Publication: Spatial Dynamics of Electricity Usage in India
Loading...
Published
2014-10
ISSN
Date
2014-11-12
Author(s)
Editor(s)
Abstract
India's manufacturing sector has undergone many spatial adjustments since 1989, including, for example, the organized sector's migration to rural locations, the powerful rise of informal manufacturing within cities, and the development of intermediate cities for manufacturing. This paper investigates the impact of these spatial adjustments for electricity usage in India s manufacturing sector. Striking spatial differences in energy usage exist, and whether spatial adjustments exacerbate or alleviate energy consumption strains is important for issues ranging from reducing India's power blackouts to stemming rising pollution levels. Using detailed surveys for the organized and unorganized sectors, the analysis finds that electricity usage per unit of output in urban plants declined steadily during 1989-2010. In the rural areas, by contrast, electricity consumption per unit of output for organized sector plants peaked in 2000 and thereafter declined. Decomposing the observed trends in aggregate electricity usage from 2000 onwards, the paper finds that most reductions in electricity usage per unit of output came from reductions in existing sites of activity (defined through state-industry-urban/rural cells). The second biggest factor leading to reduced usage was lower usage in fast-growing sectors. By contrast, spatial movements of manufacturing activity across India did not significantly change usage levels and may have even increased them. This appears to have been in part because of the split nature of the mobility, with organized and unorganized sectors migrating in opposite directions.
Link to Data Set
Citation
“Kerr, William R.; Ghani, Ejaz; Goswami, Arti Grover. 2014. Spatial Dynamics of Electricity Usage in India. Policy Research Working Paper;No. 7055. © http://hdl.handle.net/10986/20504 License: CC BY 3.0 IGO.”
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 State of Global Services Trade Policies: Evidence from Recent Data(Washington, DC: World Bank, 2025-10-28)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.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.Publication The Marshall Plan: Then and Now(Washington, DC: World Bank, 2025-10-14)This paper is a product of the Development Policy Team, Development Economics. It is part of a larger effort by the World Bank to provide open access to its research and make a contribution to development policy discussions around the world. Policy Research Working Papers are also posted on the Web at http://www.worldbank.org/prwp.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.
Journal
Journal Volume
Journal Issue
Collections
Related items
Showing items related by metadata.
Publication Options for a Low Carbon Energy Future in Morocco(Washington, DC, 2009-11)Morocco s economy is growing rapidly in all its sectors (tourism, agriculture, industry , etc.) Consequently, the energy demand has been increasing steadily in the period 2003-2007 when primary energy demand rose by 5% per annum and electricity demand by 8% per annum. At the request of the World Bank Group, this study was launched having 3 main objectives: An analysis of the current characteristics of energy supply and demand, the assessment of the energy strategy of Morocco for the coming years, and then a development of an alternative energy scenario with low carbon energies. Beicip-Franlab has established a detailed energy balance of Morocco on the basis ofMoroccan and international studies already conducted on the energy sector of Morocco as well as on well known databases like IEA ones.For the period 2009-2030, Morocco has defined an energy strategy which was presented during the first Assises de l Energie organized in March 2009. An assessment of this strategy considering both energy and environmental criteria will be presented in order to be compared with the business as usual scenario.Finally an alternative scenario is proposed. Based on an intensive introduction ofrenewable energy (RE) and energy efficiency (EE), this scenario would permit a great exploitation of the available RE potential in Morocco, and particularly its wind power potential. In November 2009 after the present report is finalized, Moroccan authorities presented a solar power plan which increases its renewable energy target in 2020, making solar energy target comparable to its wind energy target.A quick review of this new solar plan is presented at the end of this report.Publication Energy Intensive Sectors of the Indian Economy : Path to Low Carbon Development(World Bank, Washington, DC, 2011-08)Energy Intensive Sectors of the Indian Economy: Path to Low Carbon Development is the product of a collaborative effort between the World Bank and the Government of India, under the overall leadership of the Planning Commission and the Ministry of Power, and with the financial assistance of the Department for International Development (DFID) and the Energy Sector Management Assistance Program (ESMAP). The study was requested by the Government of India to develop the analytical capacity for identifying low carbon growth opportunities up to the end of the 15th Five Year Plan (March 2032) in major sectors of the economy; and to facilitate informed decision making by improving the knowledge base and raising national and international awareness of India efforts to address global climate change. The study uses an innovative engineering based, bottom up model to examine CO2 emissions from energy use during 2007 to 2031. It focuses on sectors and areas that are expected to contribute significantly to India's future growth in CO2 emissions. The report received significant support from ministries and agencies of the Government of India, including the planning commission, the ministry of environment and forests, and the ministry of power, the central electricity authority, and the bureau of energy efficiency.Publication Winds of Change : East Asia's Sustainable Energy Future(World Bank, 2010)This report demonstrates that a "climate-smart" energy strategy is possible for countries in the East Asia region, with support from the international community. In the past three decades, the East Asia region has experienced the fastest economic growth in the world, accompanied by rapid urbanization. As a consequence, energy consumption has more than tripled and is expected to further double over the next two decades. This remarkable growth and rapid urbanization have led to twin energy challenges in the region: improving environmental sustainability and enhancing energy security. The region has many of the world's most polluted cities, resulting from fossil fuel combustion. The region also contains some of the largest greenhouse gas emitters in the world, although their per capita and historical emissions are much below the levels of industrialized countries. Concerns with energy security have grown because of