Working Papers
2024
June 7, 2024
Exposure to Artificial Intelligence and Occupational Mobility: A Cross-Country Analysis
Description: We document historical patterns of workers' transitions across occupations and over the life-cycle for different levels of exposure and complementarity to Artificial Intelligence (AI) in Brazil and the UK. In both countries, college-educated workers frequently move from high-exposure, low-complementarity occupations (those more likely to be negatively affected by AI) to high-exposure, high-complementarity ones (those more likely to be positively affected by AI). This transition is especially common for young college-educated workers and is associated with an increase in average salaries. Young highly educated workers thus represent the demographic group for which AI-driven structural change could most expand opportunities for career progression but also highly disrupt entry into the labor market by removing stepping-stone jobs. These patterns of “upward” labor market transitions for college-educated workers look broadly alike in the UK and Brazil, suggesting that the impact of AI adoption on the highly educated labor force could be similar across advanced economies and emerging markets. Meanwhile, non-college workers in Brazil face markedly higher chances of moving from better-paid high-exposure and low-complementarity occupations to low-exposure ones, suggesting a higher risk of income loss if AI were to reduce labor demand for the former type of jobs.
June 7, 2024
Monitoring Privately-held Firms' Default Risk in Real Time: A Signal-Knowledge Transfer Learning Model
Description: We develop a mixed-frequency, tree-based, gradient-boosting model designed to assess the default risk of privately held firms in real time. The model uses data from publicly-traded companies to construct a probability of default (PD) function. This function integrates high-frequency, market-based, aggregate distress signals with low-frequency, firm-level financial ratios, and macroeconomic indicators. When provided with private firms' financial ratios, the model, which we name signal-knowledge transfer learning model (SKTL), transfers insights gained from 35 thousand publicly-traded firms to more than 4 million private-held ones and performs well as an ordinal measure of privately-held firms' default risk.
June 7, 2024
Adding Fuel to the Fire: How Weather Shocks Intensify Conflict
Description: Do weather shocks worsen conflict around the world? To answer this question, this paper uses an innovative dataset created by using georeferencing to match weather and conflict data at the subregional level on a monthly frequency across 168 countries over 2013 to 2022.The empirical results show that higher temperature exacerbate conflict where it already exists. Estimations indicate that, in a high emissions scenario and all else equal, by 2060 conflict deaths as a share of the population for a median country facing conflict could increase by 12.3 percent due to rising temperatures. These findings underscore the importance of integrating climate resilience into peace and security efforts and designing climate adaptation policies that support conflict prevention and resolution.
May 31, 2024
Do Renewables Shield Inflation from Fossil Fuel-Price Fluctuations?
Description: This study investigates the relationship between the adoption of renewable energy and the sensitivity of inflation to changes in fossil energy prices across 69 countries over a 50-year period from 1973 to 2022. In the wake of recently increased oil and gas prices leading to a surge in inflation, the notion of a “divine coincidence” suggests that higher levels of renewable energy adoption, in addition to fighting climate change, could mitigate fossil fuel price-induced inflation volatility. Confirming the divine coincidence hypothesis could be an argument in favor of greening monetary policy. However, our empirical results are inconsistent with the hypothesis as we find no evidence that increased renewable energy adoption reduces the impact of fossil fuel price changes on energy inflation rates. This counter-intuitive result may be attributed to idiosyncratic national energy policies, potential threshold effects, or trade linkage spillovers. As the world continues transitioning towards a low-carbon economy, understanding the implications of this shift on inflation dynamics is crucial.
May 31, 2024
Unveiling the Informal Economy: An Augmented Factor Model Approach
Description: 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.
