Publications

Synopsis: Unlocking agricultural efficiency: A stochastic frontier analysis of smallholder farmers in Rwanda

This study assesses the technical efficiency of smallholder farmers in Rwanda, with a focus on maximizing crop output value and identifying the socioeconomic drivers that shape technical efficiency.

Africa Agriculture Trade Monitor 2025

The 2025 Africa Agriculture Trade Monitor (AATM) investigates critical topics related to Africa’s trade in agricultural products. As in previous editions of the report, we developed a database that corrects discrepancies in official trade flow values, as reported by importing and exporting countries; this database serves as the basis for analyzing Africa’s international, domestic, and regional trade. Following the 2024 report’s examination of the nexus between climate change and the environment, this year’s report focuses on food security and its linkage with global and intra-African trade.

Mapping the design and implementation of seed sector regulation: The case of Rwanda

Rwanda’s seed sector is changing, with clear signs of a move towards greater responsiveness to market actors and forces and new investments in the production and distribution of improved varieties and quality seed to farmers. This study examines how the country’s legal and regulatory systems support—or constrain—the development and delivery of improved varieties and quality seed in light of these changes. Using a Regulatory Systems Mapping (RSM) approach, the study assesses four core areas of Rwanda’s seed sector: variety registration and release, early generation seed (EGS) production and distribution, seed quality assurance, and seed trade. The analysis integrates stakeholder perspectives from across the public and private sectors, highlighting critical implementation bottlenecks, institutional coordination gaps, and areas where laws diverge from practice. Findings show that while Rwanda has made significant strides in advancing a market-oriented vision for its seed sector and aligning with regional frameworks such as the Common Market for Eastern and Southern Africa (COMESA), systemic issues persist, including limited clarity on appeals processes, underdeveloped quality control infrastructure, and insufficient support for private sector breeding and farmer-based enterprises. The study offers targeted, time-bound recommendations for improving regulatory effectiveness, promoting inclusive participation (especially by women and farmer groups), and operationalizing flexibilities that suit Rwanda’s seed sector. By focusing on both regulatory design and implementation realities, this work aims to support ongoing policy reform and investment efforts in Rwanda’s seed sector.

Economywide assessment of CSA interventions in building resilient agri-food systems in Rwanda

Due to its structural features, the Rwanda’s agri-food system is extremely vulnerable to the risks of climate variability. To accelerate and sustain growth in the food system, increase its resilience to shocks, and improve food security, the Rwandan government incorporated a list of climate-smart agricultural interventions into its updated Fifth Strategic Plan for Agricultural Transformation (PSTA-5) program, with ambitious, explicit targets. This paper assesses the impacts of these CSA interventions on Rwanda’s agri-food system, both with and without climate change, using historical declines in yield within agriculture as a proxy. Results show that modeled CSA practices during the PSTA-5 period (2024/25-2028/29) increase agricultural and overall GDP growth by 4.2 and 1.3 percentage points by the end of the plan period, respectively, with a long-term growth impact that stretches well beyond the plan period mainly owing to the persistent effects of irrigation and terracing. Cumulative agricultural GDP (2024/25-2028/29) would be 2.7 percent higher than the baseline outcome of no such CSA investments. We also find stronger household level effects, mainly in rural areas. Furthermore, a recurrent 1-in-5-year magnitude of climatic shock in Rwanda can cause substantial reductions in agricultural (-7.6 percent) and overall (-2.7 percent) GDP during the PSTA-5 period. The CSA interventions are impactful in minimizing the effects of climate change on the Rwandan economy.

The changing demographics in Nigeria’s food systems and implications for future youth engagement

Food systems (FS) are critically important for youth employment in sub-Saharan Africa. FS must grow rapidly to guarantee food and nutrition security for growing populations, provide the quantity and quality of food demanded by increased urbanization and income, and to complement technological changes in other sectors. Expansion of nonfarm components of FS also reinforces efforts to transition out of agriculture. The impact of these factors, their inevitability and amenability to policy interventions, and the extent of FS transformation needed differ across countries. Future FS also face several emerging challenges. Employment and job creation are among the areas significantly affected by FS transformation. Demographic changes that accompany expanding FS employment are also critical for gender equity and youth inclusion. The extent, speed, and complementarity of the FS transformation and increased employment also vary across countries. However, few systems are currently in place to monitor the extent of FS transformation or its interactions with other aspects of the economy.

This study explores the evolution of employment in Nigeria’s FS over the past two decades, focusing on youth and gender inclusion amid broader demographic, economic, and policy shifts. As Africa’s most populous country, Nigeria is experiencing all the factors that typically shape FS and labor markets. With the working-age population growing by nearly 90 percent between 2000 and 2023 and youth unemployment remaining high, the agrifood system (AFS) presents both a challenge and an opportunity for inclusive economic transformation.

The paper begins by situating FS as critical to Nigeria’s economy, highlighting their contributions to GDP and employment. Using national living standards survey data, it examines structural changes in employment, particularly the shift away from on-farm agricultural work toward nonfarm segments such as food processing, trade, and services. Between 2003 and 2022, agriculture’s share in total employment fell from 58 percent to 35 percent, while nonfarm AFS employment grew from 12 percent to 33 percent. Women and youth have been central to this shift, with women’s participation in nonfarm AFS increasing by 190 percent and youth participation growing by over 300 percent—growth was especially faster in trade and food manufacturing.

The analysis links these labor trends to key drivers such as economic growth, policy reforms, urbanization, and conflict. While Nigeria’s economy nearly tripled between 2000 and 2023 and poverty declined, economic gains have been uneven and fragile, particularly in the northern regions affected by insecurity. Government efforts—including the Agricultural Promotion Policy (2016-2020), National Agricultural Technology and Innovation Policy (2022-2027), and the creation of the Presidential Food Systems Coordinating Unit (2023)—signal a growing shift toward an FS approach in policy thinking. However, gaps in institutional coordination, inadequate investment in enabling infrastructure, and limited inclusion of vulnerable groups constrain the impact of these reforms.

The study concludes that Nigeria’s AFS holds potential for inclusive growth and employment generation. However, realizing this potential requires sustaining the policy focus from narrow agricultural productivity to a broader FS strategy that centers on employment quality, gender equity, youth entrepreneurship, and institutional alignment. Without such a transformation, Nigeria risks even more youth unemployment and discontent, thus missing the demographic dividend. But with targeted investments in skills, infrastructure, and policy coherence, the AFS can serve as a powerful lever for sustainable development and economic opportunity.

Agro-silvo-pastoralism

Agro-silvo-pastoralism is an agricultural practice combining crop cultivation (agro), forestry (silvo), and animal husbandry (pastoralism) within the same system. It is an integrated approach to land management, applicable to a wide range of ecological conditions [1] that aims to create a harmonious interconnection between its components, thereby maximizing overall system productivity, promoting production diversification and biodiversity, and ensuring sustainability [2]. Agro-silvo-pastoralism systems were already known during the Roman Empire; such systems are mentioned in works like "De Agri Cultura" by Cato (second century B.C.), "Naturalis Historia" by Pliny the Elder (first century B.C.), and "De Re Rustica" by Varro (37 B.C.) [3]. Archeological studies prove that the practice is rooted in the Bronze Age [4], [5]. In recent years, the interest in agro-silvo-pastoralism has been renewed because of its potential to sustain rural farming in marginal areas and to adapt to the challenges posed by climate change [6]. In Brazil, for example, areas under agro-silvo-pastoralism amount to 17 million hectares, with a potential to reach three times that number.

Mechanical soil and water conservation

In semi-arid areas, where water scarcity and poor soil condition pose significant threats to agricultural production and to the livelihood of individual smallholders and communities, water and soil management are critical for food/water security. Limited renewable freshwater and erratic rainfall patterns in those areas restrict the reliance on irrigation, making water conservation strategies more pressing and necessary [1]. Moreover, implementing advanced irrigation systems may be challenging due to limited resources and a lack of technical expertise [2]. For smallholder farmers, the adoption of irrigation systems, such as drip irrigation, is limited by further constraints such as high costs, limited access to finance, lack of technical support, and may not be suitable for all local conditions and cropping systems [3]. Under these constraints, promoting water and soil conservation strategies practices as part of a broader water management package to increase agricultural productivity at the farm level becomes crucial for ensuring sustainable agricultural production.

Digital tool integration, biodiversity, and the potato value chain in Kenya: Results from a baseline survey

Potato farmers in Kenya grapple with various challenges along the value chain, including limited access to quality planting materials such as seeds and fertilizers, insufficient storage and postharvest handling facilities, fluctuating market prices, and unreliable market information systems. These challenges are further exacerbated for women and youth because of persistent social gaps in the agriculture sector. Digital tools can play a vital role in addressing these challenges by providing access to valuable agricultural information, weather forecasts, and best practices that help farmers make informed decisions and improve crop management. However, challenges persist in digital tool adoption within the agricultural value chains in sub-Saharan Africa.

The study aims to assess the impact of digital tool adoption and support on socioeconomic and agriculture-related outcomes in Kenya’s potato value chain. It piggybacks on an ongoing digital tool integration program, Business Development and Coaching (BDEC), conducted by the Farm to Market Alliance (FtMA), which targets agripreneurs in Farmer Service Centers (FSCs). By comparing a treatment group that receives this training with a control group continuing business as usual, the study evaluates the effects of agripreneurs’ adoption and expanded use of digital tools on farmers’ agriculture-based livelihoods, income generation, and job creation metrics, with a focus on youth employment and gender disparities.

Taking stock: Impacts of 50 years of policy research at IFPRI

As the International Food Policy Research Institute (IFPRI) marks its 50th anniversary, the Institute and its key stakeholders pause to take stock of what is known about its policy influence and impact over the years. What does the available evidence tell us about IFPRI’s achievements as an international research institution? Have its activities contributed to better policy and investment decisions by governments, development agencies, nongovernmental organizations, the private sector, and others involved in the economic and social development of low- and middle-income countries (LMICs)?

