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Electricity Consumption and Temperature: Evidence from Satellite Data
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Year: 2021 Publisher: Washington, D.C. : International Monetary Fund,

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Past studies on the relationship between electricity consumption and temperature have primarily focused on individual countries. Many regions are understudied as a result of data constraint. This paper studies the relationship on a global scale, overcoming the data constraint by using grid-level night light and temperature data. Mostly generated by electricity and recorded by satellites, night light has a strong linear relationship with electricity consumption and is correlated with both its extensive and intensive margins. Using night light as a proxy for electricity consumption at the grid level, we find: (1) there is a U-shaped relationship between electricity consumption and temperature; (2) the critical point of temperature for minimum electricity consumption is around 14.6°C for the world and it is higher in urban and more industrial areas; and (3) the impact of temperature on electricity consumption is persistent. Sub-Saharan African countries, while facing a large electricity deficit already, are particularly vulnerable to climate change: a 1°C increase in temperature is estimated to increase their electricity demand by 6.7% on average.


Book
Electricity Consumption and Temperature: Evidence from Satellite Data
Author:
ISBN: 1513569368 Year: 2021 Publisher: Washington, D.C. : International Monetary Fund,

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Abstract

Past studies on the relationship between electricity consumption and temperature have primarily focused on individual countries. Many regions are understudied as a result of data constraint. This paper studies the relationship on a global scale, overcoming the data constraint by using grid-level night light and temperature data. Mostly generated by electricity and recorded by satellites, night light has a strong linear relationship with electricity consumption and is correlated with both its extensive and intensive margins. Using night light as a proxy for electricity consumption at the grid level, we find: (1) there is a U-shaped relationship between electricity consumption and temperature; (2) the critical point of temperature for minimum electricity consumption is around 14.6°C for the world and it is higher in urban and more industrial areas; and (3) the impact of temperature on electricity consumption is persistent. Sub-Saharan African countries, while facing a large electricity deficit already, are particularly vulnerable to climate change: a 1°C increase in temperature is estimated to increase their electricity demand by 6.7% on average.


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Unveiling the Informal Economy: An Augmented Factor Model Approach
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ISBN: 9798400277276 Year: 2024 Publisher: Washington, D.C. : International Monetary Fund,

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This paper develops a new approach to estimating the degree of informality in an economy. It combines direct yet infrequent measures of the informal economy in micro data with an augmented factor model that links macro indicators of the informal economy to its causes. We show that the prevailing model used in the literature, the multiple indicators multiple causes model, is a special case of the augmented factor model and depicts an incomplete picture of the informal economy. Using the augmented factor model approach, we show that the dynamics of the informal economy is shaped by the strength of overall economic activity as well as the interplay between the formal and informal economies. Contrary to previous work that typically finds declining informality for most countries, we find that the degree of informality has increased for low-income countries for the past two decades.


Book
Illuminating Economic Growth
Authors: ---
ISBN: 1498310788 1498302947 1498310753 Year: 2019 Publisher: Washington, D.C. : International Monetary Fund,

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This paper seeks to illuminate the uncertainty in official GDP per capita measures using auxiliary data. Using satellite-recorded nighttime lights as an additional measurement of true GDP per capita, we provide a statistical framework, in which the error in official GDP per capita may depend on the country’s statistical capacity and the relationship between nighttime lights and true GDP per capita can be nonlinear and vary with geographic location. This paper uses recently developed results for measurement error models to identify and estimate the nonlinear relationship between nighttime lights and true GDP per capita and the nonparametric distribution of errors in official GDP per capita data. We then construct more precise and robust measures of GDP per capita using nighttime lights, official national accounts data, statistical capacity, and geographic locations. We find that GDP per capita measures are less precise for middle and low income countries and nighttime lights can play a bigger role in improving such measures.


