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SAGA PUBLICATIONS Included here are Working Papers and Conference Papers. Publications on this page are organized by author: RETURN TO MAIN AUTHORS PAGE Babatope-Obasa, Babasanmi Institutional framework, interest rate policy and the Nigerian manufacturing sub-sector October 2004 Michael Adebayo Adebiyi and Babasanmi Babatope-Obasa In this study, we set out to empirically investigate the impact of interest rates and other macroeconomic factors on manufacturing performance in Nigeria using cointegration and an error correction mechanism (ECM) technique with annual time series covering the period between 1970 and 2002. Some statistical tools are employed to explore the relationship between these variables. The analysis starts with examining stochastic characteristics of each time series by testing their stationarity using Augmented Dickey Fuller (ADF) test. Then, the study estimates error correction mechanism (ECM) model. From the error correction model, several interesting conclusions are drawn from the study. First, interest rate spread and government deficit financing have negative impact on the growth of manufacturing sub-sector in Nigeria. Secondly, the study empirically reveals that liberalization of the Nigerian economy has promoted manufacturing growth between 1970 and 2002. Lastly, the findings are further reinforced by the presence of a long-term equilibrium relationship, as evidenced by the cointegration, and stability in the model. Presented at the DPRU-TIPS-Cornell University Forum on "African Development and Poverty Reduction: The Macro-Micro Linkage," October 13-15, 2004, Cape Town, South Africa Babatunde, Musibau Adetunji Long Run Relationship between Education and Economic Growth in Nigeria: Evidence from the Johansen’s Cointegration Approach November 2005 Babatunde, Musibau Adetunji and Adefabi, Rasak Adetunji This paper investigates the long run relationship between education and economic growth in Nigeria between 1970 and 2003 through the application of Johansen Cointegration technique and Vector Error Correction Methodology. It examines two different channels through which human capital can affect long run economic growth in Nigeria. The first channel is when human capital is a direct input in the production function and the second channel is when the human capital affects the technology parameter. The Johansen Cointegration result establishes a long run relationship between education and economic growth. A well educated labour force appears to significantly influence economic growth both as a factor in the production function and through total factor productivity. Paper prepared for the Regional Conference on “Education in West Africa: Constraints and Opportunities” in Dakar, Senegal, November 1-2, 2005 Bahiigwa, Godfrey Children’s Health Status in Uganda July 2005 Bahiigwa, Godfrey and Stephen D. Younger This paper studies trends and determinants of children's standardized heights, a good overall measure of children's health status, in Uganda over the 1990s. During this period, Uganda made impressive strides in economic growth and poverty reduction (Appleton, 2001). However, there is concern that improvements in other dimensions of well-being, especially health, has been much weaker. We find that several policy variables are important determinants of children's heights. Most importantly, a broad package of basic health care services has a large statistically significant effect. Provision of some of these services, especially vaccinations, appears to have faltered in the late 1990s, which may help to explain the lackluster performance on stunting during that period. We also find that civil conflict, a persistent problem in some areas of the country, has an important (negative) impact on children's heights. Better educated mothers have taller children, but the only substantial impact is for children of mothers who have completed secondary school. Finally, we find that households that rely more on own-production sources of income tend to have more malnourished children, even after controlling for their overall level of income and a host of other factors. This latter conclusion is supportive of the Plan for Modernization of Agriculture, which aims to shift farmers from subsistence to commercial agriculture or other more productive activities. Bahoken, Serge Access to Schooling and Employment in Cameroon: New Inequalities and Opportunities April 2004 Eloundou-Enyegue, Parfait M., Ngoube Maurice, Okene Richard, V.P Onguene,Serge Bahoken, Joseph Tamukong, Moses Mbangwana, Joseph Essindi Evina, and Caroline Mongue Djongoue This report is about recent trends in education and access to employment in Cameroon. It focuses on five questions about (1) current levels of schooling, (2) recent trends in enrolment, (3) recent trends in schooling inequalities, (4) access to employment, and (5) risks and opportunities to improve education and employment outcomes. Based on these analyses, the report discusses several challenges and opportunities in improving education and employment outcomes. Baldé, D. Improving Schools in a Context of Decentralization: Findings from Research in West Africa – Benin, Guinea, Mali and Senegal November 2005 De Grauwe, A. and C. Lugaz (IIEP); D. Odushina and M. Moustapha (Bénin) ; D. Baldé (Guinée) ; D. Dougnon (Mali); and C. Diakhaté (Sénégal) Discussions on decentralization have increased in complexity in recent years because of the deepened realization that the ‘school’ as an institutional unit is a core actor in ensuring educational quality. A growing number of studies demonstrate that the management of a school, the relationships between the different actors (the head teacher, the teachers and the community) and the school’s own involvement in defining and evaluating its improvement have a profound impact on the quality of education. This ‘autonomization’ of the school in combination with the more traditional forms of decentralization, has led to greater diversity in the policies implemented in different countries. Paper prepared for the Regional Conference on “Education in West Africa: Constraints and Opportunities” in Dakar, Senegal, November 1-2, 2005 Bambangi, Sagre Local Governance and Resource Allocation July 2005 Sagre Bambangi and Al-hassan Seidu An important function of District Assemblies in Ghana is to ensure that the benefits of growth are shared equitably and fairly. One way of achieving this is to promote efficiency in resource allocation at both individual and community levels. This paper utilizes the case study approach to assess efficiency of resource distribution in four Districts in the Northern and Upper East regions of Ghana with emphasis on infrastructure, micro-credit, human and information resources. The conclusion is that the Medium Term Development plan prepared within the framework of the themes of the Ghana Poverty Reduction Strategy (GPRS) is an important guiding document in resource allocation. The allocation of community facilities such as schools, health and administrative infrastructure have been found generally to conform to the plan in spite of occasional erratic influences and decisions of some personalities. However, in terms of resources that are allocated to individuals such as the Poverty Alleviation Fund (PAF) the guidelines are often circumvented. It is recommended that Government policy of zero tolerance for corruption needs to be demonstrated at the local level in terms of the disbursement of the PAF. Priority must be given to development considerations instead of partisan party loyalty in appointing DCEs in order to check politicisation of resource allocation. A serious consideration must be given to the full implementation of the sub-district structures to facilitate information dissemination. For the people to “feel the growth in their pockets” resource allocation at the local level needs to be closely monitored to ensure compliance with guidelines. Presented at the International Conference on "Shared Growth in Africa," July 21-22, 2005, Accra, Ghana Barison, Joeli Better Technology, Better Plots or Better Farmers? Identifying Changes In Productivity And Risk Among Malagasy Rice Farmers November 2004 Barrett, Christopher B., Christine M. Moser, Oloro V. McHugh, and Joeli Barison We introduce a method for properly attributing observed productivity and risk changes among new production methods, farmers, and plots by controlling for farmer and plot heterogeneity. Results from Madagascar show that the new system of rice intensification (SRI) is indeed a superior technology. Although about half of the observed productivity gains appear due to farmer characteristics rather than SRI itself, the technology generates the estimated average output gains of more than 84%. The increased estimated yield risk associated with SRI would nonetheless make it unattractive to many farmers within the standard range of relative risk aversion. In American Journal of Agricultural Economics 86(4):869-888 (November). Barrett, Christopher Incomplete Credit Markets and Commodity Marketing Behavior February 2011 Stephens, Emma C. and Christopher B. Barrett Seasonal market participation patterns for smallholder farmers in western Kenya indicate that a signicant proportion follow a ‘sell low, buy high’ marketing strategy, in which these households forego opportunities for intertemporal price arbitrage through storage and are observed to sell output post-harvest at prices lower than observed prices for purchases in the subsequent lean season. We use data from the region to examine whether this behavior can be partly explained by the presence of a binding liquidity constraint for these farmers. We estimate a multi-period market participation model in the presence of liquidity constraints and transactions costs using maximum likelihood. Access to credit and off-farm income indeed seem to influence crop sales and purchase behaviors in a manner consistent with the hypothesized patterns. In Journal of Agricultural Economics 62(1): 1-24, February, 2011 The Evolution of Groupwise Poverty in Madagascar, 1999-2005 August 2010 Stifel, David, Felix Forster, and Christopher B. Barrett This paper explores whether there exist differences in groupwise poverty in Madagascar; that is, whether there is a pattern over time of consistently poorer performance among subpopulations readily identifiable by one or more identity markers. Three key messages come out of this analysis. First, there exists a core type of household that remained persistently poor over the 1999-2005 period. These households were largely not members of the dominant ethnic group, land poor, lived in remote areas, and were headed by uneducated individuals, most commonly women. Second, in addition to establishing the existence of persistent differences in poverty across groups, relative differences in returns to education, land and remoteness underscore the existence of differences within groups, as one characteristic affects the returns to another. Third, persistent differences in groupwise poverty is associated with multiple different identities, some of which are offsetting and some of which are reinforcing. For example, women’s higher education tends to offset the disadvantages associated with being a head of household, while remoteness compounds the disadvantages associated with living in female-headed households. Paper presented at workshop hosted by the Centre for Research on Inequality, Human Security and Ethnicity (CRISE): The Persistence of Inequalities, Department of International Development, University of Oxford, April 4, 2008 In Journal of African Economies 19(4):559-604, August, 2010 Social Learning, Social Influence and Projection Bias: A caution on inferences based on proxy-reporting of peer behavior April 2010 Hogset, Heidi and Christopher B. Barrett This paper explores the consequences of conflating social learning and social influence concepts