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Studies of improved seed adoption in developing countries almost always draw from household surveys and are premised on the assumption that farmers are able to self-report their use of improved seed varieties. However, recent studies suggest that farmers’ reports of the seed varieties planted, or even whether seed is local or improved, are sometimes inconsistent with the results of DNA fingerprinting of farmers' crops. We use household survey data from Tanzania to test the alignment between farmer-reported and DNA-identified maize seed types planted in fields. In the sample, 70% of maize seed observations are correctly reported as local or improved, while 16% are type I errors (falsely reported as improved) and 14% are type II errors (falsely reported as local). Type I errors are more likely to have been sourced from other farmers, rather than formal channels. An analysis of input use, including seed, fertilizer, and labor allocations, reveals that farmers tend to treat improved maize differently, depending on whether they correctly perceive it as improved. This suggests that errors in farmers' seed type awareness may translate into suboptimal management practices. In econometric analysis, the measured yield benefit of improved seed use is smaller in magnitude with a DNA-derived categorization, as compared with farmer reports. The greatest yield benefit is with correctly identified improved seed. This indicates that investments in farmers' access to information, seed labeling, and seed system oversight are needed to complement investments in seed variety development.
Self-Help Groups (SHGs) in Sub-Saharan Africa can be defined as mutual assistance organizations through which individuals undertake collective action in order to improve their own lives. “Collective action” implies that individuals share their time, labor, money, or other assets with the group. In a recent EPAR data analysis, we use three nationally-representative survey tools to examine various indicators related to the coverage and prevalence of Self-Help Group usage across six Sub-Saharan African countries. EPAR has developed Stata .do files for the construction of a set of self-help group indicators using data from the Living Standards Measurement Study - Integrated Surveys on Agriculture (LSMS-ISA), Financial Inclusion Index (FII), and FinScope.
We compiled a set of summary statistics for the final indicators using data from the following survey instruments:
- Ethiopia:
- Ethiopia Socioeconomic Survey (ESS), Wave 3 (2015-16)
- Kenya:
- Kenya FinScope, Wave 4 (2015)
- Kenya FII, Wave 4 (2016)
- Nigeria
- Nigeria FII, Wave 4 (2016)
- Rwanda:
- Rwanda FII, Wave 4 (2016)
- Tanzania:
- Tanzania National Panel Survey (TNPS), Wave 4 (2014-15)
- Tanzania FinScope, Wave 4 (2017)
- Tanzania FII, Wave 4 (2016)
- Uganda:
- Uganda FinScope, Wave 3 (2013)
- Uganda FII, Wave 4 (2016)
The raw survey data files are available for download free of charge from the World Bank LSMS-ISA website, the Financial Sector Deepening Trust website, and the Financial Inclusion Insights website. The .do files process the data and create final data sets at the household (LSMS-ISA) and individual (FII, FinScope) levels with labeled variables, which can be used to estimate summary statistics for the indicators.
All the instruments include nationally-representative samples. All estimates from the LSMS-ISA are household-level cluster-weighted means, while all estimates from FII and FinScope are calculated as individual-level weighted means. The proportions in the Indicators Spreadsheet are therefore estimates of the true proportion of individuals/households in the national population during the year of the survey. EPAR also created a Tableau visualization of these summary statistics, which can be found here.
We have also prepared a document outlining the construction decisions for each indicator across survey instruments and countries. We attempted to follow the same construction approach across instruments, and note any situations where differences in the instruments made this impossible.
The spreadsheet includes estimates of the following indicators created in our code files:
Sub-Populations
- Proportion of individuals who have access to a mobile phone
- Proportion of individuals who have official identification
- Proportion of individuals who are female
- Proportion of individuals who use mobile money
- Proportion of individuals who have a bank account
- Proportion of individuals who live in a rural area
- Individual Poverty Status
- Two Lowest PPI Quintiles
- Middle PPI Quintile
- Two Highest PPI Quintiles
Coverage & Prevalence
- Proportion of individuals who have interacted with a SHG
- Proportion of individuals who have used an SHG for financial services
- Proportion of individuals who depend most on SHGs for financial advice
- Proportion of individuals who have received financial advice from a SHG
- Proportion of households that have interacted with a SHG
- Proportion of households in communities with at least one SHG
- Proportion of households in communities with access to multiple farmer cooperative groups
- Proportion of households who have used an SHG for financial services
Characteristics
In addition, we produced estimates for 29 indicators related to characteristics of SHG use including indicators related to frequency of SHG use, characteristics of SHG groups, and individual/household trust of SHGs.
