RESEARCH
​
Publications
​
-
The Percolation of Knowledge across Space, joint with Pierre Cotterlaz. [latest pdf], [SSRN Working Paper]. Journal of International Economics, 2025, vol. 153, p. 104026.
​​
-
Proximity of Firms to Scientific Production, joint with Antonin Bergeaud. [LSE POID WP]. Annals of Economics and Statistics, 2024, vol. 153, pp. 105-134.
​
-
​Dividend Taxes and the Allocation of Capital: Comment, joint with Laurent Bach, Antoine Bozio, and Clément Malgouyres. American Economic Review, 2023, 113 (7): 2048-52.
​
-
Does Holding Elections during a Covid-19 Pandemic Put the Lives of Politicians at Risk?, joint with Laurent Bach and Clément Malgouyres. [pdf] Journal of Health Economics, 2021, vol. 78, p. 102462.​​ Link to the related blog post (in French).
​
-
Did Oil Prices Trigger an Innovation Burst in Biofuels? Energy Economics, 2018, vol. 75, p. 547-559.
​
​
Working Papers
​
-
From Public Labs to Private Firms: Magnitude and Channels of Local R&D Spillovers, joint with Antonin Bergeaud, Emeric Henry and Clément Malgouyres. [pdf] [CEPR DP17487] [Vox column]. Accepted for publication, Quarterly Journal of Economics.
​
Introducing a new measure of scientific proximity between private firms and public research groups and exploiting a multi-billion euro financing program of academic clusters in France, we provide causal evidence of spillovers from academic research to private firms. Private sector firms in the top quartile of exposure to the funding shock increase their R&D effort by 20% compared to the bottom quartile. We then use qualitative evidence, exploiting reports produced by the funded clusters, as well as quantitative evidence, using administrative data on labor mobility and R&D public-private partnerships, to shed light on the channels for these spillovers. We show that spillovers are driven by contracting between the private and public sectors and, to a lesser extent, by labor mobility from one to the other and by informal contacts. We discuss the policy implications of these findings.
​​
​
-
Does Tax-Benefit Linkage Matter for the Incidence of Payroll Taxes?, joint with Antoine Bozio, Thomas Breda and Julien Grenet [pdf]. Accepted for publication, Review of Economics Studies.
​
We study the earnings responses to six large payroll tax and income tax reforms in France. We find evidence of full pass-through to workers in cases where there is a strong and clear relationship between contributions and expected benefits. By contrast, we find a limited pass-through of employer payroll taxes to workers for reforms with no tax-benefit linkage, and close to full pass-through to workers for income tax reforms nominally incident on employees. Together with a meta-analysis of the literature, we interpret these results as evidence that tax-benefit linkage matters for incidence of payroll taxes, a claim long made by the literature but not backed by empirical evidence to date. Absent tax-benefit linkage, our results suggest that the individual-level incidence of payroll taxes aligns with their statutory incidence.
​
​
-
​Follow the Money! Why dividends overreact to flat-tax reforms, joint with Laurent Bach, Antoine Bozio, Claire Leroy and Clément Malgouyres. Working Paper PSE N° 2019 – 70 [pdf]
​​
We estimate behavioral responses to dividend taxation using recent French reforms: a rate hike and, five years later, a cut. Exploiting tax data at household and firm-level, we find very large dividend tax elasticities to both reforms. Individuals who control firms adjust dividend receipts instantaneously, accounting for most of the aggregate dividend reaction. Investment is insensitive to dividend taxation, except in small firms whose reaction is moderately negative. Dividend adjustments are instead driven by corporate saving, as owner-managers treat firms as tax-free saving vehicles. Small businesses’ profits decline following dividend tax increases, suggesting firms also serve as tax-free consumption vehicles.
​
​
-
Escape or Play Again? How Retiring Entrepreneurs Respond to the Wealth Tax, joint with Laurent Bach, Antoine Bozio and Clément Malgouyres. [pdf]
​
We investigate the impact of wealth taxation on behaviors of entrepreneurs in France. Before 2018, business sales triggered the conversion of tax-exempt business assets into taxable wealth. Using personal tax data, we confirm that retirement of entrepreneurs leads to large annual wealth tax payments. There is no evidence of higher expatriation by entrepreneurs following retirement, but their take-up of tax-favored investments in SMEs increases. The elasticity of such investments to the tax increase is far higher than for charity donations. These investments fall after financial wealth becomes tax-exempt in 2018. This evidence suggests that a wealth tax, combined with tax-favored investment schemes, may have encouraged former entrepreneurs to reinvest their wealth in SMEs.