and of the widespread use of proxy-reported behavioral data for accurate understanding of learning from others. Our empirical analysis suggests that proxy-reporting is more accurate for new innovations, about which social learning is more plausible, than for mature technologies. Furthermore, proxy-reporting errors are correlated with respondent attributes, suggesting projection bias. Self- and proxy-reported variables generate different regression results, raising questions about inferences based on error-prone, proxy-reported peer behaviors. Self-reported peer behavior consistently exhibits statistically insignificant effects on network members’ adoption behavior, suggesting an absence of social effects. In Economic Development and Cultural Change 58(3):563-589 Empirical Forecasting of Slow-Onset Disasters for Improved Emergency Response: An Application to Kenya’s Arid North August 2009 Mude, Andrew, Christopher B. Barrett, John G. McPeak, Robert Kaitho and Patti Kristjansen Mitigating the negative welfare consequences of crises such as droughts, floods, and disease outbreaks, is a major challenge in many areas of the world, especially in highly vulnerable areas insufficiently equipped to prevent food and livelihood security crisis in the face of adverse shocks. Given the finite resources allocated for emergency response, and the expected increase in incidences of humanitarian catastrophe due to changing climate patterns, there is a need for rigorous and efficient methods of early warning and emergency needs assessment. In this paper we develop an empirical model, based on a relatively parsimonious set of regularly measured variables from communities in Kenya’s arid north, that generates remarkably accurate forecasts of the likelihood of famine with at least three months lead time. Such a forecasting model is a potentially valuable tool for enhancing early warning capacity. Presented at Policy Research Conference on “Pastoralism and Poverty Reduction in East Africa,” held in Nairobi, Kenya, June 27-28, 2006 In Food Policy 34(4): 329-339, August, 2009 Spatial Integration at Multiple Scales: Rice Markets in Madagascar May 2009 Moser, Christine, Christopher B. Barrett, and Bart Minten The dramatic increase in the price of rice and other commodities over the past year has generated new interest in how these markets work and how they can be improved. This article uses an exceptionally rich data set to test the extent to which markets in Madagascar are integrated across space at different scales of analysis and to explain some of the factors that limit spatial arbitrage and price equalization within a single country. We use rice price data across four quarters of 2000-2001 along with data on transportation costs and infrastructure availability for nearly 1,400 communes in Madagascar to examine the extent of market integration at three different spatial scales—subregional, regional, and national—and to determine whether non-integration is due to high transfer costs or lack of competition. The results indicate that markets are fairly well integrated at the subregional level and that factors such as high crime rates, remoteness, and lack of information are among the factors limiting competition. In Agricultural Economics 40(3): 281-294, May, 2009 Understanding Declining Mobility and Inter-household Transfers among East African Pastoralists April 2009 Huysentruyt, Marieke, Christoper B. Barrett, and John G. McPeak We model inter-household transfers between nomadic livestock herders as the state-dependent consequence of individuals’ strategic interdependence, resulting from the existence of multiple, opposing externalities—more specifically, a public-good security externality among individuals sharing a social (e.g. ethnic) identity in a potentially hostile environment, and a resource appropriation externality related to the use of common property grazing lands. Our model augments the extant literature on transfers, and is more consistent with the limited available empirical evidence on heterogeneous and changing transfers’ patterns among east African pastoralists. The core principles of our model possibly apply more broadly, for example to long-distance migrants or even ‘foot soldiers’in street gangs. In Economica 76(302): 315-336, April, 2009 Risk Management and Social Visibility in Ghana April 2009 Vanderpuye-Orgle, Jacqueline and Christopher B. Barrett In this paper we test for risk pooling within and among social networks to see if the extent of informal insurance available to individuals in rural Ghana varies with their social visibility. We identify a distinct subpopulation of socially invisible individuals who tend to be younger, poorer, engaged in farming, recent arrivals into the village who have been fostered and are not members of a major clan. While we cannot reject the null hypothesis that individual shocks do not affect individual consumption and that individual consumption tracks network and village consumption one-for-one among the socially visible, risk pooling fails for the socially invisible subpopulation. These results have important implications for the design of social protection policy. In African Development Review 21(1):5-35, April, 2009 Do Free Goods Stick to Poor Households? Experimental Evidence on Insecticide Treated Bednets March 2009 Hoffmann, Vivian, Christopher B. Barrett, and David R. Just If the market allocates goods to those willing and able to pay the most for them, efforts to target durable health goods such as insecticide-treated bednets (ITNs) to poor populations may prove ineffective, with the poor reselling donated goods to the non-poor who value them more highly. However, low market demand may be due to liquidity constraints rather than low valuation of nets. The endowment effect also militates against the resale of in-kind transfers. We quantify these two effects through a field experiment in Uganda. Our results indicate that very few nets will be resold by recipient households. In World Development 37(3):607-617, March, 2009 Persistent Poverty and Informal Credit November 2008 Santos, Paulo and Christopher B. Barrett This paper explores the consequences of nonlinear wealth dynamics for the formation of bilateral credit arrangements to help manage idiosyncratic risk. Building on recent empirical work that finds evidence consistent with the hypothesis of multiple equilibrium poverty traps, and using original primary data on expected wealth dynamics, social networks and informal loans among southern Ethiopian pastoralist households, we find that the threshold at which wealth dynamics bifurcate serves as a focal point at which lending is concentrated. Informal lending responds to recipients’ losses but only so long as the recipients are not “too poor”. Our results suggest that when shocks can have long term effects, loans are not scale-neutral. Furthermore,the persistently poor are excluded from social networks that are necessary to obtain loans given in response to shocks. Smallholder Market Participation: Concepts and Evidence from Eastern and Southern Africa August 2008 Barrett, Christopher B. This paper reviews the evidence on smallholder market participation, with a focus on staple foodgrains (i.e., cereals) in eastern and southern Africa, in an effort to help better identify what interventions are most likely to break smallholders out of the semi-subsistence poverty trap that appears to ensnare much of rural Africa. The conceptual and empirical evidence suggests that interventions aimed at facilitating smallholder organization, at reducing the costs of intermarket commerce, and, perhaps especially, at improving poorer households’ access to improved technologies and productive assets are central to stimulating smallholder market participation and escape from semi-subsistence poverty traps. Macroeconomic and trade policy tools appear less useful in inducing market participation by poor smallholders in the region. Prepared for FAO workshop on Staple Food Trade and Market Policy Options for Promoting Development in Eastern and Southern Africa, Rome, March 1-2, 2007. In Food Policy 33(4): 299-317, August, 2008 Interpersonal, Intertemporal and Spatial Variation in Risk Perceptions: Evidence from East Africa August 2008 Doss, Cheryl, John McPeak, and Barrett, Christopher B. This study investigates variation over time, space and household and individual characteristics in how people perceive different risks. Using original data from the arid and semi-arid lands of east Africa, we explore which risks concern individuals and how they assess their relative level of concern about these identified risks. Because these assessments were gathered for multiple time periods, sites, households and individuals within households, we are able to identify the degree to which risk perceptions vary across time, across communities, across households within a community, and across individuals within a household. We find the primary determinants of risk rankings to be changing community level variables over time, with household specific and individual specific variables exhibiting much less influence. This suggests that community based planning and monitoring of development efforts that address risk exposure should be prioritized. We also find that individuals throughout this area are most concerned about food security overall, so that development efforts that directly address this problem should be given the highest priority. In World Development 36(8): 1453-68 2008 Challenging Orthodoxies: Understanding Poverty in Pastoral Areas of East Africa July 2008 Little, Peter D., John McPeak, Christopher B. Barrett and Patti Kristjanson Understanding and alleviating poverty in Africa continues to receive considerable attention by a range of diverse actors, including politicians, international celebrities, academics, activists, and practitioners. Despite the onslaught of interest, there surprisingly is little agreement on what constitutes poverty in rural Africa, how it should be assessed, and what should be done to alleviate it. Based on data from an interdisciplinary study of pastoralism in northern Kenya, this article examines issues of poverty among one of the continent’s most vulnerable groups, pastoralists, and challenges the application of such orthodox proxies as incomes/expenditures, geographic remoteness, and market integration. It argues that current poverty debates ’homogenize‚ the concept of ’pastoralist‚ by failing to acknowledge the diverse livelihoods and wealth differentiation that fall under the term. The article concludes that what is not needed is another development label (stereotype) that equates pastoralism with poverty, thereby empowering outside interests to transform rather than strengthen pastoral livelihoods. Overview Paper for the Policy Research Conference on “Pastoralism and Poverty Reduction in East Africa,” held in Nairobi, Kenya, June 27-28, 2006 In Development and Change 39(4), pp. 587-611, 2008 Improving Food Aid’s Impact: What Reforms Would Yield The Highest Payoff? July 2008 Lentz, Erin C. and Christopher B. Barrett Developing an integrated model of the food aid distribution chain, from donor appropriations through operational agency programming decisions to household consumption choices we simulate alternative policies and sensitivity analysis to establish how varying underlying conditions — e.g., delivery costs, the political additionality of food, targeting efficacy — affect the optimal policy for improving the well-being of food insecure households. We find that improved targeting by operational agencies is crucial to advancing food security objectives. At the donor level, the key policy variable under most model parameterizations is ocean freight costs associated with cargo preference restrictions on US food aid. In World Development 36(7): 1152-1172, July, 2008 Agricultural Technology, Productivity, and Poverty in Madagascar May 2008 Minten, Bart and Christopher