This report builds on a stocktaking paper published for IFPRI’s 40th anniversary, whose findings were generally favorable, by using more recent external sources of evidence to provide updated answers to these questions. It synthesizes bibliometric and download data, as well as a series of independently conducted impact assessment studies of many of IFPRI’s research programs and projects. This task has been facilitated by the availability of 40 such evaluations, commissioned by IFPRI, the CGIAR Research Programs on Agriculture for Nutrition and Health and on Policies, Institutions, and Markets, or project donors. Additionally, other agencies commissioned several evaluations of specific country and regional policies that IFPRI helped influence. This wealth of independent assessments is rare for a policy research institution. Moreover, IFPRI’s commissioning or co-commissioning of 36 impact assessments over 25 years demonstrates a serious commitment to an impact evaluation culture and a willingness to learn from its experiences.

Deploying high-frequency market data to estimate the cost of recommended diets: Recent trends in Rwanda

This study estimates the cost and affordability of recommended diets in Rwanda from April 2019 to December 2024 using high-frequency market price data. By deploying standardised methods for healthy diet costs to eSoko data (www.esoko.gov.rw), and local food based dietary guidelines, we calculate the monthly cost of recommended diets at the district level. Key findings reveal significant dietary cost fluctuations, with nominal costs increasing 67% between June 2022 and October 2023, coinciding directly with Russia’s invasion of Ukraine. The research also identifies affordability challenges; by mid-2023, and again in late 2024, where up to 70% of wage earners could not afford a recommended diet. Spatial variations were also evident, with diet costs differing between rural and urban areas, and across districts bordering different countries, with the highest dietary costs observed along the Democratic Republic of Congo border and the least expensive along the border of Tanzania. Utilizing Rwanda's eSoko data platform, the study demonstrates the value of high-frequency, spatially explicit data for understanding food system dynamics. The findings call for policy actions to consider dietary affordability, particularly for low-income groups, and suggest that Rwanda's data collection approach could serve as a benchmark for other countries.

IFPRI Making a difference

From the 2025 update: The International Food Policy Research Institute (IFPRI) reaches millions of people through its mission to provide research-based policy solutions to improve food security, nutrition, and livelihoods; contribute to empowerment for all; and promote sustainable, climate-resilient food systems. Together with partners, IFPRI generates needed evidence for global, regional, and national policies, investments, programs, and institutions that contribute to poverty reduction and help ensure that all people have access to safe, sufficient, nutritious, and sustainably produced food. IFPRI is a Research Center of CGIAR, the world’s largest agricultural innovation network, and is the only CGIAR Center solely dedicated to food policy research. Through multisectoral research and engagement with stakeholders, IFPRI also informs effective policies, programs, investments, and institutions that contribute to productive livelihoods and sustainable, resilient, and equitable agriculture and food systems. The pathway from research to impact can be direct or, at times, more difficult to trace. IFPRI commissions independent, peer-reviewed assessments of our work and engages researchers in internally validating our activities. This brochure highlights some of these stories to show how IFPRI’s research is making a difference for people and the planet. With this work, we are advancing toward our vision of a sustainable world free from poverty and malnutrition.

From the 2021 update: IFPRI is reaching the lives of millions of people through its contribution to policies and programs that reduce poverty, hunger, and malnutrition. This looks at how a selection of IFPRI’s research is contributing to better outcomes for food and nutrition security and poverty reduction.

The gendered effects of rainfall on early childhood nutrition: Evidence from Papua New Guinea

Rainfall fluctuations can significantly reduce welfare for poor rural households in low- and middle-income countries dependent on rainfed agriculture for consumption, and in some contexts these adverse effects may be borne disproportionately by vulnerable household members, particularly children and girls. We present new evidence around the effects of rainfall fluctuations on child anthropometric status in Papua New Guinea, an understudied context characterized by some of the highest stunting rates in the world. We show that negative fluctuations in rainfall within a 12-month period are associated with reduced household consumption (driven by reduced consumption of own-produced food). Moreover, when these fluctuations are observed in the first year of a child’s life, they lead to a reduction in height forage and weight-for-age (though no shift in stunting), but this effect is observed only for girls: boys seem to be protected from the adverse effects of rainfall fluctuations experienced in infancy.

Gender attitudes in agriculture and positivity bias: A survey experiment in four countries in Sub-Saharan Africa

Extensive prior research has demonstrated that reducing gender discrimination enhances women’s empowerment, promotes more inclusive livelihoods, increases agricultural productivity, and improves other development outcomes. This study aims to contribute to documenting and informing the measurement of gender attitudes that relate directly to reaching, benefiting, and empowering women through agricultural innovations. By analyzing data from 8,051 survey respondents across study sites in Democratic Republic of the Congo, Ethiopia, Nigeria, and Rwanda, our findings emphasize both commonalities and differences in gender attitudes across different contexts. Furthermore, by including a survey-based experiment during data collection, we assess whether gender-attitude statements vary depending on whether they are presented in a positive frame (focusing on equality) or in a negative frame (focusing on inequality). On average, rural women and men respondents across all countries supported more than half of the gender-equality statements. Some gender-inequality attitudes persisted across the four countries but varied in magnitude and by location, age group, and specific statement or theme. Framing matters: respondents exposed to a positive framing supported 16 percent more gender-equality statements than those exposed to a negative framing. The study highlights two main implications. First, the findings indicate the importance of considering both restrictive
attitudes and those that reflect gender-equality opportunities as being in the vanguard. Accordingly, gender-focused interventions should adopt strategies that challenge normative
views of women as supporting rather than leading actors in agriculture and economic activities. Second, gender-attitude measures do not perfectly align with country-level gender-equality
indicators or with empowerment at the intrahousehold level. They therefore capture a distinct dimension and merit their own indicators.

Ethical use of artificial intelligence in food, land and water systems research: A guide for equity and inclusion

This document aims to support CGIAR researchers and their partners by providing guidance, recommendations and resources on ethical considerations in using artificial intelligence (AI) in food, land and water systems (FLWS) research and practice with attention to equity and inclusion dimensions. This toolkit complements the GENDER Impact Platform Ethics and Standards Toolkit and aligns with CGIAR’s core ethical values outlined in the CGIAR Ethics Framework and the CGIAR Research Ethics Code.

In response to the rapid development and adoption of emerging AI technologies, the toolkit presents key issues and practical recommendations for researchers to consider across the research cycle, drawing on a comprehensive literature review and interviews with experts in AI ethics and social inclusion.

AI systems, as used in this context, refer to technologies that mimic aspects of human cognition and behavior—interpreting real-world data, generating predictions, and adapting through continuous learning (Benefo et al. 2022; Fu 2022; Manning et al. 2022). These systems are increasingly central to a suite of AI and agricultural technologies poised to transform FLWS research: not only in how we conduct research and generate insights, but also in how we define best practice for gender-related research and understand the downstream impacts of our research outputs.

Report on capacity strengthening training on best practices in outcome assessment, data interpretation and agricultural policy analysis

The Capacity Strengthening Workshop on Best Practices in Impact Evaluation, Data Interpretation, and Agricultural Policy Analysis (Phase 1) was conducted on April 22-23, 2025, aiming to build the foundational skills of fieldbased government officials in using agricultural data for informed decision-making. To strengthen its initiative on developing the Inclusive Agriculture Transformation (IAT) indicator, IFPRI has proposed a three-phased capacity-building program for key departmental staff. The objective is to enhance their understanding of the importance of data and its systematic maintenance. This initial phase focused on enhancing participants' understanding of various agricultural datasets and equipping them with basic skills in data interpretation and visualization. The workshop was inaugurated by Dr. Arabinda Kumar Padhee, Principal Secretary to Government, Department of Agriculture & Farmers’ Empowerment, Government of Odisha. The workshop was designed as part of a comprehensive capacity-building initiative to support the Inclusive Agriculture Transformation (IAT) framework, promoting evidence-based policy formulation and implementation.

2024 IFPRI annual report

IFPRI’s 2024 annual report reviews highlights from our research to reduce hunger and malnutrition, including work in conflict-affected settings and on nutrition and diets, and our engagement around the world through our country and regional offices and global events.

IFPRI at a glance

The International Food Policy Research Institute (IFPRI) believes that by working together, the global community can sustainably reduce poverty and end hunger and malnutrition. IFPRI provides cutting-edge research and policy options on food and nutrition security to support these goals. For more than 40 years, IFPRI has collaborated with stakeholders and partners to contribute needed evidence for country- and region-led policies that help ensure that all people have access to safe, sufficient, nutritious, and sustainably grown food.

Uncovering the pathways to gender equality and women’s empowerment through agricultural research for development: Lessons from the Feed the Future innovation labs

Gender equality and women’s empowerment are important development goals for their intrinsic value as well as for achieving other important wellbeing outcomes, such as improved health, nutrition, and food security. Agricultural research for development plays an important role in understanding gender relations, dynamics, and inequalities and in identifying effective strategies and interventions to achieve these goals. The Feed the Future Innovation Labs (ILs) were initiatives supported by the United States Agency for International Development (USAID) and led by U.S. universities, in partnership with international and national research institutes, with the aim to achieve poverty reduction, food security, nutrition, and resilience objectives. The ILs also aimed to facilitate women’s empowerment and address gender inequality in agri-food systems (AFS).

This study aims to document, categorize, and identify learnings from gender-related research produced by the ILs through an extensive desk review and key informant interviews (KIIs) with gender focal points, researchers, and directors at the ILs. While recognizing the importance of capacity building for gender-related research, we only look at research products and do not review capacity building or other training materials for gender-related research produced by the ILs. As this study is focused on understanding gender-related learnings, we also do not include gender-blind research products produced by the ILs. Based on the final set of research outputs that have at least some focus on gender, we then analyze the gender-related research findings using the reach, benefit, empower, and transform framework. In addition, we also explore the factors that enabled ILs to prioritize and produce gender-related research and learnings.

We draw lessons about the types of research studies that have been carried out under the ILs and the insights that can be gleaned from these studies for designing agricultural innovations and interventions and understanding what works to address gender inequalities in agrifood systems. Much of this work was gender focused and diagnostic or formative. Fewer research studies employed causal methods to understand how interventions are influencing gender equality and women’s empowerment in agriculture. Only a subset of research focused on specific innovations or interventions, which suggests more research is needed in this area, particularly as new innovations are being tested and scaled, as was the objective of many of the ILs. We highlight areas where additional research is needed to inform investments and interventions going forward, such as an increase in integrating gender-informed approaches in research across disciplines, gender-related research that employs causal methods, and in understanding the impacts of interventions that are gender-transformative. Finally, we identify key enabling factors that helped ILs prioritize gender integration, such as institutional leadership’s support for gender integration, sufficient time and budgets earmarked for gender work and staff, and ensuring staff responsible for gender-related research have requisite skills, expertise, and communication skills to work across interdisciplinary teams. Current and future agricultural research for development projects should prioritize gender-related research across their portfolios to strengthen attention to understanding how innovations and interventions can influence gender equality and women’s empowerment in agriculture.

