Publication: Addressing Educational Disparity : Using District Level Education Development Indices for Equitable Resource Allocations in India
Loading...
Published
2009-06-01
ISSN
Date
2012-03-19
Author(s)
Editor(s)
Abstract
The challenge of development work in the social sector in India today is one of bridging huge disparities across regions of the country, gender and social groups. Unless national and state policies specifically target resources to address these disparities, achieving higher level outcomes in an inclusive manner, which is the real goal for human development in education and health, will be a distant dream. This paper takes up the case of the Indian government s Elementary Education for All Mission to understand how this flagship program relates investments to spatial and social disparities. For identifying the most deprived districts in terms of educational inputs, outputs and overall development, the authors estimate district level education development indices for 2003-2004. The contribution of the largest investment program is measured by "per child allocations" and expenditures at the state and district levels for 2005-2006. An analysis of comparing the ratio of allocations to expenditures with the ratio of district level indices to sub-dimensional indices shows that there is an apparent disconnect between the "real investment needs" of the districts, reflected in their level of educational development and the actual allocations made on an annual basis. The analysis shows that although all districts received more funds for investing in elementary education programs, the most disadvantaged and needy districts received proportionately more funds, which helped these districts to bridge access and infrastructure gaps and appoint more teachers. Benchmarking sector development by spatial entities helps not only in monitoring the outcomes, but also in targeting planning and funding to reduce disparities.
Link to Data Set
Citation
“Jhingran, Dhir; Sankar, Deepa. 2009. Addressing Educational Disparity : Using District Level Education Development Indices for Equitable Resource Allocations in India. Policy Research working paper ; no. WPS 4955. © World Bank. http://hdl.handle.net/10986/4147 License: CC BY 3.0 IGO.”
Digital Object Identifier
Associated URLs
Associated content
Other publications in this report series
Publication The Economic Value of Weather Forecasts: A Quantitative Systematic Literature Review(Washington, DC: World Bank, 2025-09-10)This study systematically reviews the literature that quantifies the economic benefits of weather observations and forecasts in four weather-dependent economic sectors: agriculture, energy, transport, and disaster-risk management. The review covers 175 peer-reviewed journal articles and 15 policy reports. Findings show that the literature is concentrated in high-income countries and most studies use theoretical models, followed by observational and then experimental research designs. Forecast horizons studied, meteorological variables and services, and monetization techniques vary markedly by sector. Estimated benefits even within specific subsectors span several orders of magnitude and broad uncertainty ranges. An econometric meta-analysis suggests that theoretical studies and studies in richer countries tend to report significantly larger values. Barriers that hinder value realization are identified on both the provider and user sides, with inadequate relevance, weak dissemination, and limited ability to act recurring across sectors. Policy reports rely heavily on back-of-the-envelope or recursive benefit-transfer estimates, rather than on the methods and results of the peer-reviewed literature, revealing a science-to-policy gap. These findings suggest substantial socioeconomic potential of hydrometeorological services around the world, but also knowledge gaps that require more valuation studies focusing on low- and middle-income countries, addressing provider- and user-side barriers and employing rigorous empirical valuation methods to complement and validate theoretical models.Publication The Macroeconomic Implications of Climate Change Impacts and Adaptation Options(Washington, DC: World Bank, 2025-05-29)Estimating the macroeconomic implications of climate change impacts and adaptation options is a topic of intense research. This paper presents a framework in the World Bank's macrostructural model to assess climate-related damages. This approach has been used in many Country Climate and Development Reports, a World Bank diagnostic that identifies priorities to ensure continued development in spite of climate change and climate policy objectives. The methodology captures a set of impact channels through which climate change affects the economy by (1) connecting a set of biophysical models to the macroeconomic model and (2) exploring a set of development and climate scenarios. The paper summarizes the results for five countries, highlighting the sources and magnitudes of their vulnerability --- with estimated gross domestic product losses in 2050 exceeding 10 percent of gross domestic product in some countries and scenarios, although only a small set of impact channels is included. The paper also presents estimates of the macroeconomic gains from sector-level adaptation interventions, considering their upfront costs and avoided climate impacts and finding significant net gross domestic product gains from adaptation opportunities identified in the Country Climate and Development Reports. Finally, the paper discusses the limits of current modeling approaches, and their complementarity with empirical approaches based on historical data series. The integrated modeling approach proposed in this paper can inform policymakers as they make proactive decisions on climate change adaptation and resilience.Publication Labor Demand in the Age of Generative AI: Early Evidence from the U.S. Job Posting Data(Washington, DC: World Bank, 2025-11-18)This paper examines the causal impact of generative artificial intelligence on U.S. labor demand using online job posting data. Exploiting ChatGPT’s release in November 2022 as an exogenous shock, the paper applies difference-in-differences and event study designs to estimate the job displacement effects of generative artificial intelligence. The identification strategy compares labor demand for occupations with high versus low artificial intelligence substitution vulnerability following ChatGPT’s launch, conditioning on similar generative artificial intelligence