B. Barrett This paper uses a unique, spatially-explicit dataset to study the link between agricultural performance and rural poverty in Madagascar. We show that, controlling for geographical and physical characteristics, communes that have higher rates of adoption of improved agricultural technologies and, consequently, higher crop yields enjoy lower food prices, higher real wages for unskilled workers, and better welfare indicators. The empirical evidence strongly favors support for improved agricultural production as an important part of any strategy to reduce the high poverty and food insecurity rates currently prevalent in rural Madagascar. In World Development 36(5): 797-822 Food Systems and the Escape from Poverty and Ill-Health Traps in Sub-Saharan Africa May 2008 Barrett, Christopher Millienium Development Goal #1 is to halve extreme poverty ($1/day per person) and hunger. Progress toward this goal has been excellent at global level, led by China and India, but woefully insufficient in sub-Saharan Africa. In Africa, a disproportionate share of the extreme poor are “ultra-poor”, surviving on less than $0.50/day per person, a condition that appears both stubbornly persistent and closely associated with widespread severe malnutrition – “ultra hunger” – and ill health. Indeed, ill health, malnutrition and ultra-poverty are mutually reinforcing states that add to the challenge of addressing any one of them on its own and make integrated strategies essential. Food systems are a natural locus for such a strategy because agriculture is the primary employment sector for the ultra-poor and because food consumes a very large share of the expenditures of the ultra-poor. The causal mechanisms underpinning the poverty trap in which ultra-poor, unhealthy and undernourished rural Africans too often find themselves remain only partially understood, but is clearly rooted in the food system that guides their production, exchange, consumption and investment behaviors. Four key principles to guide interventions in improving food systems emerge clearly. But there remains only limited empirical evidence to guide detailed design and implementation of strategies to develop African food systems so as to break the lock of poverty and ill-health traps. This paper was prepared for the Cornell University and United Nations University Symposium on The African Food System and its Interactions with Health and Nutrition, held at the United Nations, New York City, November 13, and at Cornell University, November 15, 2007. What do we learn about social networks when we only sample individuals? Not much. May 2008 Santos, Paulo and Christopher B. Barrett Much of the empirical analysis of social networks is based on a sample of individuals, rather than a sample of matches between pairs of individuals. This paper asks whether that approach is useful when one wants to understand the determinants of variables that are inherently dyadic, such as relationships. After reviewing the shortcomings of the data used in the literature, we use Monte Carlo simulation to show that the answer is positive only when relationships are themselves randomly formed, a very special and uninteresting case. Additional work that supports strategies to collect dyadic data as part of surveys usually used by economists seems to be needed. Poverty Traps and Resource Dynamics In Smallholder Agrarian Systems April 2008 Barrett, Christopher B. Poverty traps and resource degradation in the rural tropics appear to have multiple and complex, but similar, causes. Market imperfections, imperfect learning, bounded rationality, spillovers, coordination failures and economically dysfunctional institutions all play a role, to varying degrees in different places and times. Pinning down these mechanisms empirically remains a challenge, however, but one essential to the design of appropriate interventions for reducing poverty and environmental degradation in areas where livelihoods depend heavily on natural resources. Prepared for the international conference on “Economics of Poverty, Environment and Natural Resource Use,” held at Wageningen University, the Netherlands, May 17-19, 2006 Chapter 2 in Economics of Poverty, Environment and Natural Resource Use, A. Ruijs, R. Dellink, eds., Springer. Productivity in Malagasy Rice Systems: Wealth-differentiated Constraints and Priorities December 2007 Minten, Bart, Jean Claude Randrianarisoa and Christopher B. Barrett This study explores the constraints on agricultural productivity and priorities in boosting productivity in rice, the main staple in Madagascar, using a range of different data sets and analytical methods, integrating qualitative assessments by farmers and quantitative evidence from panel data production function analysis and willingness-to-pay estimates for chemical fertilizer. Nationwide, farmers seek primarily labor productivity enhancing interventions, e.g., improved access to agricultural equipment, cattle, and irrigation. Shock mitigation measures, land productivity increasing technologies, and improved land tenure are reported to be much less important. Research and interventions aimed at reducing costs and price volatility within the fertilizer supply chain might help at least the more accessible regions to more readily adopt chemical fertilizer Invited panel paper prepared for presentation at the International Association of Agricultural Economists Conference, Gold Coast, Australia, August 12-18, 2006 In Agricultural Economics 37(s1): 237-248, December, 2007 The Unfulfilled Promise of Microfinance in Kenya: The KDA Experience August 2007 Osterloh, Sharon M. and Christopher B. Barrett “Microfinance offers promise for alleviating poverty by providing financial services to people traditionally excluded from financial markets. Small-scale loans can relieve capital constraints that might otherwise preclude cash-strapped entrepreneurs from investing in profitable businesses, while savings services can create opportunities to accumulate wealth in safe repositories and to manage risk through asset diversification. While this promise of microfinance is widely touted, it is infrequently subject to careful evaluation using detailed data. This chapter examines the extension of microfinance services to people in Kenya. Using data collected from seventeen Financial Service Associations (FSAs) founded by the Kenya Rural Enterprise Program (K-REP) Development Agency (KDA), we explore the intricacies of microfinance institutions emerging in these challenging environment...” In Decentralization and the Social Economics of Development: Lessons from Kenya, edited by Christopher B. Barrett, Andrew G. Mude, and John M. Omiti. Wallingford, UK: CAB International, 2007. Decentralization of Pastoral Resources Management and its Effects on Environmental Degradation and Poverty, Experience from Northern Kenya August 2007 Munyao, Kioko and Christopher B. Barrett “Growing concerns about persistent poverty and environmental sustainability have helped fuel efforts at decentralizing governance throughout the developing world. The 1992 Earth Summit in Rio de Janeiro brought widespread calls for greater community participation and equity in natural resources management and sustainable development planning, and these pressures have grown amid institutional reforms fostered by movements towards democratization and market-based economic policy, spurred by, among others, the Bretton Woods institutions (the International Monetary Fund and the World Bank) in the last two decades of the twentieth century (Goumandakoye 2003). Ironically, however, in many cases decentralization has been used by national governments not as a means to cede authority to local subjects, but rather to extend control still deeper into local community life and resource management, while still reaping the political capital associated with the rhetoric of bringing government services and development closer to the people. Often this involves the subtle but real transfer of influence, even control, from customary users of the resource to newcomers with better connections to government representatives... ” In Decentralization and the Social Economics of Development: Lessons from Kenya, edited by Christopher B. Barrett, Andrew G. Mude, and John M. Omiti. Wallingford, UK: CAB International, 2007. Displaced Distortions: Financial Market Failures and Seemingly Inefficient Resource Allocation in Low-income Rural Communities July 2007 Barrett, Christopher B. Poor households in rural areas of the developing world commonly lack access to (formal or informal) credit or insurance. These financing constraints naturally spill over into other behaviours and (asset, factor and product) markets as households rationally exploit other market and non-market resource allocation mechanisms to resolve, at least partly, their financing problems. These displaced distortions of financing constraints commonly manifest themselves in allocative inefficiency that may lead researchers and policymakers to mistakenly conclude that poor households routinely make serious allocation errors and to direct policy interventions towards the symptoms manifest in other markets rather than towards the root financial markets failures cause. July 2007 draft for festschrift volume in honor of Arie Kuyvenhoven In Development Economics Between Markets and Institutions: Incentives for Growth, Food Security and Sustainable Use of the Environment, Bulte, Erwin and Ruerd Ruben, eds., Wageningen, The Netherlands: Wageningen Academic Publishers Bayesian Herders: Updating of Rainfall Beliefs In Response To External Climate Forecasts March 2007 Lybbert, Travis J., Christoper Barrett, John G. McPeak, and Winnie K. Luseno Temporal climate risk weighs heavily on many of the world’s poor. Model-based climate forecasts could benefit such populations, provided recipients use forecast information to update climate expectations. We test whether pastoralists in southern Ethiopia and northern Kenya update their expectations in response to forecast information. The minority of herders who received these climate forecasts updated their expectations for below normal rainfall, but not for above normal rainfall. This revealed preoccupation with downside risk highlights the potential value of better climate forecasts in averting drought-related losses, but realizing any welfare gains requires that recipients strategically react to these updated expectations. In World Development 35(3):480-497 Livelihood Strategies in the Rural Kenyan Highlands December 2006 Brown, Douglas R., Emma C. Stephens, James Okuro Ouma, Festus M. Murithi and Christopher B. Barrett The concept of a livelihood strategy has become central to development practice in recent years. Nonetheless, precise identification of livelihoods in quantitative data has remained methodologically elusive. This paper uses cluster analysis methods to operationalize the concept of livelihood strategies in household data and then uses the resulting strategy-specific income distributions to test whether hypothesized outcome differences between livelihoods indeed exist. Using data from Kenya’s central and western highlands, we identify five distinct livelihood strategies that exhibit statistically significant differences in mean per capita incomes and stochastic dominance orderings that establish clear welfare rankings among livelihood strategies. Multinomial regression analysis identifies geographic, demographic and financial determinants of livelihood choice. The results should facilitate targeting of interventions designed to improve household livelihoods. In the African Journal of Agricultural and Resource Economics 1(1):21-35 The Complex Dynamics of Smallholder Technology Adoption: The Case of SRI in Madagascar November 2006 Moser, Christine M. and Christopher B. Barrett This paper explores the dynamics of smallholder technology adoption, with particular reference to a high-yielding, low-external input rice