May 31, 2024
Weathering Tomorrow: Climate Analogues and Adaptation Gaps in Europe
Description: The European continent is warming at more than twice the global average. The human and economic costs of higher temperature and more frequent and extreme natural disasters—already substantial in Europe—are expected to increase further unless suitable adaptation strategies are implemented. This paper shows that while Europe's overall vulnerability to climate risks is lower than other regions’, the countries in Central and Eastern Europe face greater human and economic costs from climate disasters compared to their advanced European peers, which are likely to further increase in the future. We use an ensemble of climate models to project future climates for each country in Europe, and identify the country whose present climate best approximates this projection. We rely on this information on countries’ representative future exposure to climate risks to calibrate country-level macro analyses of natural disasters, and how investment in adaptative infrastructure can help mitigate these shocks. We find that adaptation infrastructure can significantly reduce output losses from natural disasters, mitigate medium-term economic scarring, and support sustainable long-term growth. However, we show that effective implementation of adaption strategies in EMEs/LICs is likely to be constrained by limited domestic financial resources, weaker institutional quality, and may create policy trade-offs, if not accompanied by external support.
May 24, 2024
Exploring the Role of Public Expenditure in Advancing Female Economic Empowerment and Gender Equality
Description: This paper discusses connections between female economic empowerment and government spending. It is an abbreviated overview for non-gender-experts on how fiscal expenditure may support female economic empowerment as an interim step toward advancing gender equality. From this perspective, it offers a preliminary exploration of key factors and indicators associated with gender-differentiated impacts in each of five main categories of public spending (education, health, capital expenditure, government employment and compensation, and social protection and labor market programs). It examines and proposes indices within each category that can be used to identify and measure related gender gaps and suggests associations and connections between those indices, public spending, and other available proxy measurements with some benchmarking potential which is summarized at the end of each category in a Gender Lens Matrix for ease of reference. The paper draws on an extensive literature review and examination of publicly available datasets. It also highlights and discusses gaps in data which limit gender analysis. The purpose of the paper is to advance dialogue on the adoption of a gendered approach to government spending, by providing a gender lens that may assist country level assessments and discussions among IMF staff and member country authorites.
May 24, 2024
E-Commerce During COVID in Spain: One “Click” Does Not Fit All
Description: The share of e-commerce in total credit-card spending boomed during Covid in Spain. In particular, women, youth, and urban consumers used e-commerce proportionally more during the pandemic, especially for services. Using a unique proprietary dataset on credit card transactions, we test conjectures about consumers’ behavior (based on fear, hoarding, or learning) during Covid. Overall, e-commerce share reverted to its pre-Covid trend as the pandemic waned. However, some consumers with lower pre-Covid e-commerce usage tend to permanently use more e-commerce, supporting the conjecture of “learning by locking” for these individuals.
May 24, 2024
Hanging Out to Dry? Long-term Macroeconomic Effects of Drought in Fragile and Conflict-Affected States
Description: Using a comprehensive drought measure and a panel autoregressive distributed lag model, the paper finds that worsening drought conditions can result in long-term scarring of real GDP per capita growth and affect long-term price stability in Fragile and Conflict-Affected States (FCS), more so than in other countries, leaving them further behind. Lower crop productivity and slower investment are key channels through which drought impacts economic growth in FCS. In a high emissions scenario, drought conditions will cut 0.4 percentage points of FCS’ growth of real GDP per capita every year over the next 40 years and increase average inflation by 2 percentage points. Drought will also increase hunger in FCS, from alreay high levels. The confluence of lower food production and higher prices in a high emissions scenario would push 50 million more people in FCS into hunger. The macroeconomic effects of drought in FCS countries are amplified by their low copying capacity due to high public debt, low social spending, insufficient trade openness, high water insecurity, and weak governance.
May 24, 2024
Examining Price-Wage Dynamics in a Small Open Economy: The Case of Uruguay
Description: The recent increase of inflation globally has led to a renewed interest in understanding the link between inflation and wages. In Uruguay, the presence of centralized wage bargaining and indexation practices raises the question as to what extent wage growth dynamics can make the response of inflation to shocks more persistent. We use a medium-scale DSGE model which incorporates indexation in the wage setting equation to analyze the interactions between wage setting behavior and other macroeconomic variables, as well as the role of monetary policy. The analysis suggests that wage indexation increases the persistence of the response of inflation to domestic and foreign shocks, it also affects the monetary policy transmission mechanism and the severity of the trade-offs faced by the central bank.