Publication:
Assessing the Economic Impacts of Climate Change on Agriculture in Egypt : A Ricardian Approach

Loading...
Thumbnail Image
Files in English
English PDF (1.03 MB)
2,371 downloads
English Text (77.84 KB)
190 downloads
Published
2007-07
ISSN
Date
2012-06-07
Editor(s)
Abstract
This study employed the Ricardian approach to measure the economic impacts of climate change on farm net revenue in Egypt. Farm net revenue were regressed against climate, soil, socioeconomic and hydrological variables to determine which factors influence the variability of farm net revenues. 900 households from 20 governorates were interviewed. The standard Ricardian model was applied, in addition to three other models, each representing an adaptation option that could be used to reduce the harmful effects of temperature stress. A further adaptation strategy was tested: raising livestock on the farm to cope with the harmful effects of climate change. Besides this, the effects of two climate change scenarios (using MAGICC/SCENGEN and GCMs-General Circulation Models) were considered. The results from the two climate change scenarios showed that high temperatures will constrain agricultural production in Egypt. Irrigation and technology are therefore the recommended adaptation options. However, warming may also affect water resources and that would pose another problem for agricultural production. A policy should be developed to cope with the adverse effects of climate change on agriculture. It should focus on three areas: crop management, water management, and land management. The favored option for adapting to increased temperatures is irrigation. Some farmers adjust their crop sowing dates to avoid the expected high temperatures. To adjust to shortages in rainfall, farmers use crop varieties with high water use efficiency and early maturing varieties.
Link to Data Set
Citation
Eid, Helmy M.; El-Marsafawy, Samia M.; Ouda, Samiha A.. 2007. Assessing the Economic Impacts of Climate Change on Agriculture in Egypt : A Ricardian Approach. Policy Research Working Paper; No. 4293. © World Bank. http://hdl.handle.net/10986/7485 License: CC BY 3.0 IGO.
Associated URLs
Associated content
Report Series
Report Series
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) Farkas, Hannah; Linsenmeier, Manuel; Talevi, Marta; Avner, Paolo; Jafino, Bramka Arga; Sidibe, Moussa
    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
    It’s Not (Just) the Tariffs: Rethinking Non-Tariff Measures in a Fragmented Global Economy
    (Washington, DC: World Bank, 2025-10-22) Taglioni, Daria; KEE, Hiau Looi
    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.
  • Publication
    Monitoring Global Aid Flows: A Novel Approach Using Large Language Models
    (Washington, DC: World Bank, 2025-11-04) Luo, Xubei; Rajasekaran, Arvind Balaji; Scruggs, Andrew Conner
    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.
  • Publication
    The Macroeconomic Implications of Climate Change Impacts and Adaptation Options
    (Washington, DC: World Bank, 2025-05-29) Abalo, Kodzovi; Boehlert, Brent; Bui, Thanh; Burns, Andrew; Castillo, Diego; Chewpreecha, Unnada; Haider, Alexander; Hallegatte, Stephane; Jooste, Charl; McIsaac, Florent; Ruberl, Heather; Smet, Kim; Strzepek, Ken
    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
    The State of Global Services Trade Policies: Evidence from Recent Data
    (Washington, DC: World Bank, 2025-10-28) Baiker, Laura; Borchert, Ingo; Echandi, Roberto; Fernandes, Ana M.; Hans, Ishrat; Magdeleine, Joscelyn; Marchetti, Juan A.; Colomer, Ester Rubio
    The economic environment for services trade has changed dramatically over the past 15 years, driven by rapid technological progress that has expanded the possibilities for exchanging services. How has trade policy responded to these changes? How do policy stances in a wide range of service sectors compare across economies? With its unprecedented global coverage, the Services Trade Policy Database and the associated Services Trade Restrictions Index, developed jointly by the World Bank and the World Trade Organization, help address these questions. This paper makes three principal contributions. First, it offers an in-depth discussion of the current state of services trade policies and their differences across 134 economies and 34 services subsectors. Second, the paper reveals how recent (2016–22) changes in policy stances have seen progressive liberalization by lower-income economies but stabilization or even slight policy reversals in high-income economies. This dynamic differs fundamentally from the trend that unfolded after the Great Recession over 2008–16. Third, the paper shows the implications of policy changes over the past six years on services trade costs, and it showcases how the Services Trade Policy Database’s regulatory information can inform trade negotiations, regulatory analysis, and policy making. Alongside these contributions, the paper documents updates to the Services Trade Policy Database’s economy and sector coverage and explains the latest methodological improvements made to the World Bank–World Trade Organization Services Trade Restrictions Index.
Journal
Journal Volume
Journal Issue

Related items

Showing items related by metadata.

