Publication: School Quality, Labor Markets and Human Capital Investments : Long-term Impacts of an Early Stage Education Intervention in the Philippines
Loading...
Published
2012-10
ISSN
Date
2013-01-04
Author(s)
Liu, Yanyan
Editor(s)
Abstract
This paper examines the long-term impacts of improved school quality at the elementary school stage on subsequent schooling investments and labor market outcomes using unique data from a recent survey that tracked students in the Philippines. The empirical results, which are based on a comparison of students who graduated from schools located in adjacent treatment and control areas before and after a school intervention, show significant differences in subsequent schooling investments, migration, and labor market earnings between females and males. That is, females study more (relative to males) and tend to migrate and earn more if they receive high-quality educational investments at an early stage. The above results are consistent with females' greater incentives to study, driven by their higher returns to schooling, especially after high school completion, observed in the labor market.
Link to Data Set
Citation
“Liu, Yanyan; Yamauchi, Futoshi. 2012. School Quality, Labor Markets and Human Capital Investments : Long-term Impacts of an Early Stage Education Intervention in the Philippines. Policy Research Working Paper;No. 6247. © World Bank. http://hdl.handle.net/10986/12109 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 Direct and Indirect Impacts of Transport Mobility on Access to Jobs: Evidence from South Africa(Washington, DC: World Bank, 2025-11-12)Access to jobs is essential for economic growth. In Africa, unemployment rates are notably high. This paper reexamines the relationship between transport mobility and labor market outcomes, with a particular focus on the direct and indirect effects of transport connectivity. As predicted by theory, wages are influenced by the level of commuting deterrence. Generally, higher earnings are associated with longer commute times and/or higher commuting costs. Local accessibility is also important, especially for individuals with time constraints. Both direct and indirect impacts are found to be significant in South Africa, where job accessibility has been challenging since the end of apartheid. For the direct impact, the wage elasticity associated with commuting costs is significant. Returns on commute are particularly high for women. Local accessibility to socioeconomic facilities, such as shops and health services, is also found to have a significant impact, consistent with the concept of mobility of care. To enhance employment, therefore, it is crucial to connect people not only to job locations but also to various socioeconomic points of interest, such as markets and hospitals, in an integrated manner. This integration will enable individuals to spend more time working and commuting longer distances.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 From Policy to Practice: Lessons from the Implementation of the Refugee Work Rights Policy in Ethiopia(Washington, DC: World Bank, 2025-11-10)This paper examines the early implementation of Ethiopia’s refugee work rights policy, with a focus on the issuance of permits that enable refugees to engage in economic activities. Building on significant legal and institutional advances under the 2019 Refugee Proclamation and subsequent directives, the analysis explores how these reforms are being operationalized in practice. Using a mixed-methods approach, combining document review, administrative data analysis, and semi-structured interviews, the paper identifies both progress and remaining challenges. Permit issuance has increased since the adoption of detailed operational guidance in 2024, reflecting the Government of Ethiopia’s commitment to operationalizing its progressive legal framework and ensuring that refugees can exercise their right to work. However, take-up remains modest, with about 5.2 percent of the working-age population holding a permit. Preliminary evidence suggests that coordination gaps, limited subnational capacity, low awareness among refugees and employers, and disincentives to formalize in a largely informal labor market are contributing to the low take-up. The paper offers policy suggestions, grounded in the Ethiopian context and emerging evidence, to help translate legal commitments into improved labor market outcomes for refugees.Publication Monitoring Global Aid Flows: A Novel Approach Using Large Language Models(Washington, DC: World Bank, 2025-11-04)Effective monitoring of development aid is the foundation for assessing the alignment of flows with their intended development objectives. Existing reporting systems, such as the Organisation for Economic Co-operation and Development’s Creditor Reporting System, provide standardized classification of aid activities but have limitations when it comes to capturing new areas like climate change, digitalization, and other cross-cutting themes. This paper proposes a bottom-up, unsupervised machine learning framework that leverages textual descriptions of aid projects to generate highly granular activity clusters. Using the 2021 Creditor Reporting System data set of nearly 400,000 records, the model produces 841 clusters, which are then grouped into 80 subsectors. These clusters reveal 36 emerging aid areas not tracked in the current Creditor Reporting System taxonomy, allow unpacking of “multi-sectoral” and “sector not specified” classifications, and enable estimation of flows to new themes, including World Bank Global Challenge Programs, International Development Association–20 Special Themes, and Cross-Cutting Issues. Validation against both Creditor Reporting System benchmarks and International Development Association commitment data demonstrates robustness. This approach illustrates how machine learning and the new advances in large language models can enhance the monitoring of global aid flows and inform future improvements in aid classification and reporting. It offers a useful tool that can support more responsive and evidence-based decision-making, helping to better align resources with evolving development priorities.