increased risks of price volatility and possible disruptions in supplies for oil and gas. To move the region to a sustainable energy path, the commitment of the respective governments and communities is essential. The governments will need energy-pricing reforms that no longer encourage the use of fossil fuels, and put in place regulations and incentives that improve energy efficiency and support low-carbon technologies. The governments also will need to ramp up research and development for new technologies to leapfrog to the clean energy revolution. The countries cannot move to a sustainable energy path alone. They will need the support of the international community. Substantial concessional financing is essential to motivate energy efficiency and low-carbon technology investments. Transfer of low-carbon technologies and institutional strengthening also will be needed.Publication Turkey - Energy and the Environment : Issues and Options Paper(Washington, DC, 2000-04)This report represents an initial effort to assist Turkey in developing its energy-environment strategy. It represents the first phase of the Turkey Energy and Environment Review. A previous draft of the paper, translated into Turkish, served as the basic discussion document at an Energy and Environment workshop on the environmental impact of energy development in turkey held in Ankara on November 12, 1999. The five break-out sessions covered improved energy efficiency, inter-fuel substitution, institutional/legal//regulatory measures and market-based instruments, Turkish options to participate in the United Nations Framework Convention on Climate Change (UNFCCC), and improved technologies and practices. This revised version of that paper includes the workshop's main findings and recommendations and discusses the priorities for further work suggested by workshop participants.Publication Central American Regional Programmatic Study for the Energy Sector : General Issues and Options - Sector Overview(World Bank, 2010-11-01)The six Central American countries of Costa Rica, El Salvador, Guatemala, Honduras, Nicaragua and Panama share a long tradition of regional integration, including a common market, substantial intraregional trade, as well as coordinated commercial policies, such as the Central American Free Trade Agreement (CAFTA) with the US. The most significant example of regional integration in the energy subsector consists of the Sistema de Interconexion Electrica para America Central (SIEPAC), an interconnection line that is expected to link the six countries in mid-2010. The creation of the interconnection has been a long-term effort, starting in the early 1990s and culminating in 2010. This report provides an overview of the energy sector in Central America, with a focus on the power subsector, and highlights the key challenges and options for meeting future energy and development goals. One of the main objectives of the study is to identify paths for collective action whereby individual countries, and the region as a whole, could benefit from a more integrated approach to developing energy infrastructure and connecting energy markets.
Users also downloaded
Showing related downloaded files
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 Reclaiming the Lost Century of Growth: Building Learning Economies in Latin America and the Caribbean(Washington, DC: World Bank, 2025-06-06)Update: The Spanish version of the full book was published on September 9, 2025. Latin America and the Caribbean has lost not decades but a century of growth due to its inability to learn—to identify, adapt, and implement the new technologies emerging since the Second Industrial Revolution. Superstars like Argentina, Chile, and Uruguay fell behind peers like France and Germany, while the entire region retrogressed in industries it once dominated and was unable to take advantage of new opportunities that propelled similarly lagging countries to high-income status. The report shows that this remains the case today as the region’s firms continue to lag in assimilating new technologies. However, it argues that Latin America and the Caribbean can reclaim the lost century by building learning economies, creating the human capital, institutions, and incentives needed to increase the demand for knowledge, facilitate the flow of new ideas, and foment the process of experimentation.Publication From Resource Rich to Resource Smart: Opportunities for Latin America and the Caribbean in the Energy Transition(Washington, DC: World Bank, 2025-06-12)Countries that successfully capitalize on ever-advancing technologies and the growing consumer demand for sustainable products will deliver meaningful benefits to their people and economies. Drawing on best-in-class analytics, "From Resource Rich to Resource Smart: Opportunities for Latin America and the Caribbean in the Energy Transition" identifies specific areas of opportunity and concrete actions that countries in the Latin American and Caribbean region can take to reap the upside of the energy transition. The policy implications are clear: Transforming Latin America’s economic landscape will require concerted and coordinated efforts by governments to strengthen institutions, ensure that the investment climate incentivizes capital flows to green priorities, and support the ongoing development of an innovation ecosystem that drives the net-zero transition. The global transition to a net-zero economy opens a window of opportunity for the Latin America and the Caribbean region. This report offers a roadmap to turn this potential into reality.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 Business Ready 2024(Washington, DC: World Bank, 2024-10-03)Business Ready (B-READY) is a new World Bank Group corporate flagship report that evaluates the business and investment climate worldwide. It replaces and improves upon the Doing Business project. B-READY provides a comprehensive data set and description of the factors that strengthen the private sector, not only by advancing the interests of individual firms but also by elevating the interests of workers, consumers, potential new enterprises, and the natural environment. This 2024 report introduces a new analytical framework that benchmarks economies based on three pillars: Regulatory Framework, Public Services, and Operational Efficiency. The analysis centers on 10 topics essential for private sector development that correspond to various stages of the life cycle of a firm. The report also offers insights into three cross-cutting themes that are relevant for modern economies: digital adoption, environmental sustainability, and gender. B-READY draws on a robust data collection process that includes specially tailored expert questionnaires and firm-level surveys. The 2024 report, which covers 50 economies, serves as the first in a series that will expand in geographical coverage and refine its methodology over time, supporting reform advocacy, policy guidance, and further analysis and research.