Dataset

EPAR TECHNICAL REPORT #411
Publication Date: 09/09/2022
Type: Research Brief
Abstract

Climate change is predicted to have increasingly dire effects on the largely rainfed agriculture of sub-Saharan agriculture, a livelihood that also contributes to climate change. Within this context, multilateral funding institutions are increasingly funding projects devoted to the adaptation to or mitigation of climate change. Data from the Organisation for Economic Development (OECD) provide an overview of climate-related project data, but the intersection of climate-related projects and projects intended to develop rural and agricultural economies is less explored. This paper focuses on climate-related projects in sub-Saharan Africa in the context of rural and agricultural project funding. We use a custom dataset from three separate multilaterals (the World Bank, African Development Bank, and International Fund for Agricultural Development) to answer the following research questions:

  1. What proportion of agriculture-related lending across the three multilaterals of interest has a climate component?
  2. Which countries are borrowing most for climate-related agricultural projects? Is the amount of borrowing correlated with a country’s climate risk?

 

Of all financing projects in our dataset (N = 1,846), we identified 203 as being climate-related (11%) and 505 as being related to rural agricultural economies (27%). Of the $26.5 billion annualized project funding, rural and agricultural financing accounts for $6.5 billion (24.6%) while climate projects receive $1.97 billion (7.4%). The World Bank funds approximately half of all agriculture projects in the dataset, with the AfDB funding just under 30% and IFAD just over 20%.

Annual average borrowing amounts from multilaterals for climate-related rural/agricultural economies projects varies widely across sub-Saharan Africa. The major borrowers include Ethiopia ($150 million), Nigeria ($105 million), and Kenya ($102 million). The proportion of multilateral borrowing for climate-related projects among all rural agricultural borrowing also varies substantially across sub-Saharan Africa; the Seychelles and Eswatini devote the largest proportions of rural agricultural borrowing toward climate work (100% and 69.8%, respectively). Fourteen SSA countries devote between 15% and 30% of rural agricultural borrowing to climate-related projects and fifteen have not received any multilateral financing for climate-related rural/agricultural economies projects.

We do not find a statistically significant relationship between a country’s Climate Risk Index and the proportion of annual rural/agricultural economies borrowing focused on climate.

 

Suggested Citation:

Financing for Climate Change in Africa: A View of Sovereign Borrowing in Agriculture from Multilateral Funding Institutions . EPAR Technical Report #411 (2022). Evans School of Public Policy & Governance, University of Washington. Retrieved <Day Month Year> from https://epar.evans.uw.edu/research

EPAR TECHNICAL REPORT #411
Publication Date: 05/24/2021
Type: Data Analysis
Abstract

In this dataset, we compile current project data from three major international financial institutions (or IFIs) - the World Bank, African Development Bank, and the International Fund for Agricultural Development - to understand

  1. how much countries are borrowing from each institution. and
  2. how much of that funding is devoted to small scale producer agriculture.

We begin by gathering publicly accessible data through downloads and webscraping Python and R scripts. These data are then imported into the statistical software program, Stata, for cleaning and export to Excel for analysis. This dataset contains rich information about current projects (active, in implementation, or recently approved), such as project title, project description, borrowing ministry, commitment amount, and sector. We then code relevant projects into two categories: On Farm (projects pertaining directly to small scale producer agriculture) and Rural/Agricultural Economies (inclusive of On Farm, but broader to include projects that impact community livelihoods and wellbeing). Finally, we annualize and aggregate these coded projects by IFI and then by country for analysis. Bilateral funding, government expenditures on agriculture, and development indicators are also included as supporting data to add context to a country's progress towards agricultural transformation.

The primary utility of this dataset is having all projects collected in a single spreadsheet where it is possible to search by key terms (e.g. commodity, market, financial, value chain) for lending by IFI and country, and to get some level of project detail.  We have categorized projects by lending category (e.g. irrigation, livestock, agricultural development, research/extention/training) to aggregate across IFI so that the total funding for any country is easier to find. For example, Ethiopia and Nigeria receive the most total lending from these IFIs (though not on a per capita basis), with each country receiving more than $3 billion per year on average. Ethiopia receives the most lending devoted to On Farm projects, roughly $585 million per year.  Overall, these data provide a snapshot of the magnitude and direction of these IFI's lending over the past several years to sub-Saharan Africa. 

