Publication: Optimal Targeting Under Budget Constraints in a Humanitarian Context
Loading...
Files in English
354 downloads
Published
2018-01-05
ISSN
0305-750X
Date
2018-02-05
Author(s)
Gigliarano, Chiara
Editor(s)
Abstract
The paper uses Receiver Operating Characteristic (ROC) curves and related indexes to determine the optimal targeting strategy of a food voucher program for refugees. Estimations focus on the 2014 food voucher administered by the World Food Program to Syrian refugees in Jordan using data collected by the United Nations High Commissioner for Refugees. The paper shows how to use ROC curves to optimize targeting using coverage rates, budgets, or poverty lines as guiding principles to increase the overall efficiency of a program. As humanitarian organizations operate under increasing budget constraints and increasing demands for efficiency, the proposed approach addresses both concerns.
Link to Data Set
Associated URLs
Associated content
Other publications in this report series
Journal
Journal Volume
Journal Issue
Citations
- Cited 16 times in Scopus (view citations)
Collections
Related items
Showing items related by metadata.
Publication Optimal Targeting under Budget Constraints in a Humanitarian Context(World Bank, Washington, DC, 2017-09)The combination of conflict, food insecurity, and displacement generates competing claims for financial resources that stretch the donors' ability to provide funding and the humanitarian organizations' capacity to provide social assistance. The paper uses Receiver Operating Characteristic curves and related indexes to determine the optimal targeting strategy of a food voucher program for refugees. The estimations focus on the 2014 food vouchers administered by the World Food Programme to Syrian refugees in Jordan. The analysis uses data collected by the United Nations High Commissioner for Refugees. Based on a poverty model, Receiver Operating Characteristic curves are used to optimize coverage and leakage rates under budget constraints. The paper shows how policy makers can use these instruments to fine-tune targeting using coverage rates, budgets, or poverty lines as guiding principles to increase the overall efficiency of a program. As humanitarian organizations operate under increasing budget constraints and increasing demands for efficiency, the proposed approach addresses both concerns.Publication Cash Transfers in Humanitarian Contexts(World Bank, Washington, DC, 2016-06)Upon request of the Inter-Agency Standing Committee (IASC) Principals at their meeting on December 11, 2015, the World Bank agreed to coordinate a process of reviewing key issues and options for significantly scaling up the use of multipurpose cash transfers (MPCTs; including digital cash and vouchers) in the humanitarian space. This note lays out the main findings and options emerging from the process. The main text is complemented by a set of seven appendixes, detailing the process and feedback received, as well as presenting a thorough review of the evidence and evidence gaps in the comparative effectiveness of cash and in-kind programs across humanitarian objectives. This note synthesizes main issues and findings from the process, including defining overarching issues (section 2), setting out the overall context in which a wider use of cash should be considered (section 3), and identifying the specific areas to help unleash a wider use of cash transfers when and where appropriate (section 4).Publication Social Assistance and Poverty Reduction in Moldova, 2001-2004 : An Impact Evaluation(World Bank, Washington, DC, 2008-06)This paper assesses the impact of social assistance benefits on household welfare in Moldova. Ignoring standard issues of impact evaluations such as selection bias, behavioral responses, unobserved heterogeneity and endogeneity, an incidence analysis suggests that increased spending on social assistance enhances the probability of moving out of poverty and reduces the probability of moving into poverty. However, double difference estimates (based on a mimicked randomized experiment) and parametric estimates (based on panel data) indicate that social benefits have not contributed to improve household welfare or reduce poverty. Double difference estimates point to a negative impact on welfare. Parametric estimates do not yield any consistent significant impact on welfare or poverty. The author concludes that the growth in population coverage and expenditure on cash benefits that characterized social assistance policies in recent years has not resulted in a significant improvement in welfare, all other factors being equal.Publication Lebanon Economic Monitor, Fall 2014(Washington, DC, 2014-11)A new domestic political stalemate has developed while spillovers from the Syrian conflict further exacerbated. A mid-year lull in the security situation gave a temporary boost to consumer and investor sentiment. Lebanon’s current account deficit remains elevated, albeit lower than during the pre-crisis period. Lebanon’s fiscal position continues to deteriorate. Banque du Liban maintained an expansionary monetary stance to support the economy, while sustaining confidence in the Lebanese pound. Conservatism in financial regulations and private sector banking helped maintain a well-capitalized and resilient domestic banking sector, despite sluggish growth and downgrades by international rating agencies. The expanding political stalemate at home and regional spillovers pose significant downside risk to growth. The Lebanon economic monitor provides an update on key economic developments and policies over the past six months. It also presents findings from recent World Bank work on Lebanon. It places them in a longer-term and global context, and assesses the implications of these developments and other changes in policy on the outlook for Lebanon.Publication Our Daily Bread : What is the Evidence on Comparing Cash versus Food Transfers?(World Bank Group, Washington, DC, 2014-07)This paper reviews key issues in the 'cash versus food' debate, including as they relate to political economy, theory, evidence, and practice. In doing so, it benefited from a new generation of 12 impact evaluations deliberately comparing alternative transfer modalities. Findings show that differences in effectiveness vary by indicator, although they tend to be moderate on average. In some cases differences are more marked (i.e., food consumption and calorie availability), but in most instances they are not statistically significant. In general, transfers' performance and their difference seem a function of the organic and fluid interactions among factors like the profile and 'initial conditions' of beneficiaries, the capacity of local markets, and program objectives and design. Costs associated with cash transfers and vouchers tend to be substantially lower relative to food. Yet methods for cost-effectiveness analysis vary and need to be more standardized and nuanced. The reviewed evaluations are helping to shift the debate from one shaped by ideology, political economy and 'inference' of evidence to one centering on robust and context-specific results.