Lessons on methodologies to assess women’s empowerment from two agricultural and livestock project portfolios

To assess broader trends and impacts on women’s empowerment through agricultural development interventions, there is a need to compare projects and their impacts. This paper is based on the experiences of the Cultivate Africa’s Future (CultiAF) and the Livestock Vaccine Innovation Fund (LVIF) project portfolios implemented in African and Asian countries. We draw lessons from the constraints and opportunities of using standardized tools for measuring women’s empowerment, such as the project-level Women’s Empowerment in Agriculture Index (pro-WEAI) and the Women’s Empowerment in Livestock Index (WELI) tools. We also make recommendations for the improvement of these tools and their use.
We conclude that, while these tools measure individual and household-level empowerment, complementary methods are needed to capture broader societal changes. The length of
the tools has resulted in concerns about respondent fatigue, but balancing the need for comprehensive data with respondent burden is important. Streamlined versions of the pro-WEAI and the WELI could be useful for projects not primarily focused on empowerment. Proper interpretation of empowerment data is emphasized in this paper, with comparisons across time, gender and projects identified as being key to meaningful insights. The paper also underscores the importance of consistent measurement to ensure valid results.
These learnings can inform improvement of the tools to better identify the best approaches to support women’s empowerment in agriculture and livestock. The learnings will also be useful for development and research organizations implementing portfolios of projects with women’s empowerment objectives and for developers of pro-WEAI tools, WELI tools and similar tools for measuring women’s empowerment.

Development readiness

Why do some systems move while others stall—even when resources, plans, and intent appear similar? This paper introduces the concept of development readiness as one way to understand and address this question. Development readiness is defined as the capacity of a system to act—at the right time, at the right scale, and with purpose—whether in response to crises or in pursuit of development goals. It emerges when kinetic capacity (the ability to move people, goods, and services) aligns with negotiation capacity (the ability to coordinate, decide, and resolve), conditioned by activation costs (tangible and intangible obstacles) and option value (flexibility to act under uncertainty). A conceptual framework based on these four operational forces is set out and illustrated with real-world examples. A structured research agenda and strategy emerges, along with implications for investment and operations. The case illustrations demonstrate that the development readiness framework applies equally at national, sectoral, and organizational levels, with wide-ranging applications—from scaling innovations, accelerating service delivery, and strengthening value chains, to deepening climate resilience and enabling coordinated action in crisis-prone and institutionally fragmented settings.

Women’s economic empowerment and leadership: Examining an intervention for smallholder farmers delivered via farmer producer organizations in Guatemala using qualitative methods

Women work across multiple nodes in agricultural value chains, though their participation in value chains varies within and across contexts and their contributions are often underrecognized (Malapit et al., 2020; Quisumbing et al., 2021). Addressing issues such as weak economic growth, climate change, and hunger will require strengthening agricultural value chains, though doing so without a gender-sensitive lens may exacerbate existing gender inequalities within them (Rubin & Manfre, 2014). Development practitioners seeking to strengthen agricultural value chains are increasingly interested in programs that use group-based approaches, as they may reach many people efficiently using such a strategy. However, there is not much evidence on how to increase women’s economic opportunities in agricultural value chains and bolster women’s leadership within the context of group-based interventions.

TechnoServe, with funding support from the Walmart Foundation, began implementing the Smallholder Market Access (SMA) program in Guatemala and Nicaragua in 2019. The goal of this program was to work with farmer producer organizations (FPOs) and affiliated smallholder farmers in fresh produce agricultural value chains (AVCs) to increase the productivity, profits, and the market share of FPOs among smallholder farmers. The program also sought to strengthen women’s inclusion in AVCs, leadership, and empowerment by offering both gender-responsive and gender-transformative program components, particularly though agronomy trainings and gender equality trainings for women and men, as well as women’s leadership trainings for women only.

This qualitative study focuses on SMA in Guatemala. We investigated gender dynamics in FPOs, women’s empowerment, women’s leadership, and how SMA may influence these themes. Ultimately, the goal of this study was to gain insights on the strengths of SMA programming with regard to women smallholder farmers’ economic and leadership opportunities, as well as to identify opportunities to strengthen the program. We collected data from in-depth interviews with eight SMA staff, nine FPO lead ers, and 18 FPO members. We also conducted six single-sex focus group discussions with FPO members, which included 15 women and 13 men total. The FPOs sampled did not receive the full SMA treatment prior to data collection; as such, the results presented in this study reflect perceptions of different components of SMA that had been only partially implemented prior to data collection.

Digital finance and agri-food value chains: Case studies from Kenya

Kenya’s agrifood systems are broad and diverse, including both staple food crops and high-value exports which are essential to the economic and social advancement of the nation. The agricultural sector em ploys more than 40 percent of Kenya's workforce, including more than 70 percent of rural residents, and accounts for about 33 percent of the country's GDP (FAO, 2023a; FAO, n.d.). The growth of Kenya’s agrifood system is largely driven by domestic market demand rather than exports, a trend driven by rapid urbanization and rising income opportunities in the rural nonfarm sector, which are leading to shifts in dietary preferences and are expected to further influence ongoing structural transformation (Diao et al., 2023).

Kenya’s agricultural sector is characterized by several value chains that significantly support economic output, job creation, and trade. Tea is Kenya's most significant agricultural export, contributing about 2 percent to the overall GDP and 4 percent to GDP in agriculture. Managed predominantly by the Kenya Tea Development Agency (KTDA), which oversees over 60 percent of national tea production, the sector supports approximately 6.5 million people (Tea Board of Kenya, 2024). Tea also contributes around 21 percent of Kenya's export earnings, which makes it the third-largest source of foreign exchange earnings in the nation after diaspora remittances and tourism (Kilimo News, 2024).

Digital finance and agri-food value chains: Case studies from Tanzania

Agriculture is vital to Tanzania's economic framework, significantly contributing to the country's gross domestic product (GDP). According to the ministerial report on the agriculture sector, the agriculture sector contributed 26.3 percent to national GDP in 2024, an increase from 26.2 percent in the previous year (MOA, 2025). It employed an average of 61.4 percent of the population, a slight decrease from 65.6 percent in 2023. Furthermore, agriculture provides 65 percent of essential raw materials for industries (MOA, 2024). Specifically, crop production recorded a growth rate of 4.2 percent in 2023, up from 2.7 percent in 2022, contributing 16.1 percent to national GDP, an increase from 15 percent in 2022 (MOA, 2024). Agriculture continues to play a critical role in ensuring food security, meeting 128 percent of domestic food demand in 2024 (MOA, 2025). Exports of agricultural products also saw substantial growth, reaching approximately USD 3.54 billion in 2023/2024, a significant increase from about USD 1.2 billion in 2019/2020 (MOA, 2025).
Tanzania's agricultural transformation increasingly relies on modernizing agri-food value chains, especially those linking rural producers to growing urban and export markets, which are seeing a widening price gap. Value addition is essential for improving agricultural productivity and can take multiple forms. Hidayati et al. (2023) categorize value addition based on quality, safety, and market orientation, while emphasizing the importance of social factors such as job creation and food safety, alongside economic aspects such as sales, profitability, and environmental impacts. In agriculture, value addition involves transforming raw materials into finished products and by-products through processes such as drying, processing, packaging, and distribution. These activities enhance the market value of agricultural products, bolster economic growth through job creation, and contribute to food security. Consequently, maximizing value addition is crucial to fully leveraging the potential of Tanzania’s agricultural sector and translating it into measurable economic growth.

Scaling strategy for ShambaShield: Inclusive bundled finance for smallholders

Cost effective options for inclusive agrifood system development in Tajikistan

This paper presents a model-based and data-driven analysis of alternative public investment options for Tajikistan’s agrifood system based on cost-effectiveness in achieving multiple development outcomes. The study indicates that there is no single intervention that is the most cost-effective across all economic and social outcomes, including agrifood GDP growth, job creation, poverty reduction, lowered undernourishment, and improvement in diet quality. Irrigation infrastructure development, R&D in husbandry, and food loss and waste reduction are the most cost-effective investments in the combined economic outcomes, including growth and jobs. In contrast, irrigation, food loss and waste reduction, and seed systems are more effective in the combined social outcomes, including poverty, undernourishment, and diet. Considering time horizons, extension services are more effective in the short run, while irrigation and R&D deliver greater impact over time. Sector variations in the magnitude of effects are also observed among investment interventions. Overall, comparisons across development outcomes, sectoral focus, and timeframes reveal important synergies and trade-offs, underscoring the need for evidence-based tools to guide effective policy and investment decisions.

Tanzania: Cost effective options for inclusive and sustainable development

In this policy brief, we present research findings of a systematic evaluation and ranking of investment options for Tanzania’s agrifood system based on their cost-effectiveness in achieving multiple development outcomes, including agrifood gross domestic product (GDP) growth, agrifood job creation, poverty reduction, declining rates of undernourishment, and lowering diet deprivation. Additionally, the study assesses their environmental footprint, focusing on water consumption, land use, and emissions. Investments in extension and advisory services on livestock are shown to be the most cost-effective in expanding agrifood GDP and jobs. We also find that targeting SME processors generates stronger impacts on jobs, while extension services in agronomy are particularly cost-effective in fostering growth. Similarly, investing in extension services in agronomy and livestock, along with support to SME processors, yields significant gains in social outcomes, though with varying effects on poverty, hunger, and diet quality. However, many cost-effective investments have relatively high environmental footprints, highlighting potential tradeoffs. The study further reveals shifts in the cost-effectiveness ranking of investment options over time and when extreme production shocks occur.