production method in Madagascar. We present a simple model of technology adoption by farm households in an environment of incomplete financial and land markets. We then use a probit model and symmetrically censored least squares estimation of a dynamic Tobit model to analyze the decisions to adopt, expand and disadopt the method. We find that seasonal liquidity constraints discourage adoption by poorer farmers. Learning effects—both from extension agents and from other farmers—exert significant influence over adoption decisions. In Agricultural Economics 35(3):373-388, 2006. Heterogeneous Wealth Dynamics: On the Roles of Risk and Ability June 2006 Santos, Paulo and Christopher B. Barrett This paper studies the causal mechanisms behind poverty traps, building on evidence of nonlinear wealth dynamics among a poor pastoralist population, the Boran from southern Ethiopia. In particular, it explores the roles of adverse weather shocks and individual ability to cope with such shocks in conditioning wealth dynamics. Using original data, we establish pastoralists’ expectations of herd dynamics and show both that pastoralists perceive the nonlinear long-term dynamics that characterize livestock wealth in the region and that this pattern results from adverse weather shocks. We estimate a stochastic herd growth frontier that yields herder-specific estimates of unobservable ability on which we then condition our simulations of wealth dynamics. We find that those with lower ability converge to a unique dynamic equilibrium at a small herd size, while those with higher ability exhibit multiple stable dynamic wealth equilibria. Our results underscore the criticality of asset protection against exogenous shocks in order to facilitate wealth accumulation and economic growth and the importance of incorporating indicators of ability in the targeting of asset transfers, as we demonstrate with simulations of alternative asset transfer designs. Presented at the Policy Research Conference on “Pastoralism and Poverty Reduction in East Africa,” held in Nairobi, Kenya, June 27-28, 2006. An Ordered Tobit of Market Participation: Evidence from Kenya and Ethiopia May 2006 Bellemare, Marc F. and Barrett, Christopher B. Do rural households in developing countries make market participation and volume decisions simultaneously or sequentially? This article develops a two-stage econometric model that allows testing between these two competing hypotheses regarding household-level market behavior. The first stage models the household’s choice of whether to be a net buyer, autarkic, or a net seller in the market. The second stage models the quantity bought (sold) for net buyers (sellers) based on observable household characteristics. Using household data from Kenya and Ethiopia on livestock markets, we find evidence in favor of sequential decision-making, the welfare implications of which we discuss. In American Journal of Agricultural Economics 88(2):324-337, May, 2006 Understanding and Reducing Persistent Poverty in Africa February 2006 Barrett, Christopher B., Michael R. Carter and Peter D. Little This paper introduces a special issue exploring persistent poverty in sub-Saharan Africa. As a set, these papers break new ground in exploring the dynamics of structural poverty, integrating qualitative and quantitative methods of analysis and adopting an asset-based approach to the study of changes in well-being, especially in response to a wide range of different (climatic, health, political, and other) shocks. In this introductory essay, we frame these studies, building directly on evolving conceptualisations of poverty in Africa. In Journal of Development Studies 42(2): 167-177, lead article In Understanding and Reducing Persistent Poverty in Africa, Christopher Barrett, Peter Little, Michael Carter (eds.), Routledge, 2007. The Economics of Poverty Traps and Persistent Poverty: An Asset-Based Approach February 2006 Carter, Michael R. and Christopher B. Barrett Longitudinal data on household living standards open the way to a deeper analysis of the nature and extent of poverty. While a number of studies have exploited this type of data to distinguish transitory from more chronic forms of income or expenditure poverty, this paper develops an asset-based approach to poverty analysis that makes it possible to distinguish deep-rooted, persistent structural poverty from poverty that passes naturally with time due to systemic growth processes. Drawing on the economic theory of poverty traps and bifurcated accumulation strategies, this paper briefly discusses some feasible estimation strategies for empirically identifying poverty traps and long term, persistent structural poverty. We also propose an extension of the Foster-Greer-Thorbecke class of poverty measures to provide a natural measure of long-term welfare status. The paper closes with reflections on how asset-based poverty can be used to underwrite the design of persistent poverty reduction strategies. In Journal of Development Studies 42(2):178-199, 2006 In Understanding and Reducing Persistent Poverty in Africa, Christopher Barrett, Peter Little, Michael Carter (eds.), Routledge, 2007. Welfare Dynamics in Rural Kenya and Madagascar February 2006 Barrett, Christopher B., Paswel Phiri Marenya, John McPeak, Bart Minten, Festus Murithi, Willis Oluoch-Kosura, Frank Place, Jean Claude Randrianarisoa, Jhon Rasambainarivo and Justine Wangila This paper presents comparative qualitative and quantitative evidence from rural Kenya and Madagascar in an attempt to untangle the causality behind persistent poverty. We find striking differences in welfare dynamics depending on whether one uses total income, including stochastic terms and inevitable measurement error, or the predictable, structural component of income based on a household’s asset holdings. Our results suggest the existence of multiple dynamic asset and structural income equilibria, consistent with the poverty traps hypothesis. Furthermore, we find supporting evidence of locally increasing returns to assets and of risk management behaviour consistent with poor households' defence of a critical asset threshold through asset smoothing. In Journal of Development Studies 42(2): 248-277, 2006 In Understanding and Reducing Persistent Poverty in Africa, Christopher Barrett, Peter Little, Michael Carter (eds.), Routledge, 2007. Fractal Poverty Traps January 2006 Barrett, Christopher B. and Brent M. Swallow This paper offers an informal theory of a special sort of poverty trap, one in which multiple dynamic equilibria exist simultaneously at multiple (micro, meso and/or macro) scales of analysis and are self-reinforcing through feedback effects. Small adjustments at any one of these levels are unlikely to move the system away from its dominant, stable dynamic equilibrium. Governments, markets and communities are simultaneously weak in places characterized by fractal poverty traps. No unit operates at a high-level equilibrium in such a system. All seem simultaneously trapped in low-level equilibria. The fractal poverty traps formulation suggests four interrelated strategic emphases for poverty reduction strategies. In World Development 34(1):1-15, 2006 Risk and Asset Management in the Presence of Poverty Traps: Implications for Growth and Social Protection June 2005 Barrett, Christopher B. and Michael R. Carter This note suggests a behavioral approach to poverty and vulnerability that escapes the standard, troublesome dependence on an arbitrary money-metric poverty line. More importantly, our approach, which is based on an empirically estimable dynamic asset poverty threshold, has immediate implications for both the linkage between poverty, risk and growth and for the design of social protection policies. One can identify the dynamic asset poverty threshold either by testing for asset smoothing behavior or via tests for bifurcated/split accumulation dynamics. We illustrate the concept and the estimation of dynamic asset poverty thresholds through brief applications to Ethiopia and Honduras. Poverty Traps and Safety Nets April 2005 Barrett, Christopher B. and John G. McPeak This paper uses data from northern Kenya to argue that the concept of poverty traps needs to be taken seriously, and that if poverty traps indeed exist, then safety nets become all the more important. However, as presently practiced, safety nets based on food aid appear to be failing in northern Kenya. In Poverty, Inequality and Development: Essays in Honor of Erik Thorbecke, Alain de Janvry and Ravi Kanbur, eds., Norwell, MA: Kluwer Academic Publishers, 2005 Rural Poverty Dynamics: Development Policy Implications March 2005 Barrett, Christopher B. This paper summarizes a few key findings from a rich and growing body of research on the nature of rural poverty and, especially, the development policy implications of relatively recent findings and ongoing work. Perhaps the most fundamental lesson of recent research on rural poverty is the need to distinguish transitory from chronic poverty. The existence of widespread chronic poverty also raises the possibility of poverty traps. I discuss some of the empirical and theoretical challenges of identifying and explaining poverty traps. In policy terms, the distinction between transitory and chronic poverty implies a need to distinguish between "cargo net" and "safety net" interventions and a central role for effective targeting of interventions. Prepared for invited presentation to the 25th International Conference of Agricultural Economists, August 17, 2003, Durban, South Africa. In Reshaping Agriculture’s Contributions to Society, David Colman and Nick Vink (eds.), Oxford: Blackwell, 2005 On the Relevance of Identities, Communities, Groups and Networks to the Economics of Poverty Alleviation January 2005 Barrett, Christopher B. In The Social Economics of Poverty: Identities, Groups, Communities and Networks, Christopher B. Barrett (ed.), London: Routledge, 2005: This book aims to advance economists’ understanding of such questions by exploring how individuals’ social and moral identities affect their membership in communities, groups, and networks, how those identities and social affiliations affect microeconomic behavior, and how the resulting behaviors affect poverty. Humans do not live in isolation: their behavior depends on the relations that shape their world. Variation in relationships can perhaps lead to predictable variation in behaviors and economic outcomes, which, in turn, affect social relationships through subtle feedback mechanisms. Partly as a consequence, the dynamics of human social interactions and the effects on persistent poverty have become a very active area of economic research. Better Technology, Better Plots or Better Farmers? Identifying Changes In Productivity And Risk Among Malagasy Rice Farmers November 2004 Barrett, Christopher B., Christine M. Moser, Oloro V. McHugh, and Joeli Barison We introduce a method for properly attributing observed productivity and risk changes among new production methods, farmers, and plots by controlling for farmer and plot heterogeneity. Results from Madagascar show that the new system of rice intensification (SRI) is indeed a superior technology. Although about half of the observed productivity gains appear due to farmer characteristics rather than SRI itself, the technology generates the estimated average output gains of more than 84%. The increased estimated yield risk associated with SRI would nonetheless make it unattractive to many farmers within the standard range of relative risk aversion. In American Journal of Agricultural Economics 86(4):869-888 (November). Decomposing Producer Price Risk: A Policy Analysis Tool With An Application to Northern Kenyan Livestock Markets August 2004 Barrett, Christopher B., and Winnie K. Luseno This paper introduces a simple method of price risk decomposition that determines the extent to which producer price risk is attributable to volatile