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Structural Breaks in Carbon Emissions: A Machine Learning Analysis
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Year: 2022 Publisher: Washington, D.C. : International Monetary Fund,

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To reach the global net-zero goal, the level of carbon emissions has to fall substantially at speed rarely seen in history, highlighting the need to identify structural breaks in carbon emission patterns and understand forces that could bring about such breaks. In this paper, we identify and analyze structural breaks using machine learning methodologies. We find that downward trend shifts in carbon emissions since 1965 are rare, and most trend shifts are associated with non-climate structural factors (such as a change in the economic structure) rather than with climate policies. While we do not explicitly analyze the optimal mix between climate and non-climate policies, our findings highlight the importance of the nonclimate policies in reducing carbon emissions. On the methodology front, our paper contributes to the climate toolbox by identifying country-specific structural breaks in emissions for top 20 emitters based on a user-friendly machine-learning tool and interpreting the results using a decomposition of carbon emission ( Kaya Identity).


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Structural Breaks in Carbon Emissions: A Machine Learning Analysis
Authors: ---
ISBN: 9798400201516 Year: 2022 Publisher: Washington, D.C. : International Monetary Fund,

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To reach the global net-zero goal, the level of carbon emissions has to fall substantially at speed rarely seen in history, highlighting the need to identify structural breaks in carbon emission patterns and understand forces that could bring about such breaks. In this paper, we identify and analyze structural breaks using machine learning methodologies. We find that downward trend shifts in carbon emissions since 1965 are rare, and most trend shifts are associated with non-climate structural factors (such as a change in the economic structure) rather than with climate policies. While we do not explicitly analyze the optimal mix between climate and non-climate policies, our findings highlight the importance of the nonclimate policies in reducing carbon emissions. On the methodology front, our paper contributes to the climate toolbox by identifying country-specific structural breaks in emissions for top 20 emitters based on a user-friendly machine-learning tool and interpreting the results using a decomposition of carbon emission ( Kaya Identity).


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Illuminating Economic Growth.
Authors: ---
ISBN: 9781498310789 Year: 2019 Publisher: Washington, D. C. International Monetary Fund

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Illuminating Economic Growth.

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Recent Trends of Informality in Greece : Evidence from Subnational Data
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ISBN: 9798400267857 Year: 2024 Publisher: Washington, D.C. : International Monetary Fund,

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This paper explores the evolution of informality in Greece as it is widely considered one of the major structural impediments to fiscal capacity and sustainable growth. It finds that informality has dropped significantly in Greece in recent years, although there were temporary increases during the sovereign debt crisis and the COVID-19 pandemic. Lower informality is also found to be associated with higher subsequent per capita GDP growth and higher tax revenue. Moreover, Greece’s significant recent progress in digitalization appears to have helped reduce informality. There remains scope to further reduce informality by accelerating digitalization and the ongoing pro-growth structural reforms.


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Equitable Access to Vaccines: Myth or Reality?
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Year: 2022 Publisher: Washington, D.C. : International Monetary Fund,

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Fighting the COVID-19 pandemic required vaccinations; however, ending it requires vaccination equality. The progress in vaccinations varies greatly across countries, with low- and middle-income countries having much lower vaccination rates than advanced countries. Initially, the limited vaccine supply was in part to blame for slow pace of vaccinations in low-income countries. But as the supply constraints eased toward the end of 2021, the focus has shifted to in-country distribution challenges and vaccine hesitancy. This paper quantifies the importance of various factors in driving vaccination rates across countries, including vaccine deliveries, demographic structure, health and transport infrastructure and development level. It then estimates the contribution of these factors to vaccination inequality. We show that much of the vaccination inequality in 2021-22 was driven by the lack of access to vaccines which is beyond countries’ control. And although vaccination inequality declined over time, access to vaccines remains the dominant driver of vaccination inequality.


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Measuring Quarterly Economic Growth from Outer Space
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Year: 2022 Publisher: Washington, D.C. : International Monetary Fund,

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This paper presents a novel framework to estimate the elasticity between nighttime lights and quarterly economic activity. The relationship is identified by accounting for varying degrees of measurement errors in nighttime light data across countries. The estimated elasticity is 1.55 for emerging markets and developing economies, ranging from 1.36 to 1.81 across country groups and robust to different model specifications. The paper uses a light-adjusted measure of quarterly economic activity to show that higher levels of development, statistical capacity, and voice and accountability are associated with more precise national accounts data. The elasticity allows quantification of subnational economic impacts. During the COVID-19 pandemic, regions with higher levels of development and population density experienced larger declines in economic activity.

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