Publication:
Know Thy Foe: Information Provision and Air Pollution in Tbilisi

Loading...
Thumbnail Image
Files in English
English PDF (8.37 MB)
87 downloads
English Text (92.23 KB)
5 downloads
Date
2024-07-18
ISSN
Published
2024-07-18
Editor(s)
Abstract
Middle-income countries host the majority of the world’s population exposed to unhealthy levels of air pollution, and the majority of this population lives in urban environments. This study investigates the impact of information provision on household behavior in connection with indoor and outdoor air pollution in a middle-income country’s major urban center — Tbilisi, Georgia. The study implemented a randomized controlled trial to assess whether providing households with different levels of pollution information changes their knowledge of air pollution and avoidance behavior with respect to air pollution, and improves their health outcomes. The study evaluates three treatments: a pamphlet with general information on pollution, the pamphlet combined with daily text messages about local outdoor pollution, and the pamphlet with messages about both indoor and outdoor pollution levels, supplemented with an indoor air pollution monitor. The findings show that while the pamphlet alone did not lead to behavioral change, daily text messages significantly enhanced knowledge about pollution, led to increased avoidance behaviors, and improved health outcomes. The study also examined infiltration rates throughout the city and document three facts: indoor air pollution levels are generally higher than outdoor ones, infiltration rates are high on average, and their variation is driven primarily by behaviors.
Link to Data Set
Citation
Baquié, Sandra; Behrer, A. Patrick; Du, Xinming; Fuchs, Alan; Nozaki, Natsuko K.. 2024. Know Thy Foe: Information Provision and Air Pollution in Tbilisi. Policy Research Working Paper; 10852. © World Bank. http://hdl.handle.net/10986/41903 License: CC BY 3.0 IGO.
Associated URLs
Associated content
Report Series
Report Series
Other publications in this report series
  • Publication
    Geopolitics and the World Trading System
    (Washington, DC: World Bank, 2024-12-23) Mattoo, Aaditya; Ruta, Michele; Staiger, Robert W.
    Until the beginning of this century, the GATT/WTO system worked. Economic research provided a compelling explanation. It showed that if governments maximize the well-being of their own countries broadly defined, GATT/WTO principles would facilitate mutually beneficial cooperation over their trade policy choices. Now heightened geopolitical rivalry seems to have undermined the WTO. A simple transposition of the previous rationalization suggests that geopolitics and trade cooperation are not compatible. The paper shows that this is only true if rivalry eclipses any consideration of own-country well-being. In all other circumstances, there are gains from trade cooperation even with geopolitics. Furthermore, the WTO’s relevance is in question only if it adheres too rigidly to its existing rules and norms. Through measured adaptation to the geopolitical imperative, the WTO can continue to thrive as a forum for multilateral trade cooperation in the age of geopolitics.
  • Publication
    Innovative Financial Instruments and Their Role in the Development of Jurisdictional REDD+
    (Washington, DC: World Bank, 2025-05-08) Golub, Alexander; Hanusch, Marek; Bardal, Diogo; Keith, Bruce Ian; Simon, Daniel Navia; Fleischhaker, Cornelius
    Achieving global net zero carbon emissions requires stopping deforestation and making full use of tropical forests as carbon sinks. Market instruments for the sale and purchase of emission outcomes coming from Reducing Emissions from Deforestation and Forest Degradation framework programs could play a very significant role in achieving this goal. The development of these markets has been insufficient so far: their scale as of today is much lower than what would be required to generate meaningful resources for the countries that host tropical forests, and the quality of existing instruments is generally insufficient to allow a scaling up in demand. However, efforts to improve the transparency and integrity of these instruments are accelerating, particularly around jurisdictional Reducing Emissions from Deforestation and Forest Degradation framework programs. In parallel with these efforts, innovations in financial instruments suited for the framework’s carbon markets are also taking place, but their scale is limited so far. This paper looks beyond the current state of the framework’s carbon markets to consider a set of innovative financial instruments that would allow completing the infrastructure of emissions trading, enhancing its utility for both issuers and buyers of carbon credits in the framework’s jurisdictional programs. The paper shows how a combination of forest carbon bonds, where countries sell forward (or commit) their emission reduction outcomes, as well as call and put options can be used to de-risk and encourage early investment in jurisdictional Reducing Emissions from Deforestation and Forest Degradation framework programs. To quantify the value of these innovations, the paper evaluates the potential scale of these instruments for the case of Brazil. The estimates suggest that the amounts that could be mobilized would represent a critical contribution to effective forest conservation. The proposed instruments and methods can be used by other tropical nations that are prepared to implement a large-scale jurisdictional program. Although the paper acknowledges that the current state of carbon markets would still not allow their deployment in the short term, the conclusion is that these instruments have significant potential, and their future development could be an important contribution to the establishment of successful markets for the conservation of tropical forests.