  • Publication
    Lao People's Democratic Republic : Policy, Market and Agriculture Transition in the Northern Uplands
    (Washington, DC, 2008-05) World Bank
    This report presents policy, market, and agriculture transition in the Northern Uplands of Lao People's Democratic Republic aims to contribute to such a dialogue by providing: (a) a policy-relevant typology of the structural characteristics and transition patterns of the principal small-holder agriculture systems in the Northern Uplands; and (b) recommendations to strengthen Government's facilitation of a more sustainable and equitable upland transition. The report also provides input into the ongoing dialogue under the umbrella of the joint Government-donor working group on uplands. Chapter two sets out a typology of traditional and emerging agriculture production systems in the Northern Uplands as a starting point of the report. Chapter three summarizes the Government's upland and agriculture development-related policy framework. Chapter four provides an overview of the market impacts currently at work in the Northern Uplands. Chapter five discusses the transition dynamics and pathways of individual agricultural production systems and outcomes. It also includes some considerations on the winners and losers in the upland transition and on the sustainability within the emerging production patterns. Chapter six concludes with recommended options for policy adjustments and support interventions to help facilitate the transition process.
  • Publication
    Rwanda Agricultural Sector Risk Assessment
    (World Bank, Washington, DC, 2015-10-06) Giertz, Asa; Gray, George; Mudahar, Mohinder S.; Rubaiza, Rhoda; Galperin, Diana; Suit, Kilara
    Agriculture is the dominant sector of the economy, contributing a third of the country’s gross domestic product (GDP) and about half of Rwanda’s export earnings. The government of Rwanda has therefore made agricultural development a priority and allocated significant resources to improving productivity, expanding the livestock sector, promoting sustainable land management, and developing supply chains and value-added activities. At the same time, Rwanda’s agriculture sector faces a series of challenges. Agriculture is dominated by small-scale, subsistence farming under traditional agricultural practices and rain-fed agriculture. As a result, average crop yields are low compared with potential yields, and exposed to risks such as weather related shocks and pest and disease outbreaks. The purpose of this report is to assess existing risks to the agriculture sector, prioritize them according to their frequency and impacts on the sector, and identify areas of risk management solutions that need deeper specialized attention. Three levels of risks are assessed: production risks, market risks, and enabling environment risks to selected supply chains. The report takes a quantitative and qualitative approach to risks. The report is structured as follows: chapter one gives introduction. Chapter two provides an overview of Rwanda’s economy and the role and structure of the agriculture sector. Agriculture sector risks (production, market, and enabling environment risks) for the selected food crops, export crops, and livestock are analyzed in chapter three. Analysis of the adverse impacts of agricultural risks at aggregate and provincial levels, along with a stakeholder risk assessment and a discussion of particularly vulnerable groups, is presented in chapter four. Chapter five prioritizes identified risks, discusses potential solutions areas, summarizes feedback from consulted stakeholders, and recommends solutions areas for further assessment.
  • Publication
    Assessment of the Economic Impacts of Climate Change on Agriculture in Zimbabwe : A Ricardian Approach
    (World Bank, Washington, DC, 2007-07) Mano, Reneth; Nhemachena, Charles
    This study uses the Ricardian approach to examine the economic impact of climate change on agriculture in Zimbabwe. Net farm revenue is regressed against various climate, soil, hydrological and socio-economic variables to help determine the factors that influence variability in net farm revenues. The study is based on data from a survey of 700 smallholder farming households interviewed across the country. The empirical results show that climatic variables (temperature and precipitation) have significant effects on net farm revenues in Zimbabwe. In addition to the analysis of all farms, the study also analyzes the effects on dryland farms and farms with irrigation. The analysis indicates that net farm revenues are affected negatively by increases in temperature and positively by increases in precipitation. The results from sensitivity analysis suggest that agricultural production in Zimbabwe's smallholder farming system is significantly constrained by climatic factors (high temperature and low rainfall). The elasticity results show that the changes in net revenue are high for dryland farming compared to farms with irrigation. The results show that farms with irrigation are more resistant to changes in climate, indicating that irrigation is an important adaptation option to help reduce the impact of further changes in climate. An overview of farmer adaptation to changing climate indicates that farmers are already using some adaptation strategies-such as dry and early planting, growing drought resistant crops, changing planting dates, and using irrigation-to cushion themselves against further anticipated adverse climatic conditions. An important policy message from the empirical findings is that there is a need to provide adequate extension information services to ensure that farmers receive up-to-date information about rainfall patterns in the forthcoming season so that they make well-informed decisions on their planting dates. Policies that increase farmer training and access to credit and aid facilities and help farmers acquire livestock and other important farm assets can help improve net farm performance. Ensuring the availability and accessibility of fertilizers and crop seeds before the onset of the next cropping season can also significantly improve net farm performance across households.