Regional developments: Africa [in 2025 GFPR]

Africa’s food systems have undergone significant transformations over the past four decades, with notable improvements in agricultural productivity and food security, but persistent challenges remain. This chapter examines how Africa’s agrifood policy landscape has evolved over time in response to complex challenges, including food insecurity, climate change, and socioeconomic disparities. It explores how IFPRI and other international organizations have offered research-based solutions to Africa’s development challenges, as well as underscoring the necessity of systemic, inclusive, and evidence-based approaches to address the agrifood system challenges projected for 2050.

Book link: https://hdl.handle.net/10568/174108

Agrifood systems: Transformation, structural change, and development

Agricultural transformation has long been critical to improving access to food, reducing poverty, and stimulating economic growth, but the role of agriculture in structural change and economic development is evolving in the modern context. This chapter explains the shifting paradigms in our understanding and approaches to agricultural transformation, which continue to redefine discourse, research, and action.

Book link: https://hdl.handle.net/10568/174108

Food value chains: Transformations in low- and middle-income countries

Food value chains (FVCs) play a critical role in food systems by linking from agricultural input providers to farmers and producers to consumers. Over the past 50 years, the economic, demographic, and policy context of FVCs in low- and middle-income countries has changed enormously. This chapter discusses major phases and revolutions that shaped the growth, structure, and importance of FVCs to economies, employment, and diets, as well as policy research issues and contributions, and looks ahead to key trends that will continue to shape FVCs.

Book link: https://hdl.handle.net/10568/174108

Tenure: Policy research on resources, rights, and equity

Secure tenure of land and natural resources is critical for ensuring equitable, efficient, and sustainable production of food and resilient rural livelihoods. This chapter examines foundational concepts and key lessons from research on tenure, including how different forms of tenure affect investment in production and resource management, and identifies priorities for further study, policy, and practice.

Book link: https://hdl.handle.net/10568/174108

Agricultural extension services: From transfer of technology to facilitation for innovation

Agricultural extension and rural advisory services play a key role in the agrifood systems of many low- and middle-income countries by supporting farmers’ efforts to enhance productivity, strengthen resilience to shocks, and conserve the natural resource base on which these systems depend. This chapter applies IFPRI’s “best fit” conceptual framework to examine the global evolution of agricultural extension and rural advisory services over the past 50 years, as well as the shift from a “transfer of technology” approach to a more sophisticated “facilitation for innovation” paradigm.

Book link: https://hdl.handle.net/10568/174108

Political economy and governance: Agriculture and food policy from local to global

Policymaking is shaped by evidence as well as by political economy and governance factors such as incentives, institutional structures, ideological biases, and power dynamics. Over the past several decades, these factors have intersected with significant trends affecting the international development policy landscape, with important implications for agriculture and food policy. This chapter examines the key areas of decentralization, agriculture and food policy reform processes, political economy of distribution, and state capacity, before looking ahead to the need to build effective and legitimate global institutions for food systems governance.

Impact: Assessing the outcomes of IFPRI's research

Food policy research plays an essential role in helping to achieve food security for all, promote sustainable and healthy diets, build efficient markets, transform economies, and strengthen food systems institutions and governance. This chapter examines IFPRI’s impacts over the last 50 years through providing independent, high-quality evidence to inform policy options, programs, and investments.

Book link: https://hdl.handle.net/10568/174108

Agrifood trade: Changing challenges, changing perspectives on policy and policy research

Agrifood trade plays a key role in ensuring food security, providing smallholders and rural traders with better prices for their products in bigger and higher-value markets, improving efficiency in the production and use of natural resources, and increasing consumer access to safer and more diversified and nutritious foods. This chapter reviews the evolution of trade research, with a focus on the contributions made by IFPRI and others, as well as priorities for future research.

Book link: https://hdl.handle.net/10568/174108

Informing CAADP 2026–2035: What a decade of IFPRI Research in Africa tells us

This policy brief distills insights from a decade of IFPRI’s research and engagement across 54 African countries, offering a strategic synthesis to inform the Kampala 2026–2035 implementation phase of the Comprehensive Africa Agriculture Development Programme (CAADP). Drawing from almost 5,700 publications between 2015 and 2025, and using a combination of natural language processing (NLP), deep learning algorithms and rule-based approaches, the review maps key findings against CAADP’s six strategic objectives: (1) intensifying sustainable food production, agro-industrialization, and trade; (2) boosting investment and financing for agrifood systems transformation; (3) ensuring food and nutrition security; (4) advancing inclusivity and equitable livelihoods; (5) building resilient agrifood systems; and (6) strengthening agrifood systems governance. By aligning evidence with strategic priorities, this synthesis aims to sharpen the research and policy agenda needed to accelerate agricultural transformation, ensure food security, and deepen resilience across the continent. The review reveals areas of significant progress—such as advances innovative finance, nutrition policy, social protection design, gender equity, and market functioning—while also exposing enduring gaps in data, investment diagnostics, and imple mentation capacity. The brief is thus both a stocktaking and a springboard, harnessing what is known to guide the next phase of CAADP.

Synopsis: Cost effective options for inclusive and sustainable development in Rwanda

The study systematically ranks investment options in the agrifood system based on their cost-effectiveness across multiple development outcomes.
Investments in SME processors and traders and livestock extension are the most cost-effective for promoting agrifood GDP growth and employment.
SMEs and livestock services together with seed systems and credit access contribute positively to social outcomes (poverty, undernourishment, and diet).
The analysis finds a trade-off between economic gains and environmental outcomes— higher GDP effects often come with greater environmental costs.
The Rwandan case demonstrates a slight shift in the relative cost-effectiveness of investments when accounting for historical climatic risks.
The study emphasizes the need for data-driven investment planning, climate-aware policies, and balancing short-term gains with long-term sustainability objectives.

Unlocking agricultural efficiency: A stochastic frontier analysis of smallholder farmers in Rwanda

Agriculture is central to Rwanda's economy, supporting the livelihood of about 70% of the population and contributing significantly to GDP. Smallholder farmers face many production challenges such as limited use of modern inputs, low productivity, and vulnerability to climate change. Despite efforts like the Crop Intensification Program and the Smart Nkunganire System, which aim to en hance access to resources, agricultural productivity remains suboptimal for Rwanda smallholder farmers. This study seeks to identify specific sources of technical inefficiencies among smallholder farmers, focusing on the total value of farmer’s crop output. By using stochastic frontier analysis, a robust quantitative method for separating inefficiencies and random shocks, the study assessed
the overall technical efficiency of smallholder farmers in Rwanda and identified the key factors influencing crop output value. The analysis reveals that fertilizer use, pesticide application, labor, seed use, and land size are key drivers of crop output value. This research further indicates that farmers operate at only 45% of their potential productivity, given the same level of input and technology, highlighting substantial room for efficiency improvements to reach the optimal output value frontier. Furthermore, additional analysis emphasizes the critical role of socioeconomic factors in shaping technical efficiency. The findings highlight the need for targeted interventions to optimize resource utilization, streamline labor allocation and strengthen access to extension services and government initiatives aimed at boosting agricultural production value. These strategies can substantially improve technical efficiency, enabling farmers to achieve optimal crop output values and advancing Rwanda's agricultural development objectives.

Uganda: Cost effective options for inclusive and sustainable development

In this policy brief, we present findings of a systematic evaluation and ranking of investment options for Uganda’s agrifood system based on their cost-effectiveness in achieving multiple development outcomes, including agrifood gross domestic product (GDP) growth, agrifood job creation, poverty reduction, declining rates of undernourishment, and lowering diet deprivation. Additionally, the study assesses their impact on environmental footprints, focusing on water consumption, land use, and emissions. Investments in small and medium enterprise (SME) processors are shown to be the most cost-effective at expanding agrifood GDP and employment, while livestock extension services rank highest among the farmer-facing investments. Most R&D related interventions rank lowest in terms of cost-effectiveness at achieving economic and social outcomes. However, many cost-effec tive investments have relatively high environmental footprints, highlighting tradeoffs. The study further reveals shifts in the cost-effectiveness ranking of investment options over time and when ex treme production shocks occur.

Rwanda: Cost effective options for inclusive and sustainable development

In this policy brief, we present research findings of a systematic evaluation and ranking of investment options for Rwanda’s agrifood system based on their cost-effectiveness in achieving multiple devel opment outcomes, including agrifood gross domestic product (GDP) growth, agrifood job creation, poverty reduction, declining rates of undernourishment, and lowering diet deprivation. Additionally, the study assesses their environmental footprint, focusing on water consumption, land use, and emissions. Investments in small and medium enterprise (SME) processors are shown to be the most cost-effective at expanding agrifood GDP and employment, while extension and advisory services on livestock and climate emerge as the most efficient farmer-facing investments. However, crop ex tension services rank least in cost-effectiveness for economic and social outcomes. However, many cost-effective investments have relatively high environmental footprints, which highlights potential tradeoffs. The study further reveals shifts in the cost-effectiveness ranking of investment options
overtime and when extreme production shocks occur.

Fertilizer policy reforms in the midst of crisis: Evidence from Rwanda

Fertilizer subsidies are a prominent feature of many agricultural development strategies in sub-Saharan Africa, but few countries have the necessary data to make rapid decisions about their management in the face of exogenous shocks. This was the case in Rwanda following the rapid increase in international fertilizer prices in 2021–22. Working within a constrained fiscal space that followed the economic downturn caused by the COVID-19 pandemic, the Government of Rwanda aimed to revise its fertilizer subsidy system to accommodate higher fertilizer import prices without compromising progress against its agricultural growth targets. This paper explores both the economic analysis and policy process that shaped decision-making around Rwanda’s fertilizer subsidy system during the period 2020–23. The paper centers on the design and application of a microsimulation model that estimated—almost in real time—the impact of increased fertilizer prices on crop production during this period. It then explores the policy outcomes that followed, emphasizing the scope for subsidy reductions even in the midst of crisis, the critical importance of strengthening agricultural data systems, and lessons for countries facing similar challenges.