inter-market margins, intra-day variation, intra-week (day of week) variation, or terminal market price variability. We apply the method to livestock markets in northern Kenya, a setting of dramatic price volatility where price stabilization is a live policy issue. In this particular application, we find that large, variable inter-market basis is the most important factor in explaining producer price risk in animals typically traded between markets. Local market conditions explain most price risk in other markets, in which traded animals rarely exit the region. Variability in terminal market prices accounts for relatively little price risk faced by pastoralists in the dry lands of northern Kenya although this is the focus of most present policy prescriptions under discussion. In Food Policy 29(4):393-405 Food Aid Targeting, Shocks and Private Transfers Among East African Pastoralists July 2005 Lentz, Erin and Christopher B. Barrett Public transfers of food aid are intended largely to support vulnerable populations in times of stress. We use high frequency panel data among Ethiopian and Kenyan pastoralists to test the efficacy of food aid targeting under three different targeting modalities, food aid’s responsiveness to different types of covariate shocks, and its relationship to private transfers. We find that, in this region, self-targeting food-for-work or indicatortargeted free food distribution more effectively reach the poor than do food aid distributed according to community-based targeting. Food aid flows do not respond significantly to either covariate, community-level income or asset shocks. Rather, food aid flows appear to respond mainly to more readily observable rainfall measures. Finally, food aid does not appear to affect private transfers in any meaningful way, either by crowding out private gifts to recipient households nor by stimulating increased gifts by food aid recipients. Dynamic Poverty Traps and Rural Livelihoods December 2004 Barrett, Christopher B. and Brent M. Swallow This chapter brings together two concepts in development economics: (1) the concept of poverty traps, which explains the co-existence of groups of national economies that continually grow, invest and become prosperous with other groups of economies that stagnate, under-invest and remain poor; and (2) the concept of livelihood strategies, which is used to explain the interconnections between asset portfolios, multiplex strategies of groups and individuals, and outcomes for the welfare of the poor. Implications for applied research, rural development policy and planning are drawn out. In Rural Livelihoods and Poverty Reduction Policies, edited by F. Ellis and H. A. Freeman, London, Routledge, 2004. Smallholder Identities and Social Networks: The Challenge of Improving Productivity and Welfare April 2004 Barrett, Christopher B. This paper proposes a general framework for resolving the puzzle of how to reconcile the mass of recent evidence on the salutary effects of social capital at the individual level with the casual, larger-scale observation that social embeddedness appears negatively correlated with productivity and material measures of welfare. It advances an analytical framework that not only explains individual productivity or technology adoption behavior as a function of the characteristics or behaviors of others, but that also explains the aggregate properties of social systems characterized by persistently low productivity. Examples from Kenya and Madagascar are used to illustrate the phenomena discussed. In The Social Economics of Poverty: Identities, Groups, Communities and Networks, Christopher B. Barrett, editor, London: Routledge, 2005. Mixing Qualitative and Quantitative Methods of Analyzing Poverty Dynamics March 2004 Barrett, Christopher B. This paper outlines my current thinking and recent experience in mixing qualitative and quantitative methods of data collection and analysis so as to gain a firmer and more useful understanding of poverty dynamics, especially in rural Kenya. We first explore the very real differences between qualitative and quantitive poverty analysis methods, differences that make them useful complements. Then we debunk a few myths about differences that do not really exist. Finally, I discuss key lessons learned from four multi-year research projects in Kenya that have tried to implement mixed qualitative and quantitative research methods with a range of researchers from animal science, anthropology, economics, geography, range science, sociology and soil science. In Quantitative and Qualitative Methods for Poverty Analysis: Proceedings of the Workshop Held on 11 March, 2004, Nairobi Kenya, Walter Odhiambo, John M. Omiti, and David I. Muthaka, editors, Nairobi, Kenya: Kenya Institute for Public Policy Research and Analysis (KIPPRA) Indices and Manifestations of Poverty: Informing Anti-Poverty Policy Choices March 2004 Willis Oluoch-Kosura, Paswel P. Marenya, Frank Place and Christopher B. Barrett Kenya has entered the 21st century with over 50% of its population classified as absolutely poor in that they live on less than a dollar a day. Per capita income is lower than at the end of the 1960’s. Income, assets, and access to essential services are unequally distributed. The country has made important economic reforms, improving macroeconomic management, liberalizing markets and trade, and widening the scope for private sector activity in the hope of improving economic growth and welfare for Kenyans. Yet, despite these reforms the country has experienced little growth and poverty continues to afflict an ever-larger segment of its citizenry, especially in rural areas. Presented at the KIPPRA-Cornell-SAGA Workshop on "Qualitative and Quantitative Methods for Poverty Analysis," March 11, 2004, Nairobi, Kenya Baye, Francis Menjo Growth and redistribution effects of poverty changes in Cameroon December 2006 Francis Baye This paper studies the decomposition of poverty changes in Cameroon. Specifically, it reviews theoretical frameworks for growth-redistribution decomposition analyses, presents the data and poverty measures and estimates the growth-redistribution components of changes in measured poverty by the Shapley value-based approach using Cameroon’s household surveys. By all the P class of measures, poverty increased significantly between 1984 and 1996. The growth components overaccounted for the increase, although shifts in national, rural and semi-urban distributions marginally mitigated the worse effects on the population. A decline in mean incomes as well as adverse distributional shifts contributed to a significant increase in urban poverty during the same period. These findings corroborate the general information in the literature that growth effects tend to dominate the effects of changes in the distribution of income. These results illustrate the potential contribution of distributionally neutral growth in household incomes to poverty alleviation in Cameroon. Although redistribution also has an important role to play, it should be accepted that there must be severe limits to what can be achieved by growth neutral redistribution. Growth in household incomes appears more likely to be essential for long-term poverty reduction and will be more effective if poverty alleviation programmes are targeted disproportionately in favour of rural and semi-urban areas. Paper prepared for the conference “African Development and Poverty Reduction: The Macro-Micro Linkage” Cape Town, South Africa October 2004 In Journal of African Economies 15(4): 543-570, 2006 Structure of Sectoral Decomposition of Aggregate Poverty Changes in Cameroon July 2005 Francis Menjo Baye This paper defines an exact decomposition rule based on the Shapley Value for assigning entitlements in distributive analysis and assesses the within- and between-sector contributions to changes in aggregate poverty. Between 1984 and 1996 poverty remained a rural phenomenon in Cameroon. It became more widespread, deeper and severer in both rural and urban areas, but more so in urban than rural areas. While the within sector effects disproportionately accounted for the increase in poverty in the period 1984-1996, the between-sector contributions in both rural and semi-urban areas played a mitigating role on the worse effects of the increase in poverty. These findings indicate the potential positive feedback effects of migration and the associated remittances as an effective strategy used by migrants to left their families and villages out of the worse effects of poverty. The implication of this interpretation is that decision-makers need to better understand the factors that push or pull potential migrants. Rural-urban mobility could, therefore, be viewed as a strategy used by households to moderate the worse effects of poverty and a vector of shared growth. The implications for public policy, in terms of open unemployment and associated social and insecurity problems at the receiving end, point to the wisdom of addressing the push-factors via targeting more in favour of rural areas. Presented at the International Conference on "Shared Growth in Africa," July 21-22, 2005, Accra, Ghana Bekele, Wagayehu Analysis of farmers’ preferences for development intervention programs: A case study of subsistence farmers from Eastern Ethiopian Highlands. July 2005 Wagayehu Bekele The aim of this paper is to better understand farmers’ perception of the relevance of different development intervention programs. Farmers’ subjective ranking of agricultural problems and their preference for development intervention are elicited using a stated preference method. The factors influencing these preferences are determined using a random utility model. The study is based on a survey conducted in the Hunde-Lafto area of the Eastern Ethiopian Highlands. Individual interviews were conducted with 145 randomly selected farm households using semi-structured questionnaires. The study suggests that drought, soil erosion and, shortage of cultivable land are high priority agricultural production problems for farmers. Low market prices for farm products and high prices of purchased inputs also came out as major problems for the majority of farmers. Farmers’ preferences for development intervention fall into four major categories, market, irrigation, resettlement, and soil and water conservation. Multinomial logit analysis of the factors influencing these preferences revealed that farmer’s specific socio-economic circumstances, and subjective ranking of agricultural problems play a major role. It is also shown that preferences for some interventions are complimentary and need to be addressed simultaneously. Recognition and understanding of these factors, affecting the acceptability of development policies for micro level implementation, will have significant contribution to improve macro level policy formulation. Presented at the International Conference on "Shared Growth in Africa," July 21-22, 2005, Accra, Ghana In African Development Review, 18(2): 183-204, 2006. Bellemare, Marc F. An Ordered Tobit of Market Participation: Evidence from Kenya and Ethiopia May 2006 Bellemare, Marc F. and Barrett, Christopher B. Do rural households in developing countries make market participation and volume decisions simultaneously or sequentially? This article develops a two-stage econometric model that allows testing between these two competing hypotheses regarding household-level market behavior. The first stage models the household’s choice of whether to be a net buyer, autarkic, or a net seller in the market. The second stage models the quantity bought (sold) for net buyers (sellers) based on observable household characteristics. Using household data from Kenya and Ethiopia on livestock markets, we find evidence in favor of sequential decision-making, the welfare implications of which we discuss. In American Journal of Agricultural Economics 88(2):324-337 Berg, Ernest Prospects and