exposure levels to isolate substitution effects from complementary uses. The analysis uses 285 million job postings collected by Lightcast from the first quarter of 2018 to the second quarter of 2025Q2. The findings show that the number of postings for occupations with above-median artificial intelligence substitution scores fell by an average of 12 percent relative to those with below-median scores. The effect increased from 6 percent in the first year after the launch to 18 percent by the third year. Losses were particularly acute for entry-level positions that require neither advanced degrees (18 percent) nor extensive experience (20 percent), as well as those in administrative support (40 percent) and professional services (30 percent). Although generative artificial intelligence generates new occupations and enhances productivity, which may increase labor demand, early evidence suggests that some occupations may be less likely to be complemented by generative artificial intelligence than others.Publication The Lasting Effects of Working while in School(Washington, DC: World Bank, 2025-08-18)This paper provides the first experimental evidence on the long-term effects of work-study programs, leveraging a randomized lottery design from a national program in Uruguay. Participation leads to a persistent 11 percent increase in formal labor earnings, observable seven years after the program. Effects are stronger for youth who participate during pivotal educational transitions and are larger for vulnerable youth and men, while remaining positive for women and non-vulnerable youth. The program is highly cost-effective, with average impacts exceeding those of job training programs and comparable to early childhood investments.Publication It’s Not (Just) the Tariffs: Rethinking Non-Tariff Measures in a Fragmented Global Economy(Washington, DC: World Bank, 2025-10-22)As tariffs have declined, non-tariff measures (NTMs) have become central to trade policy, especially in high-income countries and regulated sectors like food and green technologies. Although NTMs may serve legitimate goals, they could also sort countries and firms into or out of markets based on compliance capacity and differences in product mix. Documenting recent advances in the estimation of ad valorem equivalents (AVEs), this paper uncovers new patterns of use and exposure of NTMs. High-income countries rely more heavily on NTMs relative to tariffs, while low- and middle-income countries face steeper AVEs on their exports. Firm-level evidence shows that NTMs disproportionately affect smaller firms, leading to market exit and concentration. Poorly designed NTMs can harm productivity and welfare, while coordinated, capacity-aware use can deliver inclusive outcomes. Policy design, transparency, and diagnostics must evolve to reflect the growing role—and risks—of NTMs in a fragmented global trade landscape.
Journal
Journal Volume
Journal Issue
Collections
Related items
Showing items related by metadata.
Publication India : Education Sector Development in the 1990s, A Country Assistance Evaluation(World Bank, Washington, DC, 2002)World Bank lending in education has taken place through a unique working relationship in line with India's principle of self-sufficiency and domestic development. Until the late 1980s, the government of India strongly resisted external funding for education programs. Subsequently, the goal of universal elementary education resulted in demand for additional resources, leading the department of education (DOE) to review its policy on external funding in education. The Bank's continued efforts towards a dialogue with DOE aimed at confidence building also contributed to this change in policy. Since 1980, the Bank s investments in education in India have grown from an almost negligible amount to 2 billion dollars. The Bank has approved four vocational and technical education and training (TVET) projects and six basic education projects. Overall, their capacity increased more than 50 percent, by roughly 100,000 student places, and expansion often exceeded targets. The operations evaluation department (OED) has rated project performance as satisfactory or highly satisfactory, though substantial improvements are still needed in industry linkages, quality of trainers, and academic flexibility.Publication Philippines : Basic Education Public Expenditure Review(World Bank, Pasig City, Philippines, 2012)The 2010 Philippines Basic Education Public Expenditure Review (BEPER) provides an overview of public expenditures and outcomes in the basic education sector since 2000. The PER team intends this analysis to assist the Department of Education (DepED) in setting policy priorities and in making decisions on resource allocation, utilization, and management. In this review, we analyze trends in education performance as they relate to the Philippines' Education for All (EFA) goals and the objectives of the Basic Education Sector Reform Agenda (BESRA). The analysis traces trends in government spending and their impact on basic education inputs and outcomes. It also examines the equity dimensions of the education outcomes and spending across geographic areas, households of different income levels, and gender. It examine in detail the processes for executing DepED's priority programs such as the provision of new teaching posts, school buildings, furniture, and textbooks, and we identify potential bottlenecks that slow implementation. Although the Government of the Philippines has committed to the Millennium Development Goals (MDGs) and EFA goals by 2015, its level of investment in basic education is not sufficient for realizing these commitments. The PER analysis suggests that although the basic education sector needs additional resources for rapidly expanding the supply of key inputs for quality education services, unless efforts are intensified to improve budget execution and even if resources were available, merely increasing allocation would be unlikely to result in actual increases in the larger number of critical inputs and their efficient deployment.Publication Rethinking School Feeding Social Safety Nets, Child Development, and the Education Sector(World Bank, 2009)This review highlights three main findings. First, school feeding programs in low-income countries exhibit large variation in cost, with concomitant opportunities for cost containment. Second, as countries get richer, school feeding costs become a much smaller proportion of the investment in education. For example, in