  • Publication
    Disentangling the Key Economic Channels through Which Infrastructure Affects Jobs
    (Washington, DC: World Bank, 2025-04-03) Vagliasindi, Maria; Gorgulu, Nisan
    This paper takes stock of the literature on infrastructure and jobs published since the early 2000s, using a conceptual framework to identify the key channels through which different types of infrastructure impact jobs. Where relevant, it highlights the different approaches and findings in the cases of energy, digital, and transport infrastructure. Overall, the literature review provides strong evidence of infrastructure’s positive impact on employment, particularly for women. In the case of electricity, this impact arises from freeing time that would otherwise be spent on household tasks. Similarly, digital infrastructure, particularly mobile phone coverage, has demonstrated positive labor market effects, often driven by private sector investments rather than large public expenditures, which are typically required for other large-scale infrastructure projects. The evidence on structural transformation is also positive, with some notable exceptions, such as studies that find no significant impact on structural transformation in rural India in the cases of electricity and roads. Even with better market connections, remote areas may continue to lack economic opportunities, due to the absence of agglomeration economies and complementary inputs such as human capital. Accordingly, reducing transport costs alone may not be sufficient to drive economic transformation in rural areas. The spatial dimension of transformation is particularly relevant for transport, both internationally—by enhancing trade integration—and within countries, where economic development tends to drive firms and jobs toward urban centers, benefitting from economies scale and network effects. Turning to organizational transformation, evidence on skill bias in developing countries is more mixed than in developed countries and may vary considerably by context. Further research, especially on the possible reasons explaining the differences between developed and developing economies, is needed.
  • Publication
    Economic Consequences of Trade and Global Value Chain Integration
    (World Bank, Washington, DC, 2025-04-04) Borin, Alessandro; Mancini, Michele; Taglioni, Daria
    This paper introduces a new approach to measuring Global Value Chains (GVC), crucial for informed policy-making. It features a tripartite classification (backward, forward, and two-sided) covering trade and production data. The findings indicate that traditional trade-based GVC metrics significantly underestimate global GVC activity, especially in sectors like services and upstream manufacturing, and overstate risks in early trade liberalization stages. Additionally, conventional backward-forward classifications over-estimate backward linkages. The paper further applies these measures empirically to assess how GVC participation mediates the impact of demand shocks on domestic output, highlighting both the exposure and stabilizing potential of GVC integration. These new measures are comprehensively available on the World Bank’s WITS Platform, providing a key resource for GVC analysis.
  • Publication
    Labor Market Scarring in a Developing Economy
    (Washington, DC: World Bank, 2025-05-08) Arias, Francisco J.; Lederman, Daniel
    This paper estimates the magnitude of labor market scarring in a developing economy, a setting that has been understudied by the labor scarring literature dominated by advanced economies. The paper assesses the contributions of “stigma” versus “lost human capital,” which cause earnings losses among displaced workers relative to non-displaced workers. The findings indicate that job separations caused by plant closings result in sizable and long-lasting reductions in earnings, with an average decline of 7.5 percent in hourly wages over a nine-year period. The estimate for one year after a plant closing is larger, at a decline of 10.8 percent. In a common sample, after controlling for unobserved, time-invariant individual characteristics, the impact of a plant closing declines from 11.9 to 8.2 percent. These results imply that stigma in the labor market due to imperfect information about workers (captured by unobservable worker characteristics) accounts for 30.8 percent of the average earnings losses, whereas lost employer-specific human capital explains the remaining 69.2 percent. The paper explores the effects of job separations due to plant closings on other labor market outcomes, including hours worked and informality, and provides estimates across genders and levels of education.
Journal
Journal Volume
Journal Issue