  • Publication
    Reducing the Vulnerability of the Former Yugoslav Republic of Macedonia's Agricultural Systems to Climate Change : Impact Assessment and Adaptation Options
    (Washington, DC: World Bank, 2013-10-03) Sutton, William R.; Srivastava, Jitendra P.; Neumann, James E.; Strzępek, Kenneth M.; Boehlert, Brent B.
    Agricultural production is inextricably tied to climate, making agriculture one of the most climate-sensitive of all economic sectors. In countries such as the Former Yugoslav Republic (FYR) of Macedonia, the risks of climate change for the agricultural sector are a particularly immediate and important problem because the majority of the rural population depends either directly or indirectly on agriculture for their livelihoods. Climate impacts can therefore undermine progress that has been made in poverty reduction and adversely impact food security and economic growth in vulnerable rural areas. In order to be effective, a plan for adapting the sector to climate change must strengthen both human capital and physical capital in their capacity. The need to adapt to climate change in all sectors is now on the agenda of national governments and development partners. As a result, development partners will continue to have an important role in enhancing the adaptive capacity of the Macedonian agricultural sector. Another key factor for FYR Macedonia's development of an adaptation plan for agriculture is furthering FYR Macedonia's work toward European Union (EU) accession, for which FYR Macedonia has been a candidate since 2005. The Macedonian government has already begun to focus on required EU reforms, including work on the agriculture strengthening and accession project with the World Bank. Along with these needed reforms, the EU encourages action toward climate change preparedness and adaptation. This report provides a menu of climate change adaptation options for the agriculture and water resources sectors, along with specific recommendations for adaptation actions that are tailored to distinct agro-ecological zones (AEZs) within FYR Macedonia. This report is structured as follows: chapter one gives current conditions for Macedonian agriculture and climate; chapter two presents design and methodology; chapter three deals with impacts of climate change on agriculture in FYR Macedonia; chapter four deals with identification of adaptation options for managing risk to FYR Macedonia's agricultural systems; chapter five presents cost-benefit analysis; and chapter six gives options to improve climate resilience of FYR Macedonia's agricultural sector.
  • Publication
    Reducing the Vulnerability of Moldova's Agricultural Systems to Climate Change : Impact Assessment and Adaptation Options
    (Washington, DC: World Bank, 2013-10-03) Sutton, William R.; Srivastava, Jitendra P.; Neumann, James E.; Iglesias, Ana; Boehlert, Brent B.
    Changes in climate and their impact on agricultural systems and rural economies are already evident throughout Europe and Central Asia (ECA). Adaptation measures now in use in Moldova, largely piecemeal efforts, will be insufficient to prevent impacts on agricultural production over the coming decades. There is growing interest at country and development partner levels to have a better understanding of the exposure, sensitivities, and impacts of climate change at farm level, and to develop and prioritize adaptation measures to mitigate the adverse consequences. The approach of this volume is predicated on strong country ownership and participation, and is defined by its emphasis on 'win-win' or 'no regrets' solutions to the multiple challenges posed by climate change for the farmers of Eastern Europe and Central Asia. The solutions are measures that increase resilience to future climate change, boost current productivity despite the greater climate variability already occurring, and limit greenhouse gas emissions-also known as 'climate-smart agriculture.' Specifically, this report provides a menu of climate change adaptation options for the agriculture and water resources sectors, along with specific recommendations that are tailored to three distinct Agro-Ecological Zones (AEZs) within Moldova. This menu reflects the results of three inter-related activities, conducted jointly by the team and local partners: 1) quantitative economic modeling of baseline conditions and the effects of climate change and an array of adaptation options; 2) qualitative analysis conducted by the expert team of agronomists, crop modelers, and water resources experts; and 3) input from a series of participatory workshops for national decision makers and farmers in each of the AEZs. This report provides a summary of the methods, data, results, and adaptation options for each of these activities.