Challenges of Agricultural Technology Market Linkage under Liberalization in Ghana: Evidence from a micro-data October 2004 Tsegaye Yilma, Ernst Berg and Thomas Berger There is a general consensus that bad economic policies, among other factors, are to blame for the poor performance of economies in sub Saharan African (SSA). However, there is no similar consensus on the effect of economic reforms on poverty alleviation, a primary goal of any economy in the region. This paper looked into the effect of macro-economic reforms, particularly the removal of subsidized agricultural credit for irrigator farmers in Ghana, a pioneering reform country in SSA. A theoretical model of this scenario is constructed in which it is shown that, under multiple market imperfection, farmers resort to alternative financial sources to finance irrigation. Particularly in the presence of off-farm alternative, farmers divide their labor resource between irrigation farming and off-farm employment. The long term implication of a predominant dependence on off-farm income for financing irrigation farming will be an induced increase in family size. This model is subsequently tested and validated with a household data collected from northern Ghana. Household labor endowment and off-farm participation have a positive and significant effect on household irrigation decisions. This implies that, irrigation and off-farm employment are complimentary activities, which indicates a possible induced family size increase. Presented at the DPRU-TIPS-Cornell University Forum on "African Development and Poverty Reduction: The Macro-Micro Linkage," October 13-15, 2004, Cape Town, South Africa Berger, Thomas Prospects and Challenges of Agricultural Technology Market Linkage under Liberalization in Ghana: Evidence from a micro-data October 2004 Tsegaye Yilma, Ernst Berg and Thomas Berger There is a general consensus that bad economic policies, among other factors, are to blame for the poor performance of economies in sub Saharan African (SSA). However, there is no similar consensus on the effect of economic reforms on poverty alleviation, a primary goal of any economy in the region. This paper looked into the effect of macro-economic reforms, particularly the removal of subsidized agricultural credit for irrigator farmers in Ghana, a pioneering reform country in SSA. A theoretical model of this scenario is constructed in which it is shown that, under multiple market imperfection, farmers resort to alternative financial sources to finance irrigation. Particularly in the presence of off-farm alternative, farmers divide their labor resource between irrigation farming and off-farm employment. The long term implication of a predominant dependence on off-farm income for financing irrigation farming will be an induced increase in family size. This model is subsequently tested and validated with a household data collected from northern Ghana. Household labor endowment and off-farm participation have a positive and significant effect on household irrigation decisions. This implies that, irrigation and off-farm employment are complimentary activities, which indicates a possible induced family size increase. Presented at the DPRU-TIPS-Cornell University Forum on "African Development and Poverty Reduction: The Macro-Micro Linkage," October 13-15, 2004, Cape Town, South Africa Berlage, Lode Genocide and land scarcity: Can Rwandan rural households manage? October 2004 Marijke Verpoorten and Lode Berlage During the nineties Rwandan households faced severe shocks of war and genocide. In addition, the structural problem of land scarcity remains unsolved. How did Rwandan households manage? This is an important question from a development perspective, but also from a security perspective, because uneven development raises the risk of renewed conflict. To find an answer, we study welfare gains and losses in a sample of 189 rural households in two Rwandan provinces over the period 1990-2002. In our sample, many households were severely affected by the genocide. In addition, poverty and inequality increased. Moreover, we observe a lot of income mobility. Only one quarter of the households remained in the same income quintile over time. Especially the households headed by widows and prisoner’s wives moved downward in the income distribution. Households who reduced their dependence on subsistence agriculture moved upward. Presented at the DPRU-TIPS-Cornell University Forum on "African Development and Poverty Reduction: The Macro-Micro Linkage," October 13-15, 2004, Cape Town, South Africa Beyene, Fekadu Collective Action and Informal Institutions: The Case of Agropastoralists of Eastern Ethiopia June 2006 Beyene, Fekadu An increasing scarcity of water for crop farming and livestock watering among agropastoralists of Mieso in Eastern Ethiopia has largely disrupted their livelihoods. Indigenous water well maintenance and government initiated rainwater harvesting are two important collective actions common among these communities. With the aim of examining collective action institutions in both cases, we collected data from different stakeholders and individual members. Theoretically, low level of physical assets (action resource) limits participation of an individual in collective action. In our case, other factors such as environmental uncertainty and lower level of dependence on the resource have been found to be more significant in limiting membership than limitation of assets. Poor agropastoralists depend on their informal networks to have access to other assets. This enables them to maintain their membership. Moreover, there is a difference between self-organized and imposed collective action in terms of rule enforcement and sanctioning. Institutions also produce different incentives in that free riding leads to automatic exclusion in water harvesting, whereas poor members who continue free riding can benefit from the water well. In evaluating the success, we conclude that technical capacity of members in benefiting from their collective action is limited and deserves more attention than their ability to develop effective collective action institutions. Technical capacity development of user groups needs to be central in policy and programs addressing this. Presented at the Policy Research Conference on “Pastoralism and Poverty Reduction in East Africa,” held in Nairobi, Kenya, June 27-28, 2006. Bhavnani, Rikhil From Independence to Economic Reform: Rural Poverty in Ghana from 1967-1997 July 2004 Markus Goldstein and Rikhil Bhavnani Estimates of poverty and inequality are constructed more accurately from household survey rather than national accounts data, since growth in the latter per force demonstrates that any growth leads to poverty reduction. Household surveys, however, were only systematically conducted from the 1980s onwards, at the prompting of the academic community and the World Bank. Most examinations of poverty reduction and inequality therefore limit themselves to trends since the 1980s, failing to take a sufficiently long duree of their evolution. Similarly, assessments of structural adjustment programs are usually conducted at the macro-level, with before-after or plan-outcome analysis, leaving aside examinations of microeconomic changes, partly due to the absence of such data. The ensuing discussions on poverty, inequality and the efficacy of structural adjustment programs (and macroeconomic policy more generally) thus often form a flimsy basis for national and international policy making, leading many to call for radical changes in data gathering and dissemination practices. Presented at the ISSER-University of Ghana-Cornell University International Conference on "Ghana at the Half Century," July 18-20, 2004, Accra, Ghana Bhorat, Haroon Poverty and Well-Being in Post-Apartheid South Africa January 2006 Bhorat, Haroon and Ravi Kanbur “The end of the first decade of democracy in South Africa naturally resulted in a wide-ranging set of political events to mark this date. South Africa’s formal baptism as a democracy in April 1994 received international acclaim and recognition — and to this day serves a model for other countries undergoing difficult and protracted political transitions. However, perhaps the greatest struggle since the early post-apartheid days has been the attempt to undo the economic vestiges of the system of racial exclusivity. Alongside the political evaluation and praise, therefore, there has been a vigorous local research programme broadly aimed at measuring the changes in well-being that occurred during this ten-year period. In addition, a number of studies have also concentrated on measuring the performance of the government in meeting its stated objectives of reducing poverty, inequality and unemployment. This volume brings together some of the core pieces of academic research that have been prominent in this ten-year review, focusing on poverty and policy in post-apartheid South Africa...” Introduction to Poverty and Policy in Post-Apartheid South Africa, edited by Haroon Bhorat and Ravi Kanbur. Cape Town, South Africa: HSRC Press, 2006. The Relative Inflation Experience of Poor Urban South African Households: 1997-2002 October 2005 Bhorat, Haroon and Oosthuizen, Morné Much work has been done in South Africa on the relationship between the labour market and household poverty, as well as more generally the association of differentially sourced incomes to household poverty and inequality. The notion is that it is access to incomes, or lack thereof, which lies at the heart of characterising inequality and poverty in the society. Clearly though, a critical intermediary to income access remains the fluctuations in the real values of these incomes, despite controlling for access to income. This line of enquiry – namely the role of relative final price movements in affecting households across the income distribution –is a new one for the post-apartheid period, with its local intellectual origins lying in Kahn (1985). At one level the study aims to identify and quantify the impact of relative price movements on household poverty levels, with a key aim being to identify those products that are critical to indigent households’ vulnerability. At a more generic level, the paper is implicitly a representation of how the macroeconomic environment is able to, and indeed does, impact on household welfare. Ultimately, the paper hopes to deliver a detailed analysis not only of the construction of an appropriate consumer price index for South Africa, but also, through the use of income and expenditure survey data, the impact of reported price movements on inflation for households at different points in the national income distribution. Specifically, this study’s two main objectives are, firstly, to derive inflation rates for urban households grouped according to expenditure deciles and, secondly, to identify some of the key product categories responsible for the largest shares of inflation of the poorest 40% of urban households. Evolution of the Labour Market: 1995-2002 December 2004 Bhorat, Haroon, and Morné Oosthuizen Since 1994, the South African economy has undergone significant changes with the government implementing various policies aimed at redressing the injustices of the past, fleshing out the welfare system and improving competitiveness as South Africa becomes increasingly integrated into the global economy. These policies have, directly or indirectly, impacted on the labour market and, consequently, on the lives of millions of South Africans. This paper’s chief objective is the analysis of some of the changes in the South African labour market in the post-apartheid era. The period, between 1995 and 2002, began with much promise and many challenges as the economy liberalised and normal trade relations were resumed with the rest of the world. Soon after the African National Congress came into power, the macro-economic strategy named “Growth, Employment