Related items

Showing items related by metadata.

  • Publication
    Impacts and Sources of Air Pollution in Tbilisi, Georgia
    (World Bank, Washington, DC, 2023-12-20) Baquie, Sandra; Behrer, Patrick A.; Du, Xinming; Fuchs, Alan; Nozaki, Natsuko K.
    Air pollution profoundly impacts welfare, causing more deaths globally than malnutrition, AIDS, tuberculosis, and malaria combined. In the Georgian capital, Tbilisi, air pollution levels exceed international standards and surpass levels in other cities in the region. The average monthly PM2.5 concentration in Tbilisi is 20 µg/m3, four times higher than the World Health Organization’s annual recommended limit. This paper uses multiple data sources — administrative data, satellite imagery, private real estate transactions, and traffic data — to estimate the impact of air pollution on the health and productivity of people in Tbilisi. It estimates that a 1 percent increase in PM2.5 levels corresponds to a 0.24 percent increase in respiratory hospitalization rates. A 1 percent increase in PM2.5 is also associated with a 0.2 percent decrease in rental prices. All the estimates are lower bounds of the total impact of air pollution as they only account for short-term consequences. The study shows that traffic and industrial activity are significant drivers of air pollution in Tbilisi. The paper also estimates the positive co-benefits of potential carbon pricing policies from air pollution reduction. Adopting a carbon tax of $25 per ton would reduce hospitalizations by 0.44 percent per district by 2036, while increasing rental prices by 0.38 percent.
  • Publication
    Georgia Indebtedness Poverty Note
    (World Bank, Washington, DC, 2018-11-05) Nozaki, Natsuko Kiso; Fuchs Tarlovsky, Alan; Cancho, Cesar A.
    There is considerable public concern about the level of household indebtedness in Georgia. The new regulation expected to come into force on November 1, 2018 addresses this concern by enforcing the responsible credit framework targeting commercial banks. The objective of this note is twofold. First, the note presents micro-level evidence using the nationally representative household survey to understand households’ borrowing patterns with supporting evidence from perceptions surveys. Second, the note examines plausible causal effects of over-indebtedness on household’s welfare. This paper is structured as follows. Section 2 provides macroeconomic indicators and findings from perception survey as the background evidence. Section 3 illustrates the prevalence of borrowing among the households and identifies type of households that borrow from different sources. Section 4 shows results from the causal impact analysis of bank loans on household welfare. Section 5 concludes with directions for future research.
  • Publication
    Distributional Impacts of Taxes and Benefits in Post-Soviet Countries
    (World Bank, Washington, DC, 2021-10) Fuchs, Alan; Matytsin, Mikhail; Nozaki, Natsuko Kiso; Popova, Daria
    This study compares the distributional impacts of the main tax and social spending programs in eight countries of the former Soviet Union (Armenia, Belarus, Georgia, Kyrgyzstan, Moldova, the Russian Federation, Tajikistan, and Ukraine) by applying a state-of-the-art fiscal incidence analysis based on the Commitment to Equity methodology. The region is highly interesting due to a unique combination of strong elements of path dependency (socialist legacies) with radical liberalization and welfare state retrenchment. The study examines the actual outcomes in terms of inequality and poverty and assesses the extent to which these outcomes can be attributed to various welfare state policies in these countries. It examines the extent to which taxes and social spending are progressive (whether the average transfer declines with income) and equalizing (whether they reduce inequality). In contrast to the majority of fiscal incidence studies, which are typically limited to the assessment of the impact of direct taxes and transfers, the study estimates the cumulative impact of the tax-benefit system as a whole, including direct and indirect taxes, cash transfers, and transfers in kind such as public education and health care.
  • Publication
    COVID-19 Armenia High Frequency Survey Brief, February 2021
    (World Bank, Washington, DC, 2021-02-11) Fuchs Tarlovsky, Alan; Nozaki, Natsuko Kiso; Gonzalez Icaza, Maria Fernanda; Timilsina, Laxman
    This report summarizes the main findings from the Coronavirus (COVID-19) Armenia high frequency survey, wave 1, surveys I and II (COVID-19 AHFS-1 (I & II)) as of February 2021.
  • Publication
    Climate Risk and Poverty in the Middle East and North Africa
    (Washington, DC: World Bank, 2025-03-26) Balasubramanian, Chitra; Baquie, Sandra; Fuchs, Alan
    The Middle East and North Africa faces significant climate challenges, such as increasing temperatures, heightened flood risks, frequent droughts, and growing air pollution issues. These challenges are compounded by the large proportion of the population living below the poverty line in some countries in the region. Indeed, people living in poverty are more exposed to poor air quality and natural disasters as they disproportionately tend to live in hazard-prone areas. They are also more vulnerable as they may have scarcer resources to cope with shocks. This paper combines remote sensing, geospatial data, and household surveys to provide high-resolution assessments of the exposure and vulnerability of the region’s population and poor people to four types of climate shocks. With the data available, the paper estimates that almost the entirety of the extreme poor population is exposed to at least one climate shock. The region hosts climate-poverty hot spots in the Republic of Yemen and Morocco, where adaptation to climate change will be crucial to end poverty. The resulting high-resolution estimates of exposure and vulnerability can inform the targeting of climate adaptation measures.

