Research

My research focuses on structural transformation, economic growth, labor market dynamics, and macroeconomic volatility.

Publications

Training Time, Robots and Technological Unemployment

with Fenicia Cossu and Michelle Rendall

Journal of Economic Behavior and Organization , August 2026

Special issue Socio-Economic Dynamics and Health-Environmental Challenges

Abstract

We document that labor training requirements for high-skilled occupations increased in the U.S. from 2006 to 2019. These greater training requirements reduce the extent to which workers displaced from shrinking occupations can relocate to expanding (high-skilled) occupations, thus potentially affecting both the equilibrium occupational structure and the unemployment level. We build a quantitative model in which labor is displaced by task-replacing technological change embodied in robots (“tasks shock”) and the extent of occupational switching depends on the destination occupations' training requirements. We find that: (i) task-displacing technological change increases steady-state unemployment, but it reduces unemployment along the transition; (ii) in contrast, a comparable shock to capital embodied technological change produces larger unemployment rates with respect to the tasks shock, both in the transition and the steady state; and (iii) greater training requirements in high-skilled occupations increase steady-state unemployment and affect the occupational structure along the transition, but the shape of their effect depends on the size of the technological shock.

Spatial Polarization

with Fabio Cerina, Elisa Dienesch, and Michelle Rendall

Economic Journal , Vol. 133 , pp. 30–69 , January 2023

Awarded the Royal Economic Society Prize for the best article in 2023 in the Economic Journal

Abstract

We document the emergence of spatial polarisation in the United States during the 1980-2008 period. This phenomenon is characterised by stronger employment polarisation in larger cities, both at the occupational and the worker levels. We quantitatively evaluate the role of technology in generating these patterns by constructing and calibrating a spatial equilibrium model. We find that faster skill-biased technological change in larger cities can account for a substantial fraction of spatial polarisation in the United States. Counterfactual exercises suggest that the differential increase in the share of low-skilled workers across city size is due mainly to the large demand by high-skilled workers for low-skilled services and, to a smaller extent, to the higher complementarity between low- and high-skilled workers in production relative to middle-skilled workers.

The Changing Structure of Government Consumption Spending

with Omar Rachedi

International Economic Review , Vol. 63 (3) , pp. 1293–1323 , August 2022

Abstract

We document a secular change in the structure of government consumption spending: Over time the government purchases relatively more private-sector goods, and relies less on its own production of value added. This process alters the transmission of fiscal policy, by dampening the response of hours, public value added, and the labor share to government spending shocks, while leaving the response of total output unchanged. We rationalize these facts in a general equilibrium model where a decline of the public-sector relative productivity drives the changing structure of government spending, which in turn modifies the transmission mechanism of government spending shocks.

The Role of Gender in Employment Polarization

with Fabio Cerina and Michelle Rendall

International Economic Review , Vol. 62 (4) , pp. 1655–1691 , November 2021

Abstract

We document that employment polarization in the 1980-2008 period in the U.S. is largely generated by women. For the latter, employment shares increase both at the bottom and at the top of the skill distribution, generating the typical U-shape polarization graph, while for men employment shares decrease in a similar fashion along the whole skill distribution. We show that a canonical model of skill-biased technological change augmented with a gender dimension, an endogenous market/home labor choice and a multi-sector environment accounts well for gender and overall employment polarization.

The Rise of Services and Balanced Growth in Theory and Data

with Miguel Leon-Ledesma

American Economic Journal: Macroeconomics , Vol. 12 (4) , pp. 109–46 , October 2020

Abstract

We investigate the effect of structural transformation on the process of economic growth. Using a two-sector growth model we show that, in addition to Baumol's cost disease, structural transformation from goods to services generates other predictions that are in line with cross-country growth facts: an increase in the real investment rate, a decline in the real interest rate and the marginal product of capital, and an acceleration of investment-specific technological change as the share of services increases. The model calibrated to US data can account for the elasticity of real investment rates to the share of services measured in cross-country data.