Ghana: Systematic analysis of world market and domestic production shocks

Achieving development goals is subject to economic uncertainties, yet policymaking rarely accounts for these risks. This Country Brief quantifies the risks facing Ghana’s economy and population, focusing on two primary sources:
1) External risks stemming from shocks in international commodity prices and foreign capital flows and
2) Domestic risks associated with production shocks in volatile sectors of the Ghanaian economy, such as primary agriculture and hydropower electricity generation, are often caused by extreme weather.
The significance of these risks is assessed based on the range of the shocks’ impacts on four main economic and development indicators: total GDP, private consumption, poverty rate, and prevalence of undernourishment.
The analysis uses data mining methods to simultaneously sample many shocks from historical data, con structing a comprehensive set of realistic shock scenarios for Ghana. A country-specific, economywide Computable General Equilibrium (CGE) model then simulates the impacts of these shocks on both total and sector-specific economic outcomes, deriving changes in poverty and undernourishment for each shock scenario. Finally, machine learning techniques are applied to obtain metrics for the relative im portance of different risk factors.
The results suggest that Ghana’s trade-oriented economy is predominantly exposed to external risks, with fluctuations in world prices of key exports—particularly energy and metals—significantly influencing eco nomic activity and the country’s ability to finance imports. Poverty and undernourishment risks present a more complex picture, with a significant difference between urban and rural risk factors. Rural households, which are generally poorer than urban households and constitute the majority of the poor and undernourished population, are more exposed to domestic production volatility factors.
Understanding these economic risks is a critical first step in facilitating discussions on potential risk management strategies, such as promoting domestic productivity growth and diversifying economic activity away from high-risk sectors.

Uganda: Systematic analysis of world market and domestic production shocks

Achieving development goals is subject to economic uncertainties, yet policymaking rarely accounts for these risks. This Country Brief quantifies the risks facing Uganda’s economy and population, focusing on two primary sources:
1) External risks stemming from shocks in international commodity prices and foreign capital flows and
2) Domestic risks associated with production shocks in volatile sectors of the Uganda economy, such as primary agriculture and hydropower electricity generation, are often caused by extreme weather.
The significance of these risks is assessed based on the range of the shocks’ impacts on four main economic and development indicators: total GDP, private consumption, poverty rate, and prevalence of undernourishment.
The analysis uses data mining methods to simultaneously sample many shocks from historical data, con structing a comprehensive set of realistic shock scenarios for Uganda. A country-specific, economywide Computable General Equilibrium (CGE) model then simulates the impacts of these shocks on both total and sector-specific economic outcomes, deriving changes in poverty and undernourishment for each shock scenario. Finally, machine learning techniques are applied to obtain metrics for the relative im portance of different risk factors.
The results suggest that domestic production volatility is the primary risk factor affecting GDP and poverty in Uganda, whereas world markets and domestic risks are equally important for household consumption and undernourishment. Individually, the most critical risk factors identified include production volatility in root crops, volatility in foreign capital flows, and volatility in fishery production, with the latter being particularly significant for rural low-income households.
Understanding these economic risks is a critical first step in facilitating discussions on potential risk management strategies, such as promoting domestic productivity growth and diversifying economic activity away from high-risk sectors.

IFPRI strategy for engagement with CAADP 2026-2035: Supporting implementation at regional, sub-regional, and national levels

This document outlines a comprehensive strategy for the International Food Policy Research Institute (IFPRI) to support implementation of the Comprehensive Africa Agriculture Development Programme (CAADP) 2026–2035. With its renewed focus on transforming Africa’s agrifood systems, CAADP provides a framework to address criti cal challenges captured in six strategic objectives that cover sustainable food production, agro-industrialization, investment mobilization, food and nutrition security, inclusivity, resilience, and governance. Building on its long history of support to the CAADP process, IFPRI’s engagement with CAADP 2026–2035 will focus on providing evi dence, strengthening policy processes, building capacity, and supporting investment mobilization to accelerate Africa’s agrifood system transformation. This strategy identifies specific entry points and pathways through which IFPRI can contribute to achieving CAADP’s six strategic objectives including: (1) research and knowledge genera tion; (2) technical assistance and policy support; (3) capacity development; (4) investment and financing support; (5) monitoring, evaluation, and learning; and (6) stakeholder engagement and convening. Working closely with other CGIAR centers and leveraging its country and regional offices, expertise, partnerships, and extensive expe rience in Africa, IFPRI aims to play a pivotal key role in enabling CAADP’s vision of agricultural transformation and inclusive growth, contributing to food security, economic development, and resilience across the continent. By working across regional, subregional, and national levels, IFPRI will engage with partners to help translate CAADP 2025’s ambitious goals into tangible outcomes for food security, resilience, and economic growth.

Synopsis: Commercialization and dietary diversity of Rwandan smallholder farmers: a focus on women and youth headed households

In the last two decades, the government of Rwanda has significantly lowered stunting among children under five years from 48% in 2000 to 33% in 2020 and recognizes dietary diversity as one the approaches to overcome malnutrition and micronutrient deficiencies. A key priority of the Second National Strategy for Transformation (NST2) is to tackle malnutrition and to reduce stunting rates among children. Therefore, using a household dietary diversity score as a proxy for household access to nutritious foods, this policy note outlines how commercialization impacts dietary diversity, with a focus on women and youth headed households. Key findings include:
The rural smallholder farmers diet is predominantly based on cereals, roots and tubers as well as vegetables.
Even when controlling for relevant variables, women do not have more diverse consumption patterns, however, they do, relative to male headed households, consume more diverse foods the greater their level of commercialization.
Despite an overall lack of resources and income, youth-headed households show a positive relationship with household dietary diversity when compared to mature-headed households.
Determinants that positively influence household dietary diversity include the level of commercialization, household non-farm assets, market access, education of the household head, the presence of children under five in the household, irrigation, land size, and livestock holdings.

Papua New Guinea: Systematic analysis of world market and domestic production shocks

This study is part of a series of country briefs by IFPRI that leverages economywide models to deliver detailed risk assessments of key economic indicators. This initial analysis evaluates vulnerabilities across economic sectors and key population groups to answer two questions: (1) How vulnerable are national economy and population of Papua New Guinea (PNG) to world market and domestic production shocks? (2) What are the largest risks to PNG’s overall economic performance, private consumption, and reductions in poverty and undernourishment?

Ethiopia: Systematic analysis of world market and domestic production shocks

This study is part of a series of country briefs by IFPRI that leverages economywide models to deliver detailed risk assessments of key economic indicators. This initial analysis evaluates vulnerabilities across economic sectors and key population groups to answer two questions: (1) How vulnerable are Ethiopia’s national economy and population to world market and domestic production shocks? (2) What are the largest risks to Ethiopia’s overall economic performance, private consumption, and reductions in poverty and undernourishment?

A synthesis of changes in women's empowerment in two portfolios of agricultural and livestock development projects

The intrinsic and instrumental value of gender equality and women’s empowerment is recognized by Sustainable Development Goal (SDG) 5. Evidence on positive changes to women’s empowerment in agriculture and livestock interventions is expanding but is still relatively limited. Portfolios of projects focused on women’s empowerment through agriculture and livestock interventions can provide key insights across approaches and contexts.

In this working paper, we synthesize evaluations of the effects of interventions with empowerment objectives from two portfolios of agricultural development projects: the Livestock Vaccine Innovation Fund and the Cultivate Africa’s Future projects. These projects were implemented in 10 African countries and one South Asian country between 2017 and 2023, and funded by Canada’s International Development Research Centre (together with others). The projects used the project-level Women’s Empowerment in Agriculture Index (pro-WEAI) and the Women’s Empowerment in Livestock Index (WELI) tools to measure empowerment. The main objective of this study is to examine whether the agriculture- and livestock-related development projects impacted women’s empowerment at the portfolio level, to draw conclusions for the design and implementation of future project portfolios that aim to enhance gender equality and women’s empowerment.

We use both quantitative and qualitative data reported by the projects in the two portfolios. The quantitative analysis synthesizes impact estimates on WELI and pro-WEAI aggregate indices from projects using quasi-experimental or experimental designs, as well as percentage changes in these indices between baseline and endline assessments. The qualitative analysis examines patterns of commonalities or differences in how empowerment is conceptualized, how it evolves over the course of the projects, and how project participants perceive changes in their lived empowerment experience.

The quantitative results show mostly null findings, consistent with the emerging empowerment literature that suggests moving the needle on women’s empowerment requires intentional programming and appropriate levels of investment. We find the most promising results are from projects with explicit strategies to influence and transform gender norms.

The qualitative findings highlight the importance of capturing local conceptualizations of empowerment to contextualize empowerment and its quantitative assessments. The results show that resource ownership is a key indicator of empowerment for both women and men. Women, however, most value the ability to manage their finances independently while men most value being able to support other family members. Both women and men see the value of groups for their empowerment. Finally, women’s empowerment is tied to men’s support.

The results provide much needed information on the most effective approaches to support women’s empowerment, indicating that intentional and transformative approaches are most beneficial. Methodologically, the working paper shows (1) the importance of portfolio projects with shared goals and consistent measurement tools for women’s empowerment, (2) the complexity of combining the goals of research and those of development partners, (3) the value of using both quantitative and qualitative methods, and (4) the need for dedicated financial resources to support systematic impact assessments, meta-analysis and synthesis work.

Egypt: Systematic analysis of world market and domestic production shocks

This study is part of a series of country briefs by IFPRI that leverages economywide models to deliver detailed risk assessments of key economic indicators. This initial analysis evaluates vulnerabilities across economic sectors and key population groups to answer two questions: (1) How vulnerable are Egypt’s national economy and population to world market and domestic production shocks? (2) What are the largest risks to Egypt’s overall economic performance, private consumption, and reductions in poverty and undernourishment?

Pathways Linking Climate Change to Livestock Production and Consumption in Sub-Saharan Africa: A Protocol for a Systematic Review

The sub-Saharan African (SSA) region has a large livestock population but low productivity and animal source foods consumption which contributed to nutritional problems. Climate change further reduces productivity, impacting the livelihoods of the rural poor who largely rely on livestock. The agri-food system of SSA is characterized by small holder traditional family farms, poor technological uptake, poor infrastructure, poor veterinary services, and weak adaptability to climate effects. Owing to the unique challenges in climate change and agri-food system interface in SSA, contextualized evidence is very important to design interventions. We aimed to synthesize evidence on the pathways linking climate to livestock production and animal source food consumption in SSA context. Understanding the pathways linking climate change to livestock production and consumption in SSA is essential for formulating strategies that enhance food security, improve nutrition, and support rural livelihoods while mitigating and adapting to the impacts of climate change.