 

Suggested Citation: 

Figone, K., Porton, A., Kiel, S., Hariri, B., Kaminsky, M., Alia, D., Anderson, C.L., and Trindade, F. (2021). Summary of Three International Financial Institution (IFI) Investments in Sub-Saharan Africa. EPAR Technical Report #411. Evans School of Public Policy & Governance, University of Washington. Retrieved <Day Month Year> from https://epar.evans.uw.edu/research/tracking-investment-landscape-summary-three-international-financial-institutions-ifis

Code
EPAR Technical Report #106
Publication Date: 11/02/2010
Type: Literature Review
Abstract

How development organizations, NGOs, and governments can best allocate scarce resources to those in need has long been debated. As opposed to universal allocation of resources, a more targeted approach attempts to minimize program costs while maximizing benefits among those with the greatest need or market opportunity. Drawing on literature from several sectors,this brief presents two categories of beneficiary targeting in the development context: administrative targeting and self-targeting. The paper includes a brief overview of targeting and segmentation in development, a summary of reasons for targeting, theoretical and practical critiques of targeting, and a discussion of targeting methods in research and practice, including examples from the literature. Implementation examples cited in this body of research include food aid program targeting by self-reported household income in Egypt; fertilizer use in low-potential zones of Uganda; and seven strategic initiatives to improve drought and disease resistance in crops in Asia and Sub-Saharan Africa.  We find that beneficiary segmentation has several theoretical advantages.  Improved targeting may increase the efficiency and equity of organizational and program efforts and help better match interventions to recipient preferences, increasing the likelihood of adoption and participation. Development organizations may improve the focus of both their strategic priorities and budgets through customized targeting methods. However, concerns exist regarding the accuracy, reliability, cost, and time-constraints of targeting methodologies. Creating valid and reliable target groups with implementation potential remains a significant challenge. 

EPAR Research Brief #97
Publication Date: 09/27/2010
Type: Research Brief
Abstract

This report presents data on selected agricultural commodities for the second quarter of 2010 (April through June) and July, August, and September, where available. It provides a summary of recent changes and trends in prices, demand, supply, and market conditions for key agricultural commodities. We find that agricultural commodity prices increased sharply in the second quarter due to an increase in grain prices triggered by supply disruptions in Russia and Eastern Europe. The rise in grain prices led to a rally in commodity prices in August that caused some analysts to question whether markets might return to food price spikes similar to those observed during the 2008 food price crisis. Despite some concerns, however, wheat supplies appear ample and commodity prices seem to have stabilized. 

EPAR Technical Report #94
Publication Date: 08/17/2010
Type: Literature Review
Abstract

Market-oriented agricultural production can be a mechanism to increase smallholder farmer welfare, rural market performance, and contribute to overall economic growth. Cash crop production can allow households to increase their income by producing output with higher returns to land and labor and using the income generated from sales to purchase goods for consumption. However, in the face of missing and underperforming markets, African smallholder households are often unable to produce efficiently or obtain staple foods reliably and cheaply. This literature review summarizes the available literature on the impact of smallholder participation in cash crop and export markets on household welfare and rural markets. The review focuses exclusively on evidence from Sub-Saharan Africa regarding top and emerging export crops, with the addition of tobacco and horticulture due to the volume of research relevant to smallholder welfare gains from the production of these crops. It includes theoretical frameworks, case studies, empirical evidence, and historical analysis from 42 primary empirical studies and 112 resources overall.

EPAR Technical Report #82
Publication Date: 07/16/2010
Type: Research Brief
Abstract

EPAR’s Poultry Markets in West Africa series provides an overview of poultry market trends across West Africa and compares the opportunities for poultry sector development in Benin, Burkina Faso, Côte d’Ivoire, Ghana, Mali, Niger, Nigeria, Senegal and Sierra Leone. The briefs in this series provide detailed country-specific poultry market analyses. The primary resources for these analyses included many reports prepared in response to the avian influenza epidemic, which may explain some of the emphasis on the importance of biosecurity in the available literature. We find that the West African poultry sector faces high production costs, safety concerns due to lack of sanitary controls, and technical constraints in processing and marketing. In addition to biological issues, the lack of breeders, marketing, and processing technology present technical constraints to poultry sector growth.  