Sectoral Shocks and Home Substitution

with Satoshi Tanaka

Economics Letters , Vol. 181 , pp. 57–60 , August 2019

Abstract

We show that the effect of a sectoral shock on the composition of sectoral shares crucially depends on whether the goods produced in the sector are home-substitutable or not. When a productivity shock hits the market sector that produces non-home-substitutable goods (e.g. manufacturing goods), the shock largely affects the composition of consumption shares of market sectors. On the other hand, when a shock hits the market sector that produces home-substitutable goods (e.g. service goods), relocation in shares mainly occurs between the sector and the home sector. We compare our results to those of the traditional three-sector model without a home sector, and show that the missing of the home substitution effects predicts completely different implications for the response of consumption shares to sectoral shocks.

Does Home Production Drive Structural Transformation?

with Solmaz Moslehi and Satoshi Tanaka

American Economic Journal: Macroeconomics , Vol. 9 (3) , pp. 116–46 , July 2017

Abstract

Using new home production data for the United States, we estimate a model of structural transformation with a home production sector, allowing for both non-homotheticity of preferences and differential productivity growth in each sector. We report two main findings. First, the estimation results show that home services have a lower income elasticity than market services. Second, the slowdown in home labor productivity, which started in the late 70s, is a key determinant of the rise of market services. Our counterfactual experiment shows that, without the slowdown, the share of market services would have been lower by 7.5 percent in 2010.

Marriage and Economic Development in the Twentieth Century

with Solmaz Moslehi and Satoshi Tanaka

Journal of Demographic Economics , Vol. 83 (4) , pp. 379–420 , December 2017

Abstract

There is an extensive literature discussing how individuals’ marriage behavior changes as a country develops. However, no existing data set allows an explicit investigation of the relationship between marriage and economic development. In this paper, we construct new cross-country panel data on marital statistics for 16 OECD countries from 1900 to 2000, in order to analyze such a relationship. We use this data set, together with cross-country data on real GDP per capita and the value added share of agriculture, manufacturing, and services sectors, to document two novel stylized facts. First, the fraction of a country’s population that is married displays a hump-shaped relationship with the level of real GDP per capita. Second, the fraction of the married correlates positively with the share of manufacturing in GDP. We conclude that the stage of economic development of a country is a key factor that affects individuals’ family formation decisions.

Heterogeneous Productivity Shocks, Elasticity of Substitution and Aggregate Fluctuations

with Rodolfo Stucchi

Journal of Macroeconomics , Vol. 45 , pp. 45–53 , September 2015

Abstract

We use a Dixit-Stiglitz setting to show that aggregate productivity fluctuations can be generated through changes in the dispersion of firms’ productivity. When the elasticity of substitution among goods is larger than one, an increase in the dispersion raises aggregate productivity because firms at the top of the distribution produce most of output. When the elasticity is smaller than one, an increase in the dispersion reduces aggregate productivity because firms at the bottom of the distribution use most of inputs. We use individual firm level data from Spanish manufacturing firms to test the relationship between the dispersion of firms’ productivity and aggregate productivity. The estimated coefficients are consistent with the predictions of the model: we find that an increase in the coefficient of variation of firms productivity of 1% increases aggregate productivity by 0.16% in sectors with an elasticity of substitution larger than one while the same increase in the standard deviation reduces aggregate productivity by 0.36% in sectors with an elasticity of substitution smaller than one.

Structural Change, Growth and Volatility

American Economic Journal: Macroeconomics , Vol. 7 (3) , pp. 259–94 , July 2015

Abstract

I construct a two-sector general equilibrium model of structural change to study the impact of sectoral composition of gross domestic product (GDP) on cross-country differences in GDP growth and volatility. For an empirically relevant parametrization of sectoral production functions, an increase in the share of services in GDP reduces both aggregate total factor productivity (TFP) growth and volatility, thus reducing GDP growth and volatility. When the model is calibrated to the US manufacturing and service sector, the rise of the service sector occurring as income grows can account for a large fraction of the differences in per capita GDP growth and volatility between high-income economies and upper middle income economies.