Journal
Journal Volume
Journal Issue
Collections
Related items
Showing items related by metadata.
Publication Impacts of an Early Stage Education Intervention on Students' Learning Achievement : Evidence from the Philippines(World Bank, Washington, DC, 2012-10)This paper examines the impact of a large supply-side education intervention in the Philippines, the Third Elementary Education Project, on students' national achievement test scores. It finds that the program significantly increased student test scores at grades 4 to 6. The estimation indicates that two-year exposure to the program increases test scores by about 4.5 to 5 score points. Interestingly, the mathematics score is more responsive to the education reform than are other subjects. The analysis also finds that textbooks, instructional training of teachers, and new classroom construction particularly contributed to these outcomes. The empirical results imply that early-stage investment improves student performance at later stages in the elementary school cycle, which suggests that social returns to such an investment are greater than what the current study demonstrates.Publication Inside Indonesia's Mathematics Classrooms : A TIMSS Video Study of Teaching Practices and Student Achievement(World Bank, 2010-10-01)The following report is the first of a two-stage video study to examine teaching practices and activities in Indonesian classrooms. The first stage is linked to results of the 2007 Trends in International Mathematics and Science Study (TIMSS) where 100 of the 150 classes that participated in the TIMSS examination also participated in this additional video study component. The second stage will also involve 100 classes that will participate in the 2011 exam. The second phase will follow the same methodology, allowing for comparison across years, but will also involve more in-depth analysis of the links between teaching practices and student outcomes and how teaching practices are influenced by teachers' belief systems and subject content knowledge. Indonesia has been a committed participant in the TIMSS, Program for International Student Assessment (PISA) and the Progress in International Reading Literacy Study (PIRLS) international standardized student examinations for many years and is one of the few non-OECD (Organization for Economic Cooperation and Development) countries to participate so fully. Indonesian student performance in these examinations has been relatively low, even when taking socio-economic levels into account. For example, for mathematics Indonesia ranked 36th out of 48 participating countries in TIMSS 2007, and its score of 397 was more than one standard deviation below the international average (Mullis et al, 2008). The results have been useful in providing an indication of Indonesia's relative standing in student achievement and its progress over time, but the real challenge is to take the next step and translate the results into an understanding of the factors leading to the test scores and what might be done to enhance student achievement in Indonesia.Publication Intelligence, Personality, and Creativity : Unleashing the Power of Intelligence and Personality Traits to Build a Creative and Innovative Economy(World Bank, Washington, DC, 2014-11-04)Cognitive ability, as measured by IQ and background factors such as socioeconomic status and demographics have historically been seen as the principal determinants of a student s academic success. However, a growing body of research from psychology, education, behavioral economics and neuroscience is showing that personality traits also predict academic and work performance. This change in paradigm suggests that education systems face a more complex challenge than traditionally recognized: to work not only with the different types of intelligence possessed by students but also with their different personality traits in order to produce academic success measured by cognitive and non-cognitive skills. This paper reviews the research findings from the different literatures (psychology, education, behavioral economics, and neuroscience) that relate to these questions. Several good reviews summarize the findings on aspects of these questions, but rarely address all of the questions above. In particular, those reviews do not shed light on how education can improve both cognitive and non-cognitive skills and how such skills promote creativity and labor market outcomes. The scientific literatures on human intelligence and personality are large, but our focus is on the subset of research findings that relate intelligence and personality to academic performance. Likewise, the literature on creativity, innovation, and productivity is extensive, but our focus will be on the research findings that relate academic performance to creativity and, ultimately, to productivity in the workplace.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 How Much and What Kind of Teaching Is There in Elementary Education in India? Evidence from Three States(World Bank, Washington, DC, 2014-02)This study focuses on the link between teachers' 'time-on-task' (TOT) and the nature of tasks in classrooms. This study, carried out with concurrence from Ministry of Human Resource Development (MHRD), is built upon the independent study commissioned by MHRD to explore teacher attendance rates in schools. This study ventures beyond the quantitative dimensions of teacher attendance (physical presence) to look at the 'time-on-task' (TOT) and nature of tasks, that is, the quantity and quality of teacher presence and interaction. Most specifically, it will provide insight into the work environment of teachers who are the key to service delivery and suggest implications for both policy and program interventions to empower teachers and introduce more accountability into the system. The McKinsey and Company study (Barber & Mourshed, 2007) identified three things that matter most: (1) getting the right people to become teachers; (2) developing them into effective instructors; and (3) ensuring that the system is able to deliver the best possible instruction for every child. In the present study, the attempt is to see whether the teachers are 'effective instructors' and the system is delivering the best to its children. The study aims to find out the factors that facilitate improved quality of instructional time on the one hand, and what it means to the whole process of improving learning levels on the other. In addition, there is an effort to understand the characteristics of various enabling inputs