Cereals and pulses are important food and cash crops for farmers and rural households in Ethiopia. Despite the economic and food security importance of these crops, data and opinion suggest a yield gap: actual smallholder farm yields do not achieve estimated potential yields for wheat, sorghum, maize, lentils and peas. Furthermore, cereal prices in Ethiopia fall between import and export parity prices, limiting their international trading prospects. Although there are significant wheat imports, these reflect the influx of food aid, rather than competitive trade on the international market. The purpose of this brief is to estimate yield gaps in important Ethiopian crops in order to identify potential areas for productivity gains. We find that wheat, sorghum and maize all exhibit the potential for yield gains to increase domestic food availability. Additionally, all three crops experienced significant spikes in yield in the 2006 season. Further investigation into the climate conditions and policy in place that year may generate potential strategies to increase future yields. Analysis of Ethiopian lentil and pea yields suggest that productivity gains may be possible to increase food availability. Limited access to improved technologies appears to be the main constraint to pulse productivity in Ethiopia. Opportunities to increase lentil and pea yields appear to exist through increasing cultivation of improved varieties.
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.
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.
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.
This report provides an overview of poultry market trends in Côte d’Ivoire as compared to the wider West African region. Côte d’Ivoire experienced an influx of cheap poultry products between 2000 and 2005, contributing to a significant increase in poultry consumption during those years. In 2005, Côte d’Ivoire banned imports from countries affected by avian influenza and increased taxes on all other imported poultry. The primary sources for this analysis are the FAO-Emergency Centre for Transboundary Animal Diseases (ECTAD) poultry sector review from 2008 and the information provided by the Interprofession Avicole Ivoirienne (IPRAVI) on their website. IPRAVI is the umbrella organization overseeing Côte d’Ivoire’s poultry sector. We find that smallholders produce the majority of poultry in Côte d’Ivoire. Common production practices lead to low productivity, poor bio-security, and limited distribution opportunities. Since the influx of cheap poultry imports between 2000 and 2005 and the import ban of 2005, overall consumption of poultry has declined along with imports, suggesting significant market potential for domestic poultry products. We provide specific areas for interventions to improve poultry productivity, based upon evidence from the African Development Bank and the FAO. Furthermore, we examine analyses from the FAO that suggest there is sufficient infrastructural capacity to expand the poultry sector and increase smallholder productivity.
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.
This report provides an overview of poultry market trends in Nigeria as compared to the wider West African region. As a member of the Economic Community of West African States, Nigeria complies with most Common External Tariff (CET) measures, which facilitates an influx of cheap poultry imports from Europe. The country adopted a ban on poultry imports in 2002 to reduce competition from foreign producers. However, illegal imports continue to enter via land borders. The primary sources for this analysis are the 2006 FAO-Emergency Centre for Transboundary Animal Diseases (ECTAD) poultry sector review and the Pro-Poor Highly Pathogenic Avian Influenza Risk Reduction group’s 2008 review of Nigeria. We find that poultry keeping is ubiquitous in Nigeria’s rural areas and is increasingly common among peri-urban and urban households as a way to supplement income and increase access to protein. The commercial sector is comprised of operations at a range of sizes, including large-scale, vertically integrated facilities. We find that demand for poultry is rising and is expected to continue increasing as Nigeria’s economy grows. At all levels in the sector, the country’s poultry farmers have opportunities to expand production in response to rising demand.
This report provides an overview of poultry market trends in Ghana as compared to the wider West African region. The primary source for this analysis is the 2006 FAO-Emergency Centre for Transboundary Animal Diseases (ECTAD) poultry sector review. We find that poultry production in Ghana takes place in rural areas throughout the country and in commercial operations near urban centers. However, many domestic producers have been unable to compete with frozen poultry imports, resulting in stagnant domestic per capita production and underutilization of production facilities. The country’s coastal ports provide an entry point for poultry imports, which may explain why imports have dominated the country’s market more than in land-locked countries such as Burkina Faso. Opportunities for poultry development in Ghana include expanding the role of domestic producers in supplying geographic and product niches.