and Redistribution” (or GEAR) was unveiled in 1996. This strategy predicted, amongst other things, employment growth averaging 270 000 jobs per annum from 1996 to 2000, with the number of new jobs created rising over time from 126 000 in 1996 to 409 000 in 2000 (GEAR 1996). Unfortunately, for a variety of reasons, these projections were not realised. In fact, in terms of the labour market, the experience of the second half of the 1990s appears to have fallen short of even the baseline scenario contained in the GEAR document, which projected a net increase in (non-agricultural formal) employment of slightly more than 100 000 jobs per annum. In Poverty and Policy in Post Apartheid South Africa, edited by Haroon Bhorat and Ravi Kanbur. Cape Town, South Africa: HSRC Press, 2006. Bigsten, Arne Can Africa Reduce Poverty by Half by 2015? The Case for a Pro-Poor Growth Strategy June 2005 Arne Bigsten and Abebe Shimeles This study uses simulations to explore the possibility of achieving the target of halving the percentage of people living in extreme poverty in Africa by 2015. A pro-poor growth scenario and a constant inequality scenario are compared. It is shown how initial levels of inequality and mean per capita income determine the cumulative growth and inequality reduction required to achieve the target. The simulations show that small changes in income distribution have a large impact on the possibility of halving poverty. It is shown that the trade-off between growth and inequality varies greatly among countries and that their policy choices thus are quite different. In some cases small changes in income distribution can have a large effect on poverty, while in others a strong focus on growth is the only viable option. Presented at the International Conference on "Shared Growth in Africa," July 21-22, 2005, Accra, Ghana Bishop, Elizabeth The Policy and Practice of Educational Service Provision for Pastoralists in Tanzania June 2006 Bishop, Elizabeth This paper will explore the context within which policies concerning education in pastoralist areas in Tanzania have been formulated and implemented. It will look at the way in which international and national agendas concerning pastoralism and education are manifested in the policy and practice of educational service provision in pastoralist areas in Tanzania. It will also examine the practice of educational provision in these areas, and assess the impact this provision is likely to have in terms of pastoralist poverty. Presented at the Policy Research Conference on “Pastoralism and Poverty Reduction in East Africa,” held in Nairobi, Kenya, June 27-28, 2006. Blankson, Theresa Household Savings in Ghana: Does Policy Matter? July 2004 Peter Quartey and Theresa Blankson The level of financial savings in recent years has been low by African standard and although various monetary policies have been pursued in Ghana to liberalize the financial sector, the level of savings has not increased substantially to accelerate the economy towards the growth path. Ironically, the few studies that have examined savings behaviour in Ghana have focused on aggregate savings (national or private savings) which does not sometimes reveal enough on household savings. Secondly, these studies have not examined the macro-micro inter-relationship between household savings and macro-financial policy. This study mainly aims to examine this relationship using the Ghana Living Standards Survey (GLSS) Waves III and IV. The paper found that macrofinancial sector policies pursued between 1991/92 and 1998/99 did not have appreciable effect on household savings. Secondly, children and the aged on average had higher savings balances than the working population, contrary to the life cycle hypothesis. In Ernest Aryeetey and Ravi Kanbur (editors), The Economy of Ghana: Analytical Perspectives on Stability, Growth and Poverty, James Currey, 2008. Presented at the ISSER-University of Ghana-Cornell University International Conference on "Ghana at the Half Century," July 18-20, 2004, Accra, Ghana Blunch, Niels-Hugo Shared Sectoral Growth: Evidence from Côte d’Ivoire, Ghana, and Zimbabwe June 2005 Niels-Hugo Blunch and Dorte Verner This paper examines agriculture, industry and service sector growth in Côte d’Ivoire, Ghana, and Zimbabwe over more than three decades. The analyses find at least one long-run sectoral relationship in each country. This indicates the existence of a large degree of interdependence in long-run sectoral growth, implying that the sectors “grow together” or, similarly, that there are externalities or spillovers between sectors. This also provides evidence against the basic dual economy model, which implies that a long-run relation cannot exist between agricultural and industrial output. The impulse response and short-run sectoral growth analyses support these results, as both imply the existence of a positive link between growth in industry and growth in agriculture. Policy implications are also discussed; these include directing more attention towards the interdependencies in sectoral growth broadly defined. In particular, our findings have implications for the design of education and health programs, as well. This improved understanding of intersectoral dynamics at all levels may facilitate policy implementation aimed at increasing economic growth—and thereby ultimately improving peoples’ livelihoods—in Africa. Presented at the International Conference on "Shared Growth in Africa," July 21-22, 2005, Accra, Ghana Maternal Literacy and Numeracy Skills and Child Health in Ghana May 2005 Niels-Hugo Blunch This paper examines the impact of maternal literacy and numeracy skills and schooling on the production of children’s health in Ghana. The analysis considers child health inputs, including pre- and post-natal care and vaccinations, and child health outputs, including illnesses and mortality. Previous studies of the determinants of child health have mostly been limited to investigating the impact of maternal schooling only and, as a consequence, largely have not considered skills, including literacy and numeracy skills and health knowledge, and also have ignored alternative routes to acquiring skills, such as adult literacy programs. Analyzing a recent household survey for Ghana, this paper addresses both of these issues. Preliminary results for a specification where all regressors are treated as predetermined indicate that skills are largely not important once education is controlled for but at the same time also indicate a positive association between adult literacy course participation and child health. The latter points towards the potentially important role of adult literacy programs in promoting child health by the acquisition of health knowledge by participants in these programs, which is something that has previously received little to no attention in the economics literature. In Ernest Aryeetey and Ravi Kanbur (editors), The Economy of Ghana: Analytical Perspectives on Stability, Growth and Poverty, James Currey, 2008. Presented at the ISSER-University of Ghana-Cornell University International Conference on "Ghana at the Half Century," July 18-20, 2004, Accra, Ghana Adult Literacy Programmes in Ghana: An Evaluation June 2004 Niels-Hugo Blunch and Claus C. Pörtner This paper examines the effect of adult literacy program participation on household consumption in Ghana. We find that in most cases there is no significant effect on consumption from participation after allowing for self-selection into the program. For households where no adults have completed any formal education there is, however, a substantial positive and statistically significant effect on household consumption, pointing towards the potential importance of adult literacy programs for the parts of the population which have not participated in the formal education system. Possible explanations for why adult literacy program participation does not seem to significantly affect households where some formal education has been attained are explored, as well. Presented at the ISSER-University of Ghana-Cornell University International Conference on "Ghana at the Half Century," July 18-20, 2004, Accra, Ghana Boakye-Yiadom, Louis The Evolution of Welfare in Ghana: A Rural-Urban Perspective July 2004 Louis Boakye-Yiadom Welfare patterns in Ghana are characterised by widespread rural-urban disparities, with the welfare of rural residents lagging behind that of their urban counterparts. This paper argues that Ghana’s rural-urban welfare gap is influenced by the concentration – in urban areas – of business and industrial activity, and is sustained by the resultant inequalities in education, access to healthcare, and basic amenities. Given the pervasiveness and self-perpetuating nature of the disparities, the paper calls for a major policy initiative to address the imbalance. Presented at the ISSER-University of Ghana-Cornell University International Conference on "Ghana at the Half Century," July 18-20, 2004, Accra, Ghana Boccanfuso, Dorothée Macroeconomic growth, sectorial quality of growth and poverty in developing countries: measure and application to Burkina Faso October 2004 Dorothée Boccanfuso and Tambi Samuel Kabore Economic growth generally refers to GDP growth. The studies on the link between growth and poverty dynamic (Datt and Ravallion, 1992; Kakwani, 1997; Shorrocks, 1999) measure growth by mean household per capita expenditures. Furthermore, many countries experience at the same time economic growth and growing poverty. It is therefore important to establish a link between these two types of growth. This key link allows a formal shift from macroeconomic growth (GDP growth) to mean per capita household expenditure growth. The purpose of this paper is to discuss the link between macroeconomic growth and mean per capita household expenditure growth with the evidence drawn from Burkina Faso data. The paper also analyzes the impact of sectoral growth on poverty using Shapley value-based decomposition approach. National Accounts consumption - which is smaller - gives greater poverty incidences for 1994 and 1998 compared to the incidence from the surveys’ consumption. An annual 3.99% increase in real per capita consumption based on the survey gives a 13.37% decrease in poverty incidence, while a 6.59% annual growth in GDP yields only 6.59% decrease in poverty incidence. Agricultural sector growth accounts for at least 80% of the decline in poverty incidence, gap and severity. Presented at the DPRU-TIPS-Cornell University Forum on "African Development and Poverty Reduction: The Macro-Micro Linkage," October 13-15, 2004, Cape Town, South Africa Bogale, Ayalneh An Inquiry into the role of personal wealth in the pastoralist - agropastoralist conflict resolution in Yerer and Daketa Valleys, Eastern Ethiopia May 2005 Ayalneh Bogale and Benedikt Korf Capitalizing on the mobility of livestock is one of the major ways in which pastoralists have managed ecological uncertainties and risks, as it enables them the opportunistic use of the resources. However, agricultural encroachment onto rangelands by nearby agro-pastoralists has led to a shortage in grazing area and threatened the mobility of the pastoralists. As this process leads to a significant disruption and weakening of the risk-management systems of pastoralists, they seek for various institutional arrangements with agropastoralists to enable them access to common grazing land. Based on an exploratory survey and data derived from interview of 146 households in eastern Ethiopia, this paper uses an adaptation of the sequential rationality game theoretical model and institutional analysis to discrete choice models. The analytical framework, in its entirety, presents a simple model of household and community level decision-making, in which they are concerned about their welfare along many different dimensions. Choice of institutional arrangement, namely no opinion, reciprocal, sharing