A Twin Crisis with Multiple Banks of Issue: Spain in the 1860s

with Galo Nuño and Pedro Tedde

European Review of Economic History , Vol. 19 (2) , pp. 171–194 , May 2015

Abstract

We create new datasets on capital flows and bank balance sheets to document how the Spanish crisis of the mid-1860s fits the main characteristics of a twin crisis. Next, we describe the particular banking system of Spain, characterized by the coexistence of the Bank of Spain with multiple local banks of issue and a number of joint-stock banks (sociedades de crédito). We analyze the microeconomic behavior of each bank and find that, overall, the banks of issue performed well during the crisis. In contrast, the crisis had a dramatic impact on the sociedades, most of which suspended payments.

Biased Technical Change, Intermediate Goods and Total Factor Productivity

Macroeconomic Dynamics , Vol. 16 , pp. 184–203 , April 2012

Abstract

In this paper I show that the intensity at which intermediate goods are used in the production process affects aggregate total factor productivity (TFP). To do this, I construct an input–output model economy in which firms produce gross output by means of a production function in capital, labor, and intermediate goods. This production function is subject, together with the standard neutral technical change, to intermediates-biased technical change. Positive (negative) intermediates-biased technical change implies a decline (increase) in the elasticity of gross output with respect to intermediate goods. In equilibrium, this elasticity appears as an explicit part of TFP in the value added aggregate production function. In particular, when the elasticity of gross output with respect to intermediates increases, aggregate TFP declines. I use the model to quantify the impact of intermediates-biased technical change for measured TFP growth in Italy. The exercise shows that intermediates-biased technical change can account for the productivity slowdown observed in Italy from 1994 to 2004.

The Structural Transformation Between Manufacturing and Services and the Decline in the US GDP Volatility

Review of Economic Dynamics , Vol. 12 (3) , pp. 402–415 , July 2012

Abstract

I construct a two-sector growth model to study the effect of the structural transformation between manufacturing and services on the decline in GDP volatility in the US. In the model, a change in the relative size of the two sectors affects the transmission mechanism that relates sectoral TFP shocks to endogenous variables. I calibrate the model to the US and show that, for given stochastic sectoral TFP processes in manufacturing and services, structural change generates a decline in the volatility of both aggregate TFP and GDP, in the volatility of each broad component of GDP (manufacturing consumption, services consumption and investment) and in the volatility of labor. Numerical results suggest that the structural transformation can account for 28% of the reduction in the US GDP volatility between the periods 1960–1983 and 1984–2005.

Input-Output Structure and New Keynesian Phillips Curve

Rivista di Politica Economica , Vol. XCIX , pp. 145–166 , April–June 2009

Abstract

I show that an input-output production structure reinforces persistence in the pricing behavior of firms using a Calvo mechanism. In particular, the optimal price today depends upon the expected optimal prices in the infinite future and those set in the infinite past. This is due to a part of a firm's marginal cost being represented by other firms' price. It follows that the effect of the marginal cost on inflation in the new Keynesian Phillips curve is dampened by the presence of the input-output structure. This helps in explaining the difference between the most recent empirical evidence on price adjustment frequency in the U.S. (Bils and Klenow, 2004) and structural estimates of the new Keynesian Phillips curve.

Sticky Prices or Sticky Information?

BNL Quarterly Review , Vol. LX No. 241 , pp. 167–194 , June 2007

The Centralized Solution of the Uzawa-Lucas Model With Externalities

Rivista di Politica Economica , Vol. XCII , pp. 103–136 , November–December 2002

Working Papers

Does Risk Shape Economies? Income Volatility and Structural Change

with Fenicia Cossu and Andrea Mottola

August 2026  · CEPR DP20594  · NEW VERSION!