Users also downloaded

Showing related downloaded files

  • Publication
    World Bank Annual Report 2024
    (Washington, DC: World Bank, 2024-10-25) World Bank
    This annual report, which covers the period from July 1, 2023, to June 30, 2024, has been prepared by the Executive Directors of both the International Bank for Reconstruction and Development (IBRD) and the International Development Association (IDA)—collectively known as the World Bank—in accordance with the respective bylaws of the two institutions. Ajay Banga, President of the World Bank Group and Chairman of the Board of Executive Directors, has submitted this report, together with the accompanying administrative budgets and audited financial statements, to the Board of Governors.
  • Publication
    Recipe for a Livable Planet
    (Washington, DC: World Bank, 2024-09-20) Sutton, William R.; Lotsch, Alexander; Prasann, Ashesh
    The global agrifood system has been largely overlooked in the fight against climate change. Yet, greenhouse gas emissions from the agrifood system are so big that they alone could cause the world to miss the goal of keeping global average temperatures from rising above 1.5 centigrade compared to preindustrial levels. Greenhouse gas emissions from agrifood must be cut to net zero by 2050 to achieve this goal. Recipe for a Livable Planet: Achieving Net Zero Emissions in the Agrifood System offers the first comprehensive global strategic framework to mitigate the agrifood system’s contributions to climate change, detailing affordable and readily available measures that can cut nearly a third of the world’s planet heating emissions while ensuring global food security. These actions, which are urgently needed, offer three additional benefits: improving food supply reliability, strengthening the global food system’s resilience to climate change, and safeguarding vulnerable populations. This practical guide outlines global actions and specific steps that countries at all income levels can take starting now, focusing on six key areas: investments, incentives, information, innovation, institutions, and inclusion. Calling for collaboration among governments, businesses, citizens, and international organizations, it maps a pathway to making agrifood a significant contributor to addressing climate change and healing the planet.
  • Publication
    Global Economic Prospects, January 2025
    (Washington, DC: World Bank, 2025-01-16) World Bank
    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
    Business Ready 2024
    (Washington, DC: World Bank, 2024-10-03) World Bank
    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.
  • Publication
    World Development Report 2024
    (Washington, DC: World Bank, 2024-08-01) World Bank
    Middle-income countries are in a race against time. Many of them have done well since the 1990s to escape low-income levels and eradicate extreme poverty, leading to the perception that the last three decades have been great for development. But the ambition of the more than 100 economies with incomes per capita between US$1,100 and US$14,000 is to reach high-income status within the next generation. When assessed against this goal, their record is discouraging. Since the 1970s, income per capita in the median middle-income country has stagnated at less than a tenth of the US level. With aging populations, growing protectionism, and escalating pressures to speed up the energy transition, today’s middle-income economies face ever more daunting odds. To become advanced economies despite the growing headwinds, they will have to make miracles. Drawing on the development experience and advances in economic analysis since the 1950s, World Development Report 2024 identifies pathways for developing economies to avoid the “middle-income trap.” It points to the need for not one but two transitions for those at the middle-income level: the first from investment to infusion and the second from infusion to innovation. Governments in lower-middle-income countries must drop the habit of repeating the same investment-driven strategies and work instead to infuse modern technologies and successful business processes from around the world into their economies. This requires reshaping large swaths of those economies into globally competitive suppliers of goods and services. Upper-middle-income countries that have mastered infusion can accelerate the shift to innovation—not just borrowing ideas from the global frontiers of technology but also beginning to push the frontiers outward. This requires restructuring enterprise, work, and energy use once again, with an even greater emphasis on economic freedom, social mobility, and political contestability. Neither transition is automatic. The handful of economies that made speedy transitions from middle- to high-income status have encouraged enterprise by disciplining powerful incumbents, developed talent by rewarding merit, and capitalized on crises to alter policies and institutions that no longer suit the purposes they were once designed to serve. Today’s middle-income countries will have to do the same.