The incoming systematic review will be based on a previously developed systematic map. In the previous systematic map, we searched eight bibliographic databases, institutional website, conducted web-based search, and used citation snowballing to capture all relevant studies. The search was carried out in English and focused on SSA contexts wherever applicable. The search results were imported into Rayyan and screened for relevance based on title, abstract, and full text. At each stage of the screening process, the numbers of studies included and excluded were recorded. From the included studies of the systematic map, we will filter primary, empirical, quantitative articles conducted 2000 and onwards and use for this systematic review. We will extract the main findings of the articles along with key study characteristics and potential sources of heterogeneity. Included studies will be subjected to JBI’s quality appraisal checklists. A narrative synthesis of data from all studies included in the systematic review will be generated to describe the existing evidence along with study findings. Where data are suitably comparable, quantitative synthesis (meta-analysis) will be performed.

Gender integration in food-system policies: an adapted policy assessment framework

Food systems are complex and include multifaceted processes in food production, aggregation, processing, distribution, consumption and post-consumption disposal of food products. Ensuring gender equality within food systems is important because they connect various domains, such as health and nutrition, climate change, environment, fisheries, livestock and agriculture. This interconnectedness within food systems leads to significant implications for human health, including nutrition and diets, as well as climate and environment-related indicators. Interactions of gender within these domains complicate the equitable derivation and distribution of benefits from agricultural activities by women and men. Therefore, policies governing food systems in low- and middle-income countries need to integrate gender-responsive approaches into their design, implementation and monitoring, recognizing the multifaceted processes of food systems and how gender interacts with these processes. The existing tools and frameworks that assess gender integration within policies about food systems do not extend beyond the scope of agricultural production into other interacting domains. This working paper addresses this gap by developing an enhanced framework for evaluating gender integration in policy documents within and beyond agriculture. The thematic reach of this framework includes agriculture, livestock, fisheries, climate change, health and nutrition, environment, and natural resource management. By leveraging a gender and food-systems framework that deconstructs food-systems functions, and how they impact women and men differently, the framework offers structured guidance for incorporating gender-related considerations within policy documents relating to food systems. The framework also has implications for participatory policy processes—design, implementation and monitoring—that aim to foster gender-equitable benefits from food-systems interventions.

The impact of the African continental Free Trade Agreement: A continentwide macroeconomic assessment and distributional analysis in Nigeria and Rwanda

Africa remains the least open continent in the world, with high trade restrictions for both intra- and extra-African partners. These restrictions include both tariff and nontariff measures, as well as high transportation costs due to poor infrastructure. However, previous studies have highlighted the crucial role of intra-regional trade in boosting national economies, promoting development, and enhancing food security by increasing the availability of food and stabilizing domestic markets. In particular, informal cross-border trade, which is pervasive in Africa, contributes to food security, although further research is needed on its magnitude.

This research aims to enhance the understanding of current and future trends in Africa’s food systems, focusing on continental) trade and its impact on national economies and markets. Its objective is to assess the impact of the African Continental Free Trade Agreement (AfCFTA), the most ambitious regional trade agreement in Africa, on national economies and markets. The study uses state-of-the-art tools, includes informal cross-border trade of agricultural products, and considers realistic scenarios of trade liberalization.

The study finds that the AfCFTA’s impact will be positive, although limited. Because most African countries are already trading under preferential regimes within regional economic communities (RECs), AfCFTA primarily affects trade flows outside of these communities. We observe traditional trade diversion effects from partners outside of Africa (up to −1.68 percent) and trade creation within the continent (up to 18.48 percent). Like the agreement’s macroeconomic impacts on gross domestic product growth and trade, its effects on poverty are also limited, with more positive effects in Rwanda than in Nigeria, the two countries analyzed in the microsimulation. A gender bias is present in the results: Female-headed house-holds benefit less from the agreement than male-headed households. Given the continent’s high trans-portation costs, significant gains can occur by reducing transport margins in addition to implementing the AfCFTA. In that case, the positive results are amplified, while the negative effects are dampened.
Because AfCFTA implementation is still in early stages, more information is needed to fine-tune the results. First, it is important to examine the assumptions behind the selection of sensitive and excluded products. In the absence of official lists, which are not available for most countries, the final lists may differ from the selection made in this report, although the method we use has proven to be effective for past agreements. In addition, rules of origin and other nontariff measures will play a significant role in the future of the agreement, affecting the results and likely changing the distribution of gains and losses.

Synopsis: The dynamic impact of alternative livestock sector interventions and spending options in Rwanda

This study evaluates the cost-effectiveness of various livestock interventions—feed, breeding, and health—and budget allocation strategies (balanced, feed-oriented, breeding-oriented, and health oriented) in the context of Rwanda’s economic and livestock systems. Using an economic and livestock systems integrated framework, the research highlights moderate yet sustained impacts on agricultural Gross Domestic Product (GDP) and significant improvements in the livestock sector. Breeding interventions have the largest cumulative effect on agricultural GDP, while health measures, particularly dewormers, yield long-term gains in livestock productivity. Under the balanced scenario, breeding contributes significantly to both meat and milk sector GDP, while feed interventions show a smaller impact overall. The model estimates the economic and livestock systems over a period of five years (t1-t5) from a base year at t0, which corresponds to the Fifth Structural Transformation in Agriculture (PSTA5) period.

Under the gun: Military and paramilitary actors in Sudan’s agri-food system

Armed actors, including militaries and paramilitaries, are heavily entrenched in the agrifood systems of several low- and middle-income countries, often resulting in negative implications for both agricultural transformation and democratic transitions. However, the role of armed actors is overlooked in the scholarship on the governance of agricultural value chains. To address this gap, this paper focuses on the role of the Sudanese Armed Forces (SAF) and Rapid Support Forces (RSF) in Sudan's agrifood system. Through over 50 semi-structured interviews with key stakeholders, the paper traces how the SAF and RSF initially gained their foothold in the agrifood system and how they interact with each other, and the private sector across diverse value chains. We argue that these actors decide to pursue investments in certain value chains depending on the extent to which the private sector is already involved and the degree of technical complexity required to attain more profitable product upgrading. Based on these considerations, we uncover four strategies used by SAF and RSF in different value chains: exclusive capture and rent extraction, competition through biased licensing and quota allocations, acquiescence to existing private competitors when value-addition is too complex, and innovation when potential is high and the private sector is absent. We show how these strategies manifest across value chains as diverse as livestock, wheat, gum Arabic, and horticulture, with secondary applications to other commodities. Given that economic competition between SAF and RSF was a major factor in the outbreak of the 2023 armed conflict, identifying how these strategies emerged and manifested not only contributes to the literature on business-state relations but also expands insights about the political economy antecedents of large-scale conflict.

Report on state-level training programme for farmer producer organizations in Odisha

This report summarizes the outcomes of two-day State-Level Training Program for Farmer Producer Organizations (FPOs) for 3 batches held in Bhubaneswar, Odisha, from December 12-23, 2024. Organized by the Department of Agriculture & Farmer Empowerment (DAFE), Government of Odisha, in collaboration with the International Food Policy Research Institute (IFPRI) and the CGIAR, the program aimed to enhance the knowledge and skills of FPO functionaries across the state.

The training program, conducted across three batches, engaged approximately 131 participants, with a significant representation of women. The participants comprised CEOs and Board of Directors (BoD) members of FPOs from diverse districts of Odisha.

The training curriculum was designed to address key areas of concern for FPOs, including FPO management, shareholder engagement, post-harvest management, certification, and market access. Experienced trainers, including Shri K.K. Jha and Shri Sujay Kar, along with researchers from IFPRI, delivered interactive sessions on these topics.

The training program was well-received by the participants, with a strong emphasis on practical learning and interactive discussions. Key areas of interest for the participants included FPO management strategies, optimal shareholder numbers, post-harvest management practices, product certification, and exploring diverse marketing channels for their produce.

This training program serves as a crucial step towards strengthening FPOs in Odisha by equipping them with the knowledge and skills necessary for sustainable growth and success. The insights and learnings gained from this program will be valuable in further enhancing the capacity of FPOs to contribute to the development of the agricultural sector in the state.

The training program highlighted the critical role of Farmer Producer Organizations (FPOs) in improving farmer livelihoods and strengthening the agricultural sector in Odisha. It provided a valuable platform for FPO functionaries to enhance their knowledge and skills in key areas of FPO management, such as financial management, marketing, and governance. The program fostered peer learning and networking among FPO representatives from different parts of the state. Furthermore, it identified key areas of concern and priorities for FPOs in Odisha related to the size, composition and structure, and tried to put forward some workable strategies to further strengthen the FPO ecosystem in the state.

This executive summary provides a concise overview of the FPO training program, its objectives, methodology, and key outcomes.

Papua New Guinea: Systematic analysis of domestic production and world market shocks

Using an economy-wide, multi-sectoral model, this study explores potential vulnerability of Papua New Guinea (PNG) to economic shocks and identifies factors that contribute most to economic uncertainty. Economic scenarios were developed using historical data on volatile domestic sectors (e.g., primary agriculture and hydropower electricity generation) and world prices of goods and services in which PNG trades. The Computable General Equilibrium (CGE) model of PNG was used to simulate a range of potential economic outcomes under these scenarios. In addition, data mining and machine learning methods were applied to quantify the contribution of each shock to the uncertainty of economic outcomes. Key findings suggest that Papua New Guinea’s economy is predominantly exposed to external risks, with world prices and foreign capital volatility together accounting for approximately two-thirds of the potential variation in GDP and three-fourths of the potential variation in private consumption, poverty, and undernourishment (domestic production volatility contributes the remaining one-third and one-fourth, respectively). The current structure of the PNG economy underpins these results. While agriculture is the most uncertain sector, it is relatively less important compared to the overall economy; export earnings from energy and metals, as well as volatile foreign exchange capital inflows, play a much more significant role in the country’s current economic risks. Understanding how potential shocks might impact various segments of the PNG economy and population is a critical first step in facilitating discussions on relevant risk mitigation strategies, such as increasing sectoral productivity or diversifying production away from high-risk sectors.