Abstract

Countries at similar levels of income can differ markedly in their sectoral composition. We show that income risk can account for part of these differences. In a multi-sector model with non-homothetic preferences, higher sectoral TFP volatility reduces the services share at a given level of GDP through a precautionary saving mechanism. Using U.S. time-series and household-level data, we find a negative and statistically significant relationship between several proxies for income risk and the services share. This relationship also holds for Latin American and Asian premature deindustrializers. We then build and calibrate a dynamic stochastic growth model of structural transformation and run a counterfactual in which we set early U.S. aggregate volatility to Great Moderation low levels. The counterfactual economy can explain about 17% of the services-share gap between the U.S. in 1879 and premature deindustrializers at comparable income levels.

The Anatomy of Polarization - Evidence from Worker Flows

with Fabio Cerina, Elisa Dienesch and Alexander Monge-Naranjo

July 2026  · CEPR DP21480 and IZA DP18826  · NEW VERSION!!!

Abstract

Using a French administrative panel following workers over 1984-2021, we quantify how worker flows account for employment polarization. We trace job-to-job flows across manual, routine, and abstract occupations, and flows between employment and non-employment. Polarization emerges after 1994 mostly through a shift in the latter: a collapse in entry into routine jobs, concentrated in routine-cognitive occupations. Job-to-job upgrading from routine to abstract remains large and stable, with non-college workers accounting for 76% of net flows. Manual employment grows mainly by absorbing entrants. Polarization reflects sorting at entry and re-entry rather than incumbent displacement, motivating life-cycle models incorporating both margins.

A Theory of Structural Change, Home Production and Leisure

with Fenicia Cossu, F. Javier Rodriguez-Roman, and Silvio Tunis

July 2023

Abstract

Why do agents consume more services relative to goods as income grows? We present a theory of structural change assuming that a representative household satisfies final needs by means of two home-production functions in time and either goods or services from the market. When calibrating the model to U.S. data, roughly half of structural change is accounted for by technological change allowing services to display a larger time saving than goods in satisfying final needs. Also, even if preferences are homothetic, the calibrated model generates endogenous income effects, which account for the remaining structural change generated by the model.

Work in Progress

Scholars and the Machine - On Automation and Academic Performance

with Alessio Garau and Marco Nieddu

Automation, Control Rights, and Inequality

with Francesco Caselli

Discussions

"Skill-Biased Technological Change Within and Across Firms"

by Seth G. Benzell, Guillermo Lagarda, and Daniel Rock

14th ECB Labour Market Workshop, Frankfurt, 2018

"Taxes and the Gender Gap in Employment and Wages"

by Lei Fang and Rachel Ngai

Conference "Employment in Europe", Cyprus, 2016

"Investment Specific Technical Progress and Economic Development"

by Roberto M Samaniego and Juliana Yu Suny

Conference on Urbanization, Structural Change and Employment, Hong Kong, 2015

"Learning New Technology: The Polarization of the Wage Distribution"

by Manuel Hidalgo-Perez and Benedetto Molinari

Italian Economic Association, Naples, 2015

"Wages, Human Capital, and the Allocation of Labor across Sectors"

by Berthold Herrendorf and Todd Schoellman

3rd Workshop on Structural Change and Macroeconomic Dynamics, Paris School of Economics, 2014

"Gender Gaps and the Rise of the Service Economy"

by Rachel Ngai and Barbara Petrongolo

2nd Workshop on Structural Change and Macroeconomic Dynamics, University of Surrey, 2012

"Relative Prices and Sectoral Productivity"

by Margarida Duarte and Diego Restuccia

Workshop on Structural Change and Macroeconomic Dynamics, Cagliari, May 2012

"Endogenous Market Structures and Labor Market Dynamics"

by Andrea Colciago and Lorenza Rossi

Anglo-French-Italian Macroeconomic Workshop, Cattolica-Bocconi, June 2011

"The Great Diversification and its Undoing"

by Vasco Carvalho and Xavier Gabaix

18th CEPR European Summer Symposium in International Macroeconomics (ESSIM), May 2010

Books

Esercizi e Note di Microeconomia

Etzo, I., Isoni, A., Luisetti, T., Massidda, C., Mocci, C., Moro, A. and Piras, R.

(Exercises in Microeconomics)

Eds. Massidda, C. - Mocci, C. - Piras, R. · Giappichelli, Torino, 2003