Zambia the cost of school feeding is about 50 percent of annual per capita costs for primary education; in Ireland it is only 10 percent. Further analysis is required to define these relationships, but supporting countries to maintain an investment in school feeding through this transition may emerge as a key role for development partners. Third, the main preconditions for the transition to sustainable national programs are mainstreaming school feeding in national policies and plans, especially education sector plans; identifying national sources of financing; and expanding national implementation capacity. Mainstreaming a development policy for school feeding into national education sector plans offers the added advantage of aligning support for school feeding with the processes already established to harmonize development partner support for the education for all-fast track initiative.Publication Education Reform in Mozambique : Lessons and Challenges(Washington, DC: World Bank, 2012)The report opens with a brief description of the conceptual framework that guided the analysis as well as the data used. The next chapter presents the analysis of changes in household behavior and educational outcomes related to the implementation of the reforms, at both the primary and secondary levels. The descriptive nature of this analysis does not allow for inferences regarding the effects of the reforms on enrollment and demand for education. The following chapter presents the results of an econometric impact analysis of the reforms to quantify the magnitude of the effects on enrollment. In considering priorities for the future, the Government is paying increasing attention to the impact of the investments in education on growth, jobs, and poverty reduction, as measured by increased earnings from employment, and particularly by improving opportunities for the labor force to move to higher productivity activities and livelihoods. The next chapter presents the results on the changing structure of employment in Mozambique between 2003 and 2008, the impacts of education on employment opportunities, and the implications of these changes for education policy. The final chapter integrates the education and labor force analyses and provides strategic recommendations as Mozambique continues to improve educational outcomes, particularly for those population groups that have had the most difficulty entering and remaining in school.Publication Nepal : Priorities and Strategies for Education Reform(Washington, DC, 2001-07-18)The modern education system in Nepal is one of the youngest in the world and operates within a political democracy that was established only in 1991. While parts of the system have been well designed and are implemented effectively, others remain in an embryonic stage and are only partly effective. This report identifies a number of key constraints which currently are hindering the development of the system and suggests priorities and strategies for organizing and managing the required changes. Six aspects of the current status are highlighted: Levels of literacy and educational attainment remain low. While access to all levels of the education system has increased considerably, participation remains unequal across income and social groups and the benefits of public subsidies are inequitably distributed. The quality of education is low. High repetition and dropout rates throughout the system are wasting valuable resources. The system does not serve the labor market well. This report recommends the government to: ensure within the coming decade that all children enroll in and complete a five year primary education while developing the structures and processes for expanding a strengthened basic cycle of schooling for eight years, and expanding levels of adult literacy; develop an integrated cycle of secondary education; improve the quality of university education and tertiary education; develop an comprehensive teacher management system; and decentralize the system.
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 Lebanon Economic Monitor, Fall 2022(Washington, DC, 2022-11)The economy continues to contract, albeit at a somewhat slower pace. Public finances improved in 2021, but only because spending collapsed faster than revenue generation. Testament to the continued atrophy of Lebanon’s economy, the Lebanese Pound continues to depreciate sharply. The sharp deterioration in the currency continues to drive surging inflation, in triple digits since July 2020, impacting the poor and vulnerable the most. An unprecedented institutional vacuum will likely further delay any agreement on crisis resolution and much needed reforms; this includes prior actions as part of the April 2022 International Monetary Fund (IMF) staff-level agreement (SLA). Divergent views among key stakeholders on how to distribute the financial losses remains the main bottleneck for reaching an agreement on a comprehensive reform agenda. Lebanon needs to urgently adopt a domestic, equitable, and comprehensive solution that is predicated on: (i) addressing upfront the balance sheet impairments, (ii) restoring liquidity, and (iii) adhering to sound global practices of bail-in solutions based on a hierarchy of creditors (starting with banks’ shareholders) that protects small depositors.Publication World Development Report 2006(Washington, DC, 2005)This year’s Word Development Report (WDR), the twenty-eighth, looks at the role of equity in the development process. It defines equity in terms of two basic principles. The first is equal opportunities: that a person’s chances in life should be determined by his or her talents and efforts, rather than by pre-determined circumstances such as race, gender, social or family background. The second principle is the avoidance of extreme deprivation in outcomes, particularly in health, education and consumption levels. This principle thus includes the objective of poverty reduction. The report’s main message is that, in the long run, the pursuit of equity and the pursuit of economic prosperity are complementary. In addition to detailed chapters exploring these and related issues, the Report contains selected data from the World Development Indicators 2005‹an appendix of economic and social data for over 200 countries. This Report offers practical insights for policymakers, executives, scholars, and all those with an interest in economic development.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.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.