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 Global Economic Prospects, January 2025(Washington, DC: World Bank, 2025-01-16)Global growth is expected to hold steady at 2.7 percent in 2025-26. However, the global economy appears to be settling at a low growth rate that will be insufficient to foster sustained economic development—with the possibility of further headwinds from heightened policy uncertainty and adverse trade policy shifts, geopolitical tensions, persistent inflation, and climate-related natural disasters. Against this backdrop, emerging market and developing economies are set to enter the second quarter of the twenty-first century with per capita incomes on a trajectory that implies substantially slower catch-up toward advanced-economy living standards than they previously experienced. Without course corrections, most low-income countries are unlikely to graduate to middle-income status by the middle of the century. Policy action at both global and national levels is needed to foster a more favorable external environment, enhance macroeconomic stability, reduce structural constraints, address the effects of climate change, and thus accelerate long-term growth and 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 Algeria Economic Update, Spring 2023(Washington, DC: World Bank, 2023-06-26)This Algeria Economic Update reports on the main recent economic developments and policies. It places them in a global and longer-term context and assesses the implications of these developments and policy changes for Algeria’s economic prospects. The report is intended for a broad audience, including policymakers, business leaders, financial market participants, and the community of analysts and professionals working in/on Algeria. The report is divided into two chapters. Chapter 1 presents macroeconomic developments in Algeria over the year 2022 and the first quarter of 2023, while Chapter 2 describes the short- and medium-term outlook for the Algerian economy.Publication World Development Report 2014(Washington, DC, 2013-10-06)The past 25 years have witnessed unprecedented changes around the world—many of them for the better. Across the continents, many countries have embarked on a path of international integration, economic reform, technological modernization, and democratic participation. As a result, economies that had been stagnant for decades are growing, people whose families had suffered deprivation for generations are escaping poverty, and hundreds of millions are enjoying the benefits of improved living standards and scientific and cultural sharing across nations. As the world changes, a host of opportunities arise constantly. With them, however, appear old and new risks, from the possibility of job loss and disease to the potential for social unrest and environmental damage. If ignored, these risks can turn into crises that reverse hard-won gains and endanger the social and economic reforms that produced these gains. The World Development Report 2014 (WDR 2014), Risk and Opportunity: Managing Risk for Development, contends that the solution is not to reject change in order to avoid risk but to prepare for the opportunities and risks that change entails. Managing risks responsibly and effectively has the potential to bring about security and a means of progress for people in developing countries and beyond. Although individuals’ own efforts, initiative, and responsibility are essential for managing risk, their success will be limited without a supportive social environment—especially when risks are large or systemic in nature. The WDR 2014 argues that people can successfully confront risks that are beyond their means by sharing their risk management with others. This can be done through naturally occurring social and economic systems that enable people to overcome the obstacles that individuals and groups face, including lack of resources and information, cognitive and behavioral failures, missing markets and public goods, and social externalities and exclusion. These systems—from the household and the community to the state and the international community—have the potential to support people’s risk management in different yet complementary ways. The Report focuses on some of the most pressing questions policy makers are asking. What role should the state take in helping people manage risks? When should this role consist of direct interventions, and when should it consist of providing an enabling environment? How can governments improve their own risk management, and what happens when they fail or lack capacity, as in many fragile and conflict-affected states? Through what mechanisms can risk management be mainstreamed into the development agenda? And how can collective action failures to manage systemic risks be addressed, especially those with irreversible consequences? The WDR 2014 provides policy makers with insights and recommendations to address these difficult questions. It should serve to guide the dialogue, operations, and contributions from key development actors—from civil society and national governments to the donor community and international development organizations.