EPAR Research Brief #91
Publication Date: 07/09/2010
Type: Research Brief
Abstract

This report provides an overview of poultry market trends in Benin as compared to the wider West African region. In Benin, live chickens, hens, poultry meat, and eggs for consumption are subject to the 20 percent Common External Tariff (CET), which facilitates an influx of cheap poultry imports from the European Union (EU). Live turkeys and other poultry, reproducers, and hatching eggs are subject to a 5 percent tariff. In the late 1990s, Benin experienced an influx of cheap poultry products primarily from the EU. By 2002, annual poultry imports reached approximately 24,000 tons, more than the poultry imports of any other country in West Africa.  In 2004 and 2005, Benin banned imports of poultry and poultry by-products from countries affected by avian influenza. Current information about the poultry industry in Benin is limited. The primary sources for this analysis are a FAO poultry sector review from 2006, a poultry sector project report from the New Partnership for African Development (NEPAD), and a 2006 assessment by the Benin Ministry of Agriculture, Livestock, and Fishing. We find that the poultry sector plays an important economic, social and cultural role in Benin. Poultry and egg production is a major contributor to the agricultural sector and is an important source of nutrition and income for Beninese households. The poultry sector in Benin has the potential to improve the nutritional wellbeing and income security of a large percentage of the population. Traditional smallholders produce the majority of poultry products domestically; however, current production is limited due to low productivity, poor biosecurity, and lack of inputs. We find that a reduction of foreign imports and greater institutional support for the industry may help domestic producers reach their potential.

EPAR Research Brief #92
Publication Date: 07/07/2010
Type: Research Brief
Abstract

This report provides an overview of poultry market trends in Sierra Leone as compared to the wider West African region. Sierra Leone did not adopt the Common External Tariff (CET) until 2005, however 2004 tariff rates were already on par with official CET rates. The tariff for live chickens, hens, poultry meat and eggs for consumption remains at 20 percent, which facilitates an influx of cheap poultry imports from Europe. Live turkeys and eggs for hatching are subject to a 5 percent tariff. There is little public information available regarding poultry production in Sierra Leone. The primary sources for this analysis are Government of Sierra Leone documents responding to the avian influenza epidemic in the West African region. This report provides a brief overview of consumption and consumer preferences, domestic production, trade, the political environment, and opportunities for future poultry development in Sierra Leone. Because of the small amount of information regarding poultry production in Sierra Leone, we find that further information is necessary to understand the scope of opportunity for poultry market development.

EPAR Research Brief #72
Publication Date: 06/28/2010
Type: Literature Review
Abstract

How development organizations, NGOs, and governments can best allocate scarce resources to those in need has long been debated. As opposed to universal allocation of resources, a more targeted approach attempts to minimize program costs while maximizing benefits among those with the greatest need or market opportunity. Many international development organizations strategically target clients based on geographic location (e.g., community, region, country) or socio-economic indicators, such as the World Bank’s “$1 a day” poverty line. Drawing on literature from several sectors, this brief presents additional methods of beneficiary targeting that international development organizations might consider. We find that beneficiary targeting/segmentation has the potential to make organizational and program efforts more equitable and efficient. With limited resources, smaller organizations have tended to use single robust indicators or simple heuristics, whereas agribusinesses and private sector firms have used more data-intensive marketing tools to position their products. Technological innovation and better access to data have made targeting more prevalent and potentially more affordable in agricultural development. However, creating valid and reliable target segments remains the most significant challenge.

EPAR Research Brief #89
Publication Date: 06/16/2010
Type: Research Brief
Abstract

This report provides an overview of poultry market trends in Niger as compared to the wider West African region. As of 2009, Niger maintains the 20 percent Common External Tariff (CET) for live chickens and hens, poultry meat, and eggs for consumption. Live turkeys and other poultry, reproducers, and hatching eggs are subject to a 5 percent tariff. The primary source for this analysis is the presentation document by the Groupement des Aviculteurs Privés de la Communauté Urbaine de Niamey et ses Environs (GAP/CUN/E) at the FAO Emergency Centre for Transboundary Animal Disease Operations’ (ECTAD) Second Poultry Farming Technical Workshop, held in Dakar in June 2009. We find that the poultry sector in Niger currently exhibits poor productivity, widespread disease concerns, and poor organization. The avian influenza epidemic devastated poultry stocks in Niger and the sector has yet to fully recover. Since smallholders comprise the majority of poultry producers in Niger, developing the sector presents an opportunity to improve health and food security.