Users also downloaded

Showing related downloaded files

  • Publication
    Classroom Assessment to Support Foundational Literacy
    (Washington, DC: World Bank, 2025-03-21) Luna-Bazaldua, Diego; Levin, Victoria; Liberman, Julia; Gala, Priyal Mukesh
    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
    Digital Africa
    (Washington, DC: World Bank, 2023-03-13) Begazo, Tania; Dutz, Mark Andrew; Blimpo, Moussa
    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
    Financial Development in Latin America and the Caribbean : The Road Ahead
    (World Bank, 2012) de la Torre, Augusto; Ize, Alain; Schmukler, Sergio L.
    The financial systems of the Latin America and the Caribbean region (LAC) are at a crucial juncture. After a history of recurrent instability and crisis (a trademark of the region), they now seem well poised for rapid expansion. Since the last wave of financial crises that swept through the region in the late 1990s and early 2000s, financial systems in LAC have continued to gain in soundness, depth, and diversity. The size of banking systems has increased, albeit from a low base; local currency bond markets have greatly developed, both in volumes and in reach over the yield curve; stock markets have expanded; and derivative markets particularly currency derivatives have grown and multiplied. Institutional investors have become more important relative to banks, making the financial system more complex and diversified. Importantly, much progress has been made in financial inclusion, particularly through the expansion of payments, savings, and credit services to lower income households and microenterprises. As evidence of their new soundness and resiliency, financial systems in the region, except in some Caribbean countries, weathered the recent global financial crisis remarkably well. The progress in financial development in LAC no doubt reflects substantial improvements in the enabling environment, lower macroeconomic volatility, more independent and better-anchored currencies, increased financial liberalization, lower currency mismatches and foreign debt exposures, enhanced effectiveness of regulation and supervision, and notable improvements in the underlying market infrastructures (for example, trading, payments, custody, clearing, and settlement). This regional flagship report aims at providing such a stocktaking and forward looking assessment of the region's financial development. Rather than going into detail about sector-specific issues, the report focuses on the main architectural issues, overall perspectives, and interconnections. The value added of the report thus hinges on its holistic view of the development process, its broad coverage of the financial services industry (not just banking), its emphasis on benchmarking, its systemic perspective, and its explicit effort to incorporate the lessons from the recent global financial crisis.
  • Publication
    World Development Report 2016
    (Washington, DC: World Bank, 2016-01-13) World Bank Group
    The 2016 World Development Report shows that while the digital revolution has forged ahead, its “analog complements”—the regulations that promote entry and competition, the skills that enable workers to access and then leverage the new economy, and the institutions that are accountable to citizens—have not kept pace. And when these analog complements to digital investments are absent, the development impact can be disappointing.
  • Publication
    Role of Law and Justice in Achieving Gender Equality
    (Washington, DC: World Bank, 2012) Chiongson, Rea Abada; Desai, Deval; Marchiori, Teresa; Woolcock, Michael
    The authors are grateful to a number of people who helped at various states in the drafting of this paper. In particular, Nicholas Menzies (Justice Reform Specialist, LEGJR) for his continuous support and extensive comments on earlier drafts; Milena Stefanova (Project Officer, LEGJR), Daniel Evans (Consultant, LEGJR) and Elizabeth Morgan (Development Practitioner, PNG-Australia Law and Justice Partnership, Village Courts & Land Mediation Secretariat, PNG Department of Justice & Attorney General) for their invaluable inputs and insights; Barry Walsh (Senior Justice Specialist, LEGJR), Harold Epineuse (Counsel, LEGJR), Richard Nash (Counsel, LEGJR) and Melissa Upreti (Center for Reproductive Rights) for their contributions and comments; Virginia Seitz (Senior Director, Social and Gender Assessment, Millennium Challenge Corporation) and Limpho Masekese Maema (Gender Coordinator, Gender Equality in Economic Rights Programme, Millenium Challenge Account- Lesotho) for their contribution to the drafting of the case study on Lesotho.