milk and the right to use milk, is modelled using multinomial logit discrete choice procedure. The model chi-squared statistic is significant at the 1% level of probability. For all arrangements, there are three to five observable characteristics of household that provide statistically significant predictive power for practicing a given arrangement. The paper argues resource scarcity may enhance the bargaining position of asset-poor members of an agro-pastoral society and urges the wealthier agropastoralists to comply with a nonviolent resolution of competing claims towards a resource sharing arrangement. Presented at the International Conference on "Shared Growth in Africa," July 21-22, 2005, Accra, Ghana Botchie, George Poverty Reduction Efforts in Ghana: The Skill Development Option July 2004 George Botchie and William Ahadzie Ghana, like many developing countries needs to improve economy-wide labour productivity in order to achieve a competitive edge in the rapidly changing economic and technology-driven world. But an equally significant driver of improved labour productivity is the effort to reduce endemic poverty in a country that has a low technological base. Flexibility and productivity of the labour force are dependent on the competent skilled workers. Generally, skilled workers and technicians enhance the quality and efficiency of product development, production, and maintenance, and they supervise and train workers with lesser skills (World Bank 1998 13). For the poor, labour in its crudest form, is a key asset and adding value to that asset could offer a route out of poverty. But the stock of skills required by the poor goes beyond technical and entrepreneurial abilities (ILO InFocus Programme 2004). They need skills that make them confident and capable of exploring and trying new income-earning opportunities within the labour market. Among the critical competencies are skills such as numeracy and literacy, social and communication skills, problem-solving and decision-making, negotiation skills, learning and training to promote social inclusion including understanding of social rights, “citizenship skills”, self organisation. Presented at the ISSER-University of Ghana-Cornell University International Conference on "Ghana at the Half Century," July 18-20, 2004, Accra, Ghana Brown, Douglas R. Livelihood Strategies in the Rural Kenyan Highlands December 2006 Brown, Douglas R., Emma C. Stephens, James Okuro Ouma, Festus M. Murithi and Christopher B. Barrett The concept of a livelihood strategy has become central to development practice in recent years. Nonetheless, precise identification of livelihoods in quantitative data has remained methodologically elusive. This paper uses cluster analysis methods to operationalize the concept of livelihood strategies in household data and then uses the resulting strategy-specific income distributions to test whether hypothesized outcome differences between livelihoods indeed exist. Using data from Kenya’s central and western highlands, we identify five distinct livelihood strategies that exhibit statistically significant differences in mean per capita incomes and stochastic dominance orderings that establish clear welfare rankings among livelihood strategies. Multinomial regression analysis identifies geographic, demographic and financial determinants of livelihood choice. The results should facilitate targeting of interventions designed to improve household livelihoods. In the African Journal of Agricultural and Resource Economics 1(1):21-35 Buchs, Thierry Banking Competition and Efficiency in Ghana October 2004 Thierry Buchs and Johan Mathisen This paper assesses the degree of bank competition and discusses efficiency with regard to banks’ financial intermediation in Ghana. By applying panel data to variables derived from a theoretical model, we find evidence for a noncompetitive market structure in the Ghanaian banking system, which may be hampering financial intermediation. We argue that the structure, as well as the other market characteristics, constitutes an indirect barrier to entry shielding the large profits in the Ghanaian banking system. In Ernest Aryeetey and Ravi Kanbur (editors), The Economy of Ghana: Analytical Perspectives on Stability, Growth and Poverty, James Currey, 2008. Presented at the ISSER-University of Ghana-Cornell University International Conference on "Ghana at the Half Century," July 18-20, 2004, Accra, Ghana Burger, Ronelle Geography as Destiny: Considering the spatial dimensions of poverty and deprivation in South Africa October 2004 Ronelle Burger, Servaas van der Berg, Sarel van der Walt and Derek Yu This paper’s main contribution to the discussion about the geographical dimensions of poverty traps is a careful description of how the nature and depth of poverty and deprivation differ by geography. Conventionally, much of the analysis of poverty has focused on money-metric poverty lines. However, as Amartya Sen and others have shown, welfare is a rich and complex concept that cannot be adequately captured by income and expenditure. To avoid the arbitrariness of a poverty line and the one-dimensionality of money-metric poverty measure, the paper opts for Totally Fuzzy and Relative indices of poverty – as pioneered by Cheli and Lemmi (1995). It provides a multi-dimensional account of poverty and deprivation without assigning arbitrary weights to the different poverty dimensions. Rather, the method weighs poverty dimensions according to the frequency of deprivation in this dimension among members of the population: the more common deprivation is in a specific dimension, the less weight the specific dimension will receive in the calculation of the index. Instead of a sharp line dividing the rich from the poor, the variable’s bottom category is defined as marking extreme poverty and the top category as representing affluence, with everything in-between assigned a score to indicate the degree to which these individuals or households can be regarded as poor. Presented at the DPRU-TIPS-Cornell University Forum on "African Development and Poverty Reduction: The Macro-Micro Linkage," October 13-15, 2004, Cape Town, South Africa BurnSilver, S. Beyond Group Ranch Subdivision: Collective Action for Livestock Mobility, Ecological Viability and Livelihoods June 2006 BurnSilver, S. and E. Mwangi Pastoralism is the dominant land use in 25% of the world’s landscapes and comprises the basic subsistence strategy of 20 million households (Galaty and Johnson 1990). These rangeland ecosystems largely occur in regions too dry for rainfed agriculture, and are characterized by recurrent drought and strong intra- and inter-seasonal variability in climate (Ellis and Galvin 1994, Galvin et al. 2001). Historically, the primary pastoral response to minimize risk has been mobility. Opportunistic and extensive seasonal livestock movements provided access to water and forage resources that were heterogeneous (i.e., patchy) in space and time. This mobility occurred largely in the context of communal land tenure systems – wherein flexible use rights were negotiated through layered memberships in kinship, clan, and lineage groupings (Bekure et al. 1991, Lane and Moorehead 1994, Turner 1999). Recent developments in ecological and common property theories clearly support the logic of pastoral mobility to compensate for resource heterogeneity (Ellis and Swift 1988, Ostrom et al. 1999, Illius and O’Connor 2000). However, over the past three decades, a combination of government policy and internal drivers has pushed pastoral systems in the opposite direction, towards privatization of communal rangelands characterized by little flexibility (Galaty 1992, Niamir-Fuller 1999, Blench 2001). Many scientists are concerned this transition from mobile systems to continuous grazing of private parcels will lead to ecological degradation and spiraling poverty among pastoral households, and a gradual decrease in both system stability and sustainability (Ellis et al. 2001, Agrawal 2002, Reid et al. 2003, Boone and Hobbs 2004) Presented at the Policy Research Conference on “Pastoralism and Poverty Reduction in East Africa,” held in Nairobi, Kenya, June 27-28, 2006. Bussolo, Maurizio Poverty Reduction Strategies in a Budget-Constrained Economy: The Case of Ghana February 2003 Maurizio Bussolo and Jeffery I. Round Analyses of responses to reforms in Ghana seem to indicate that current policies may be benefiting different segments of society disproportionately. Also, experience in the 1990s suggests that recurring budget deficits may adversely affect reform and poverty alleviation programmes. The aim of this paper is to carry out some experiments using variants of a stylised CGE model, to ascertain the possible effects on poverty of a range of budget-neutral redistributive income transfers. The analysis is based on a social accounting matrix (SAM) for Ghana for the year 1993, which has been substantially modified for the present application. The CGE model is a real-side, static model and therefore excludes the monetary and financial sectors and is designed in the tradition of other OECD Development Centre models. The experimental design follows one employed by Adelman and Robinson (1978) for Korea and Chia, Wahba and Whalley (1992) for the Côte d’Ivoire. However the experiments are designed with a view to examining the sensitivity of the results to alternative specifications, within otherwise broadly similar, SAM-based model structures. The main outcome is to show that the results are very sensitive to (long and short run) closure rules, to the financing rules in a budget-neutral setting, and to the method of computing poverty ratios (parametric and non-parametric approaches). A new decomposition method is introduced to assist in interpreting the results. A wide range of simulations demonstrates that poverty is not eradicated via redistributive income transfers, and may even increase, especially in the short run, after taking into account the secondary effects. Presented at the ISSER-University of Ghana-Cornell University International Conference on "Ghana at the Half Century," July 18-20, 2004, Accra, Ghana Bwalya, Samuel M. Rural Livelihoods and Collective Action in Joint Forest Management in Zambia February 2004 Bwalya, Samuel M. This study examines rural livelihoods and collective action in Joint Forest Management (JFM) in six local forest communities in three of the nine provinces of Zambia. The role of forests and woodlands resources to rural livelihood strategies and rural income is examined and the determinants of collective action are identified and discussed. Our analysis of rural livelihood strategies suggests that both agriculture and forests are important sources of rural livelihoods and contributors to rural income. However, although average income from agriculture is relatively smaller than income from forest products there are more people earning income from the former than from the latter. We also find that although women appear to be more dependent on forests and woodlands for subsistence, it is rather the men who more dependent on forests for commercial income. With respect to the determinants of collective action in local forest management, results from this study suggest that household income and income inequality across households, scarcity of forest products, organizational and social capital, and individual prior experience with collective action programs promote collective action whereas market integration and proximity to urban markets (which some form of regional heterogeneity) weakens cooperation. It was also evident that programs which support both agricultural development and forest conservation will have the greatest impact on local behavior, poverty reduction and longterm local forest management in the study area. Final Report for SAGA Competitive Research Grants Program Return to MAIN AUTHORS PAGE

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