Production and consumption traits and the adoption of improved maize varieties: Evidence from seed sample packs and cooking demonstrations

In developing countries, semi-subsistence farmers typically assume dual roles as both consumers and producers of the same crops, which shape their adoption decisions as they balance household food security with market-driven incentives. This study, conducted in eastern Uganda, employs a field experiment with two intervention arms to assess the relative importance of these factors in farmers’ decisions to adopt improved maize seed varieties. The first intervention focuses on production traits, distributing free sample packs of an improved hybrid maize variety to showcase benefits such as higher yields, pest resistance, and drought tolerance. The second intervention emphasizes consumption traits, offering cooking demonstrations and blind taste tests using flour from the same improved maize variety to highlight its taste, texture, and ease of preparation. Our findings reveal that while seed sample packs positively influenced farmers’ perceptions of both production and consumption traits, cooking demonstrations primarily affected perceptions of consumption qualities. We find some evidence that the cooking demonstrations and tasting sessions significantly boosted adoption of the improved maize seed variety promoted by the intervention. However, farmers who received seed sample packs tended to recycle the harvested grain as seed in subsequent seasons, thereby crowding out fresh seed purchases. This practice led to productivity losses, suggesting that the seed trial packs did not translate into lasting improvements in food security or increased market participation.

The dynamic impacts of alternative livestock sector intervention and spending options in Rwanda

This study evaluates the cost-effectiveness of various livestock interventions—feed, breeding, and health—and budget allocation strategies (balanced, feed-oriented, breeding oriented, and health-oriented) in the context of Rwanda’s economic and livestock systems. Using an economic and livestock systems integrated framework, the research highlights moderate yet sustained impacts on agricultural Gross Domestic Product (GDP) and significant improvements in the livestock sector. Overall, breeding interventions have the largest cumulative effect on agricultural GDP, while health measures, particularly dewormers, yield long-term gains in livestock productivity. Under the balanced scenario, breeding contributes significantly to both meat and milk sector GDP, while feed interventions show a smaller impact overall. The study also finds that biased spending scenarios lead to differing outcomes across livestock sub-sectors. Breeding-oriented spending boosts milk GDP initially, whereas health-oriented spending excels in meat production through reduced deaths and increased liveweight. By the end of the simulation period, a balanced investment strategy results in a 12.5 percent increase in meat yield and a 27 percent rise in milk yield, largely driven by breeding. Health interventions, particularly deworming, are crucial for sustained meat production, while improved feed mitigates mortality and supports stock growth. These results can support policy dialogue, such as the recently introduced Fifth Strategic Plan for Agriculture Transformation (PSTA 5), as policy makers seek to revitalize the livestock sector and enhance its resilience to future challenges.

Resilient Cities urban nutrition profile: Kenya

Despite progress in reducing child stunting over the past 15 years, Kenya is now facing new nutrition challenges, including overweight and obesity. The double burden of malnutrition (DBM), which is the coexistence of under- and overnutrition within individuals, households, and populations [1], manifests as child stunting and adult overweight (mostly in women) at the population and household levels. Dietary diversity is low and affects different population groups (particularly young children, adolescents, and women), predisposing them to micronutrient deficiencies. However, recent data on micronutrient intake and status are lacking. Households living in urban areas are vulnerable to being overweight, a consequence of increasingly unhealthy dietary patterns. In Kenya’s informal urban settlements, limited dietary diversity, reliance on cereals, and widespread consumption of ultra-processed foods (UPFs) contribute to high rates of child stunting, underweight, and the DBM, with affordability and accessibility driving food choices. Compounding factors include food safety concerns, clustering of unhealthy food vendors, and external shocks. Urban nutrition interventions have had mixed results, with some programs improving child health and maternal knowledge, but others showing no significant impact. Kenya aims to eliminate malnutrition by 2027, but national policies focus mostly on rural areas, leaving urban nutrition challenges insufficiently addressed. Programs such as Afya Jiji and the Nairobi City County Food System Strategy target urban health, but gaps in urban-specific strategies, poor coordination, and limited funding hinder progress. The national school meals program serves only a small portion of schools, and urban food policies are still underdeveloped.

Market monitoring in Rwanda’s rice sector: Insights from recent events

Summary
• While domestic rice production has risen 16% over the past five years, district level growth rates are varied and suggest strong growth in some districts but reductions in others. Leveraging higher growth area’s successes could be used to further expand production in declining growth districts.
• Microeconomic data suggests that smallholder rice farmers have slightly larger than average landholdings, grow at lower elevations, and sell about twice the percentage of crop value when compared to typical smallholders.
• A declining Tanzanian rice premium over the last five years (2019-2024) suggests a greater substitutability between Rwandan and Tanzanian rice but specific reasons for this trend are unclear and warrant further research. Overall, a 50 percent premium has been reduced to currently about 20 percent.
• Following a dramatic price increase in 2022, a subsequent large decrease in Tanzanian wholesale rice prices may have undermined government price setting in August 2024. Domestic producer rice price setting has been based on costs of production but appears to not consider other factors, such as the effects of imported prices of direct substitutes. A price analysis reveals that Tanzanian wholesale prices, valued in USD, fell about 37 percent from October 2023 to August 2024, while Rwandan retail rice prices were down only 14 percent. This relative price decrease could have effectively squeezed Rwandan processors when faced with government determined local producer prices that constricted potential profitability against rapidly declining Tanzanian prices.
• Research presented below indicates that Tanzanian wholesale prices have large, immediate impacts on rice prices in Rwanda, but Rwandan prices have little to no effect on either imported or wholesale Tanzanian rice prices. Therefore, dramatic changes of Tanzania wholesale prices have large effects on both retail Tanzanian and Rwandan rice prices in Rwanda. This unidirectional effect highlights the importance of monitoring domestic and important international prices and studying prices which could have potentially helped policymakers adjust to market dynamics more effectively and better inform target interventions. We recommend developing an improved market monitoring and forecasting unit to better incorporate the food systems approach promoted in PSTA 5.

Commercialization and dietary diversity of Rwandan smallholder farmers: A focus on women and youth headed households

Using a household dietary diversity score as a proxy for household access to nutritious foods, this paper assesses the relationship between commercialization and nutritional outcomes of Rwandan smallholder farmers, with a particular emphasis on women and youth headed households. The results indicate that commercialization has a strong, positive effect on household dietary diversity but mixed results between sub-categories of households. For instance, male-headed households have higher overall dietary diversity compared to female-headed ones, but much of that variation can be explained by higher asset ownership and income. However, relative to male headed households, female headed households appear to respond to increasing levels of commercialization by consuming more diverse foods, an insight that could be useful for targeted interventions. Importantly, youth-headed households exhibit greater household dietary diversity than those households headed by older individuals, despite having both lower levels of assets and crop commercialization. General determinants that positively influence household dietary diversity include the level of commercialization, household non-farm assets, market access, education of the household head, the presence of children under five in the household, irrigation use, land size, and livestock holdings. The goal of this research is to enable policy makers to better identify the drivers of household dietary consumption, particularly among more vulnerable households, and how to encourage a more diverse diet for better nutritional outcomes.

Assessing the projected impacts of alternative PSTA5 spending trajectories on the Rwandan economy

Data-driven and evidence-based approaches are critical for shaping public policy, investment, and expenditure decisions, ensuring that development plans are effective and well-informed. The RIAPA model, utilized in this study, has played a key role in informing policy discussions, including the identification of national priorities and strategies, the mid-term assessment of the Rwanda’s fourth Strategic Plan for Agriculture Transformation (PSTA 4), and the post-COVID-19 recovery and relief efforts. This policy note employs a Rwanda-specific RIAPA model integrated with an investment module to analyze the expected benefits from agricultural investments outlined in the Fifth Strategic Plan for Agriculture Transformation (PSTA 5) for 2025-2029. Results show that, compared
to PSTA 4 spending trends, a moderate spending scenario under PSTA 5 could accelerate agricultural transformation and inclusive growth by 2.8 percentage points. A higher budget scenario, re quiring an average annual expenditure of $610 million, is projected to reach an ambitious eight percent agricultural growth target. Faster agricultural growth would further stimulate the off-farm components of the agri-food system, reinforcing agriculture's role as an economic growth engine. By 2029, PSTA 5 could reduce poverty and undernourishment by 1.6 million people, contingent on managing potentially significant climatic and external economic risks.

The case for food system knowledge support system (FS-KSS)

The Comprehensive Africa Agriculture Development Programme (CAADP) Strategy and Action Plan (2026-2035) is a key framework aimed at transforming Africa’s agrifood systems to achieve sustainable agricultural growth, food security, and economic development across the continent. Building on the lessons from the Malabo Declaration, the Plan emphasizes the need for sustainable food production, inclusivity, and resilience in the face of climate change and other challenges. However, achieving these ambitious goals requires a robust and integrated support system that can provide accurate, real time data, facilitate evidence-based decision-making, and promote accountability among stakeholders. Without a well-functioning knowledge system, the efforts to transform agrifood systems may be hindered by data gaps, limited analytical capacity, and a lack of coordination among various actors. The effectiveness of food systems in Africa is often hindered by data gaps, inconsistencies, and limited capacity for data analysis. These issues compromise the ability of governments and other stakeholders to make informed decisions, implement sound policies, and monitor progress toward national and continental goals such as food security and climate resilience. This is where the Food System Knowledge Support System (FS-KSS) becomes crucial, as it provides the necessary tools to ensure effective implementation of the CAADP Strategy and Action Plan.

Comprehensive mapping of food systems is necessary to guide transformation efforts: The case of Rwanda

Rwanda has made significant strides in improving its food systems, with notable progress in reducing malnutrition and stunting, especially among children. Stunting rates declined from over 50% in the early 2000s to 33% by 2020, reflecting the government’s commitment to addressing food insecurity and enhancing nutrition through a range of agricultural and public health initiatives. The country’s Crop Intensification Program (CIP) has played a pivotal role in increasing agricultural productivity, especially for staple crops like maize, beans, and Irish potatoes, which has contributed to better food availability across the country. Despite these achievements, substantial challenges persist. Almost 19% of households still face food insecurity, with the highest prevalence in rural areas. Additionally, malnutrition continues to affect vulnerable populations, with anemia rates among women of reproductive age at 37%, signaling gaps in nutrition security. Environmental concerns, including soil degradation, water scarcity, and climate change, further complicate efforts to sustain agricultural productivity. Approximately 40% of Rwanda’s land is affected by soil erosion, and shifting climate patterns pose increasing risks to agricultural yields. These challenges indicate the need for a more strategic, research-based approach to understanding and transforming Rwanda’s food system.

