Inclusive Growth

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Climate change and the rural labor market: an empirical analysis of Okun’s law in Brazil, Colombia, and Mexico

From a paper by Diego Andrés Cardoso López, Jesús Antonio López Cabrera & Tatiana Isabel
Caly Amador:

“Rural employment is pivotal to achieving the SDGs but remains structurally vulnerable—marked by high informality, seasonality, and climate exposure—which may weaken the canonical growth–unemployment link posited by Okun’s Law. In Latin America, where rural economies rely on climate-sensitive activities, temperature and precipitation shocks can disrupt productivity and labor absorption, calling for a reassessment of Okun’s relationship in rural contexts. This article analyzes the relationship between rural unemployment, real income growth, and climate variability in Brazil, Colombia, and Mexico from 2012 to 2024 using a Panel Vector Autoregression (P-VARX) model. Results indicate that, contrary to Okun’s prediction, real income growth does not always lower rural unemployment. Climate shocks matter: in Brazil, higher temperatures decrease unemployment in short-run; in Colombia, precipitation shocks—with lags—increase unemployment; and in Mexico, temperature shocks lift unemployment on impact before a partial correction. Human capital reduces unemployment only in Colombia. Based on this evidence, we outline four policy directions: (i) mainstream climate adaptation into rural labor policy; (ii) expand inclusive employment programs that tackle informality and low productivity while aligning skills with labor demand; (iii) invest in rural education and targeted skilling for green and youth employment; and (iv) promote territorial, multisectoral local development and job creation with strong institutional support.”

From a paper by Diego Andrés Cardoso López, Jesús Antonio López Cabrera & Tatiana Isabel
Caly Amador:

“Rural employment is pivotal to achieving the SDGs but remains structurally vulnerable—marked by high informality, seasonality, and climate exposure—which may weaken the canonical growth–unemployment link posited by Okun’s Law. In Latin America, where rural economies rely on climate-sensitive activities, temperature and precipitation shocks can disrupt productivity and labor absorption, calling for a reassessment of Okun’s relationship in rural contexts.

Read the full article…

Posted by at 2:35 PM

Labels: Inclusive Growth

Should I Stay or Should I Go? The Response of Labor Migration to Economic Shocks

From a paper by Andrea Foschi, Christopher L. House, Christian Proebsting, and Linda L. Tesar:

“We examine the responsiveness of labor participation, unemployment, and labor migration to exogenous variations in labor demand. Our empirical approach considers four instruments for regional labor demand commonly used in the literature. Empirically, we find that labor migration is a significant margin of adjustment for all our instruments. Following an increase in regional labor demand, the initial increase in employment is accounted for mainly by a reduction in unemployment. Over time however, net labor in-migration becomes the dominant factor contributing to increased regional employment. After five years, roughly 60 percent of the increase in employment is explained by the change in population. Responses of labor migration are strongest for individuals age 20–35. Based on historical data back to the 1950s, we find no evidence of a decline in the elasticity of migration to changes in employment.”

From a paper by Andrea Foschi, Christopher L. House, Christian Proebsting, and Linda L. Tesar:

“We examine the responsiveness of labor participation, unemployment, and labor migration to exogenous variations in labor demand. Our empirical approach considers four instruments for regional labor demand commonly used in the literature. Empirically, we find that labor migration is a significant margin of adjustment for all our instruments. Following an increase in regional labor demand, the initial increase in employment is accounted for mainly by a reduction in unemployment.

Read the full article…

Posted by at 5:02 PM

Labels: Inclusive Growth

Inflation targeting and income inequality

From a paper by Hippolyte Balima, Alexandru Minea, and Cezara Vinturis:

“We investigate the effect of inflation targeting on income inequality across a comprehensive panel of 152 countries spanning over four decades. Using the entropy balancing methodology to address endogeneity issues, we find that inflation targeting significantly increases income inequality. This effect, which is robust across various alternative methods and specifications, is driven by an increase (decrease) in the income share of relatively rich (poor) households. In addition, the impact of inflation targeting is not uniform but varies conditional on redistribution policies, inflation targeting features, the level of economic development, and country-specific characteristics. Our findings contribute to the ongoing discussion on the broad socioeconomic implications of the monetary policy, including measures to mitigate the potential side effects on income distribution.”

From a paper by Hippolyte Balima, Alexandru Minea, and Cezara Vinturis:

“We investigate the effect of inflation targeting on income inequality across a comprehensive panel of 152 countries spanning over four decades. Using the entropy balancing methodology to address endogeneity issues, we find that inflation targeting significantly increases income inequality. This effect, which is robust across various alternative methods and specifications, is driven by an increase (decrease) in the income share of relatively rich (poor) households.

Read the full article…

Posted by at 8:09 AM

Labels: Inclusive Growth

Identifying Episodes of Fiscal Austerity: An LLM-Based Approach

From a paper by Karan Bhasin, and Prakash Loungani:

“This paper introduces a hierarchical Large Language Model (LLM) framework for the automated identification of narrative fiscal shocks. We develop a multi-stage architecture to extract austerity episodes from IMF Article IV reports (2004–2020) for 17 OECD countries. Relative to manual coding, our approach improves replicability and auditability by generating a documented sequence of classification steps. Benchmarking against Adler et al. (2024), we find that the LLM-based classification aligns closely with the narrative benchmark, while differing on a small subset of episodes. Local projection estimates indicate that LLM-identified shocks are associated with smaller estimated multipliers than the narrative benchmark, with the difference linked in large part to differences in shock persistence and endogeneity.”

From a paper by Karan Bhasin, and Prakash Loungani:

“This paper introduces a hierarchical Large Language Model (LLM) framework for the automated identification of narrative fiscal shocks. We develop a multi-stage architecture to extract austerity episodes from IMF Article IV reports (2004–2020) for 17 OECD countries. Relative to manual coding, our approach improves replicability and auditability by generating a documented sequence of classification steps. Benchmarking against Adler et al. (2024), we find that the LLM-based classification aligns closely with the narrative benchmark,

Read the full article…

Posted by at 10:38 AM

Labels: Inclusive Growth

Inflation targeting, Monetary policy, and Inequality

From a paper by Georgios Chortareas, Anastasios Evgenidis, and Apostolos Fasianos:

“This paper explores whether the transmission from monetary policy to income inequality may depend on the adoption of Inflation Targeting (IT) regimes. Using an interacted panel VAR, we find that expansionary monetary policy shocks reduce income inequality in countries that have switched to IT regimes. In contrast, in non-IT regimes the same shock is associated with a short-lived increase in income inequality. A decomposition of transmission channels indicates that the employment channel is the primary equalizing mechanism under IT, as expansionary shocks generate stronger improvements in labor market conditions. The financial channel operates in the opposite direction but is quantitatively smaller. We further show that the inequality-reducing effects of monetary policy are not replicated by other institutional features often associated with credibility, such as central bank transparency or central bank independence. Our findings are robust to alternative identification schemes, broader classifications of IT regimes, controls for self-selection into IT adoption, and to conditioning on different inflation environments.”

From a paper by Georgios Chortareas, Anastasios Evgenidis, and Apostolos Fasianos:

“This paper explores whether the transmission from monetary policy to income inequality may depend on the adoption of Inflation Targeting (IT) regimes. Using an interacted panel VAR, we find that expansionary monetary policy shocks reduce income inequality in countries that have switched to IT regimes. In contrast, in non-IT regimes the same shock is associated with a short-lived increase in income inequality.

Read the full article…

Posted by at 7:43 AM

Labels: Inclusive Growth

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