Users also downloaded
Showing related downloaded files
Publication Classroom Assessment to Support Foundational Literacy(Washington, DC: World Bank, 2025-03-21)This document focuses primarily on how classroom assessment activities can measure students’ literacy skills as they progress along a learning trajectory towards reading fluently and with comprehension by the end of primary school grades. The document addresses considerations regarding the design and implementation of early grade reading classroom assessment, provides examples of assessment activities from a variety of countries and contexts, and discusses the importance of incorporating classroom assessment practices into teacher training and professional development opportunities for teachers. The structure of the document is as follows. The first section presents definitions and addresses basic questions on classroom assessment. Section 2 covers the intersection between assessment and early grade reading by discussing how learning assessment can measure early grade reading skills following the reading learning trajectory. Section 3 compares some of the most common early grade literacy assessment tools with respect to the early grade reading skills and developmental phases. Section 4 of the document addresses teacher training considerations in developing, scoring, and using early grade reading assessment. Additional issues in assessing reading skills in the classroom and using assessment results to improve teaching and learning are reviewed in section 5. Throughout the document, country cases are presented to demonstrate how assessment activities can be implemented in the classroom in different contexts.Publication Europe and Central Asia Economic Update, Spring 2025: Accelerating Growth through Entrepreneurship, Technology Adoption, and Innovation(Washington, DC: World Bank, 2025-04-23)Business dynamism and economic growth in Europe and Central Asia have weakened since the late 2000s, with productivity growth driven largely by resource reallocation between firms and sectors rather than innovation. To move up the value chain, countries need to facilitate technology adoption, stronger domestic competition, and firm-level innovation to build a more dynamic private sector. Governments should move beyond broad support for small- and medium-sized enterprises and focus on enabling the most productive firms to expand and compete globally. Strengthening competition policies, reducing the presence of state-owned enterprises, and ensuring fair market access are crucial. Limited availability of long-term financing and risk capital hinders firm growth and innovation. Economic disruptions are a shock in the short term, but they provide an opportunity for implementing enterprise and structural reforms, all of which are essential for creating better-paying jobs and helping countries in the region to achieve high-income status.Publication Morocco Economic Update, Winter 2025(Washington, DC: World Bank, 2025-04-03)Despite the drought causing a modest deceleration of overall GDP growth to 3.2 percent, the Moroccan economy has exhibited some encouraging trends in 2024. Non-agricultural growth has accelerated to an estimated 3.8 percent, driven by a revitalized industrial sector and a rebound in gross capital formation. Inflation has dropped below 1 percent, allowing Bank al-Maghrib to begin easing its monetary policy. While rural labor markets remain depressed, the economy has added close to 162,000 jobs in urban areas. Morocco’s external position remains strong overall, with a moderate current account deficit largely financed by growing foreign direct investment inflows, underpinned by solid investor confidence indicators. Despite significant spending pressures, the debt-to-GDP ratio is slowly declining.Publication Argentina Country Climate and Development Report(World Bank, Washington, DC, 2022-11)The Argentina Country Climate and Development Report (CCDR) explores opportunities and identifies trade-offs for aligning Argentina’s growth and poverty reduction policies with its commitments on, and its ability to withstand, climate change. It assesses how the country can: reduce its vulnerability to climate shocks through targeted public and private investments and adequation of social protection. The report also shows how Argentina can seize the benefits of a global decarbonization path to sustain a more robust economic growth through further development of Argentina’s potential for renewable energy, energy efficiency actions, the lithium value chain, as well as climate-smart agriculture (and land use) options. Given Argentina’s context, this CCDR focuses on win-win policies and investments, which have large co-benefits or can contribute to raising the country’s growth while helping to adapt the economy, also considering how human capital actions can accompany a just transition.Publication Digital Africa(Washington, DC: World Bank, 2023-03-13)All African countries need better and more jobs for their growing populations. "Digital Africa: Technological Transformation for Jobs" shows that broader use of productivity-enhancing, digital technologies by enterprises and households is imperative to generate such jobs, including for lower-skilled people. At the same time, it can support not only countries’ short-term objective of postpandemic economic recovery but also their vision of economic transformation with more inclusive growth. These outcomes are not automatic, however. Mobile internet availability has increased throughout the continent in recent years, but Africa’s uptake gap is the highest in the world. Areas with at least 3G mobile internet service now cover 84 percent of Africa’s population, but only 22 percent uses such services. And the average African business lags in the use of smartphones and computers as well as more sophisticated digital technologies that catalyze further productivity gains. Two issues explain the usage gap: affordability of these new technologies and willingness to use them. For the 40 percent of Africans below the extreme poverty line, mobile data plans alone would cost one-third of their incomes—in addition to the price of access devices, apps, and electricity. Data plans for small- and medium-size businesses are also more expensive than in other regions. Moreover, shortcomings in the quality of internet services—and in the supply of attractive, skills-appropriate apps that promote entrepreneurship and raise earnings—dampen people’s willingness to use them. For those countries already using these technologies, the development payoffs are significant. New empirical studies for this report add to the rapidly growing evidence that mobile internet availability directly raises enterprise productivity, increases jobs, and reduces poverty throughout Africa. To realize these and other benefits more widely, Africa’s countries must implement complementary and mutually reinforcing policies to strengthen both consumers’ ability to pay and willingness to use digital technologies. These interventions must prioritize productive use to generate large numbers of inclusive jobs in a region poised to benefit from a massive, youthful workforce—one projected to become the world’s largest by the end of this century.