The political economy of food self sufficiency policies and food security in African countries

Food security deteriorated in Africa during the past decade, and the number of undernourished people has been increasing since 2010. The prevalence of undernourishment is now above pre-pandemic levelsat 9.7% compared with 7.2% in 2019, and Africa reports the highest level in the world. External factors, such as the Russia-Ukraine conflict, have contributed to this increase Projections show that almost 600 million people in Africa will be chronically undernourished in 2030. Moreover, Africa is not on track for SDG2, eradicate hunger by 2030. To achieve food security and reduce the number of undernourished people, many policymakers are advocating for food self-sufficiency. Relying on local production and promoting it through various policy measures, including restrictive trade policies, appears to many to be a natural solution. Yet, there has been a long-standing debate among analysts as to whether trade restrictions are a good strategy, especially in Africa, to achieve food security. The proponents of food self-sufficiency argue that trade liberalization increases food dependency (and import bills) and makes consumers vulnerable to external shocks in food availability, as well as exposing them to unhealthy foods. They advocate for stimulating local production with subsidies and trade restrictions. For the opponents, opening borders to international trade is a guarantee of cheap and easy access to diversified food products. Furthermore, by partially decoupling local markets from domestic shocks, trade can also help stabilize domestic food markets. This report contributes to that debate. Using both qualitative and quantitative analysis, we reach the conclusion that food self-sufficiency is neither a necessary nor a sufficient condition for food security. Food security is a multidimensional concept, and only two dimensions– availability and utilization—seem to be affected by food self-sufficiency in Africa. Also, while public support to agriculture can help achieve food self-sufficiency, its impact is not linear, and beyond a certain threshold, diminishing returns are observed. Overall, different approaches can achieve food security, and there is no “one-size-fits-all strategy.” International or regional trade can contribute to food security and stabilize domestic food markets, as regional production is usually less volatile than domestic supply.

The power of public food procurement to deliver for climate

Women’s Empowerment in Agrifood Governance (WEAGov) assessment framework insights from the India pilot study

Women’s equal participation and leadership in political and public life can boost a country’s long-term economic growth, foster social inclusion, and help countries reach the 2030 Sustainable Development Goals (SDGs). Beyond these important outcomes, women’s inclusion in public life is a basic human right: Women deserve a role in making decisions, controlling resources, and shaping policies. Despite the importance of women’s voices and their empowerment in policy and decision-making processes, available metrics show that women’s policy and political empowerment remains low. Moreover, these metrics are inadequate in systematically tracking women’s voices and empowerment across different levels of decision-making. IFPRI developed an assessment framework—Women’s Empowerment in Agrifood Governance (WEAGov)—to assess women’s voices and empowerment in national policy processes in agrifood systems. This paper presents results from the pilot testing of WEAGov in India from January to March 2024. In this paper, we present how the WEAGov tool works in the Indian context, analyze trends in the data that we collected during the pilot, and provide an overview of the status of women’s voices and empowerment in the agrifood policy process as of March 2024. The pilot testing in India provides useful lessons on improving the measurement of these outcomes and offers valuable policy insights on critical entry points for increasing women’s voices and empowerment in the national agrifood policy process, design, implementation, and evaluation.

The state of food insecurity measurement: A mix of methods, and a mix of messages

Robust food insecurity indicators are needed for monitoring development targets, humanitarian advocacy efforts, and rationally allocating foreign aid. Longstanding dissatisfaction with the FAO’s undernourishment indicator prompted the development of new metrics in recent decades, including the FAO’s Food Insecurity Experience Scale (FIES) and the unaffordability of healthy diets. However, no previous research has assessed whether food insecurity and poverty indicators are in broad agreement on which countries are insecure/poor, and whether global food insecurity is rising or falling. Unfortunately, this new mix of methods produces mixed messages. At the country level, FIES severe food insecurity is often higher in Latin America and the Caribbean than in Niger and other extremely poor African countries. On global trends, the FAO reports increasing undernourishment and FIES food insecurity over 2014-2022, whereas the World Bank reports monetary poverty declining and healthy diets becoming more affordable. Moreover, trends in FAO food security indicators are not statistically explained by hypothesized factors cited in FAO reports, such as conflict or climate change, and increases in the FAO’s calorie consumption inequality metric are inconsistent with declining income inequality reported by the World Bank. We provide four concrete suggestions to improve food security measurement and monitoring: (1) the FAO should cease modelling undernourishment; (2) new independent studies should re-evaluate the FIES and test new metrics; (3) international agencies should implement coordinated, high-frequency, multi-purpose, open-access surveys; and (4) researchers should further improve the “nowcasting” of poverty and food insecurity for data-scarce crisis contexts.

Man vs. machine: Experimental evidence on the quality and perceptions of AI-generated research content

Academic researchers want their research to be understood and used by non-technical audiences, but that requires communication that is more accessible in the form of non-technical and shorter summaries. The researcher must both signal the quality of the research and ensure that the content is salient by making it more readable. AI tools can improve salience; however, they can also lead to ambiguity in the signal since true effort is then difficult to observe. We implement an online factorial experiment providing non-technical audiences with a blog on an academic paper and vary the actual author of the blog from the same paper (human or ChatGPT) and whether respondents are told the blog is written by a human or AI tool. Even though AI-generated blogs are objectively of higher quality, they are rated lower, but not if the author is disclosed as AI, indicating that signaling is important and can be distorted by AI. Use of the blog does not vary by experimental arm. The findings suggest that, provided disclosure statements are included, researchers can potentially use AI to reduce effort costs without compromising signaling or salience. Academic researchers want their research to be understood and used by non-technical audiences, but that requires communication that is more accessible in the form of non-technical and shorter summaries. The researcher must both signal the quality of the research and ensure that the content is salient by making it more readable. AI tools can improve salience; however, they can also lead to ambiguity in the signal since true effort is then difficult to observe. We implement an online factorial experiment providing non-technical audiences with a blog on an academic paper and vary the actual author of the blog from the same paper (human or ChatGPT) and whether respondents are told the blog is written by a human or AI tool. Even though AI-generated blogs are objectively of higher quality, they are rated lower, but not if the author is disclosed as AI, indicating that signaling is important and can be distorted by AI. Use of the blog does not vary by experimental arm. The findings suggest that, provided disclosure statements are included, researchers can potentially use AI to reduce effort costs without compromising signaling or salience.

How agri-food value chain employment and compensation evolve with structural transformation

The traditional structural transformation narrative emphasizes inter-sectoral labor reallocation out of agriculture, ignoring whether workers exit agri-food value chains or merely migrate within them, from primary agricultural production to downstream food industries. We introduce a method to decompose multiregional input-output table data into industry-and-country-specific annual labor value added estimates by final consumer market segment – domestic food at home, domestic food away from home, or exports – and match with industry-specific employment data to estimate average worker compensation. Using data covering most of the global economy, 1993-2021, we report ten stylized facts that sharpen the traditional narrative about labor reallocation amid structural transformation. As incomes grow, labor exits primary production for downstream agri-food value chain segments that maintain a steady economywide employment share while offering jobs that pay better than farm work. Women disproportionately move from primary production to downstream, consumer-facing retail and food service, while men migrate to better-paying midstream jobs, increasing gender pay inequality within the value chain. Employment shifts are strongly associated with changes in national per capita income, but not with agricultural total factor productivity growth.

Prioritizing agri-food system investments under climatic and world price risks

With a population exceeding 120 million, Ethiopia is home to 77 million people who directly depend on agriculture for their livelihoods (World Bank, 2024a). The country registered robust agricultural growth of about 5% on average for a decade since 2013 (NBE, 2023). The Ethiopian government has been encouraged to target its development interventions to sustain and accelerate the growth and transformation of the economy (IFAD, 2023; Aragie & Balié, 2019). However, the pattern of support and the composition of growth are critical factors influencing changes in poverty, employment, and diet quality (Christiaensen & Martin, 2018; Pham & Riedel, 2019). Assessing the linkages between economic growth and poverty, employment, and diet quality is a topic of importance to both country policymakers and their development partners. Few studies, including Fan and Zhang (2008), Aragie, et al (2022), Benfica, et al. (2019) and Pauw and Thurlow (2015), have so far assessed and ranked various on-farm and off-farm interventions in relation to their impacts on selected outcome indicators and suggested to policy makers the most cost-effective ways of allocating scarce public resources for maximum impact.

Zambia: Systematic analysis of domestic production and world market shocks

This study explores Zambia’s vulnerability to economic shocks and identifies those contributing most to economic uncertainty. The Zambian Computable General Equilibrium (CGE) model was employed to simulate a range of potential economic outcomes under various sampled shock scenarios developed using historical data on domestic agricultural yield volatilities and world market prices for traded goods. Data mining and machine learning methods were applied to quantify the contribution of each shock to the uncertainty of these outcomes. We find that Zambia’s economy is predominantly exposed to external risks, with foreign capital flows and world market price volatility together accounting for approximately three-fourths of potential variations in GDP, private consumption, poverty, and undernourishment. Domestic agricultural yield volatilities contribute the remaining one-fourth. The current struc-ture of the Zambian economy underpins these results. While agriculture is the most uncertain sector, its relatively small contribution to GDP limits its economywide and macroeconomic impacts. Instead, export earnings from cop-per and foreign exchange capital flows play a much more significant role in shaping Zambia's economic risks and their social and economic impacts. Understanding how potential shocks might impact various segments of the Zambian economy and population is a critical first step in facilitating a discussion on risk mitigation strategies that include increasing sectoral productivity or diversifying production to reduce reliance on high-risk sectors.

Is it a myth? Market power among intermediaries in agri-food value chains

A common narrative about agri-food value chains (AVCs) in low- and middle-income countries (LMICs) is that smallholders are paid substantially less for their agricultural products relative to the prices consumers pay for them. Some of that difference can be attributed to market channels—even in competitive and efficient agricultural markets, there are costs involved as agricultural products move from producers to consumers, including expenses for transportation, collection and aggregation, grading, processing, distribution, packaging, and retailing.