
Category : Political Science
Languages : en
Pages : 182
Book Description
Automation has been shaping world agriculture since the early twentieth century. Motorized mechanization has brought significant benefits in terms of improved productivity, reduced drudgery and more efficient allocation of labour, but also some negative environmental impacts. More recently, a new generation of digital agricultural automation technologies has appeared, with the potential to further enhance productivity, as well as resilience, while also addressing the environmental sustainability challenges driven by past mechanization. The State of Food and Agriculture 2022 looks into the drivers of agricultural automation, including the more recent digital technologies. Based on 27 case studies, the report analyses the business case for adoption of digital automation technologies in different agricultural production systems across the world. It identifies several barriers preventing inclusive adoption of these technologies, particularly by small-scale producers. Key barriers are low digital literacy and lack of an enabling infrastructure, such as connectivity and access to electricity, in addition to financial constraints. Based on the analysis, the publication suggests policies to ensure that disadvantaged groups in developing regions can benefit from agricultural automation and that automation contributes to sustainable and resilient agrifood systems.
Publisher: Food & Agriculture Org.
ISBN: 925136043X
Category : Political Science
Languages : en
Pages : 182
Book Description
Automation has been shaping world agriculture since the early twentieth century. Motorized mechanization has brought significant benefits in terms of improved productivity, reduced drudgery and more efficient allocation of labour, but also some negative environmental impacts. More recently, a new generation of digital agricultural automation technologies has appeared, with the potential to further enhance productivity, as well as resilience, while also addressing the environmental sustainability challenges driven by past mechanization. The State of Food and Agriculture 2022 looks into the drivers of agricultural automation, including the more recent digital technologies. Based on 27 case studies, the report analyses the business case for adoption of digital automation technologies in different agricultural production systems across the world. It identifies several barriers preventing inclusive adoption of these technologies, particularly by small-scale producers. Key barriers are low digital literacy and lack of an enabling infrastructure, such as connectivity and access to electricity, in addition to financial constraints. Based on the analysis, the publication suggests policies to ensure that disadvantaged groups in developing regions can benefit from agricultural automation and that automation contributes to sustainable and resilient agrifood systems.