​
-
Public Sector Pay in Spatial Equilibrium, joint with Emeric Henry and Joan Monras. [pdf] [CEPR DP19014]
Previously circulated as: 'Public Sector Pay and the Spatial Distribution of Economic Activity' and as 'Local Public Goods and the Spatial Distribution of Economic Activity'.
​
In many countries, pay in the public sector is much less correlated to the local cost of living than wages in the private sector, leading to frequent calls for reform. This paper studies public pay reform using a general equilibrium spatial model. We introduce a public sector with market power in an otherwise standard spatial equilibrium framework. The model rationalizes several features in the French data, most prominently the dominant place of the public sector in the labor market and its similar relative size across local labor markets. We emphasize the tradeoffs between allowing governments to freely choose local public employment and wages (as in most of the US public sector), versus imposing rules that constrain public sector pay with some indexation to the local cost of living (as in many European countries). We show that wage indexation limits monopsony power –leading to a larger public sector– but also imposes costs on private sector workers through higher taxes and distortions to labor allocation. We estimate our model using French data and show that, in the French context, greater wage flexibility in the public sector would lead to positive welfare gains, heterogenous across locations and types of workers.
​
​
Work in progress
​
-
Do Subsidies to Green Technical Change Reduce Carbon Emissions? Evidence from French Manufacturing Firms., joint with Laurent Bach, Paul Dutronc-Postel and Rachel Paya
​
We investigate the efficacy of a one billion euros subsidy program in France (2009–2021) to promote biomass-based energy adoption in manufacturing. Leveraging the staggered nature of the treatment and rejected projects, we identify the causal effect of the subsidy. We find substantial investment responses aligned with applicants' pledges, while overall activity remains unchanged. Post-adoption, biomass usage rises, offsetting fossil fuel consumption and lowering CO2 emissions. We analyze program interactions with macroeconomic conditions. In particular, we document a "waterbed effect" on plants under the EU-ETS. Additionally, we explore the high abandonment rate of successful projects, showing firms exposed to energy price shocks are more likely to withdraw.
​
​
-
Do Billionaires Pay Taxes?, joint with Laurent Bach, Antoine Bozio and Clément Malgouyres. [slides] [Draft currently being updated]
​
This paper estimates the top of the income and wealth distribution in France and provides new measures of effective tax rates faced by high income and wealthy households. We assemble new data linking people to the businesses they own, which allows us to precisely reconstruct the value of business assets at the top and the income derived from them (whether or not they appear on household income tax returns). We show that business assets and the associated income are very concentrated. We find that the French wealth tax was associated with effective tax rates much lower than the nominal rates. This discrepancy is driven by two features of the design of the wealth tax: the exemption of business assets from the tax base and the ceiling mechanism which was based on taxable income.
​
​
-
Taxing Wealth in the Presence of Liquidity Constraints: Evidence from France, joint with Laurent Bach and Clément Malgouyres.
​
Real-world wealth taxes include income-based caps to make sure income-poor yet wealth-rich households do not have to sell illiquid assets. We show in the French context that these caps are binding mostly among households at the top of the wealth distribution who own liquid yet income-tax-deferred assets. When the wealth tax was cancelled in 2017, these households quickly generated taxable income out of those financial assets. Inversely, when the wealth tax cap was temporarily suspended in 2012, they did not turn those assets into income in order to pay the tax. We conclude that caps reduce the proceeds from wealth taxes precisely when wealth would be a better proxy for taxpaying ability than income.
​
​
Non peer-reviewed publications
​​
-
Effets sur la création d’entreprises, l’expatriation et la circulation de l’épargne des réformes de la fiscalité du capital., joint with Laurent Bach, Antoine Bozio, Etienne Fize and Clément Malgouyres. Rapport IPP n°47, October 2023 (in French).
​
-
Le plafonnement de l’impôt sur la fortune, joint with Laurent Bach, Antoine Bozio and Clément Malgouyres. Rapport IPP n°46, October 2023 (in French).
​
-
Quels impôts les milliardaires paient-ils ?, joint with Laurent Bach, Antoine Bozio and Clément Malgouyres. Note IPP n°92, June 2023 (in French).
​
-
Évaluation micro-économétrique du plan France Très Haut Débit., joint with Paul Dutronc-Postel, Nicolas Ghio and and Clément Malgouyres. Rapport IPP n°40, January 2023 (in French).
​
-
La recherche publique a-t-elle des retombées positives sur la R&D des entreprises ? Le cas de la politique des LabEx., joint with Antonin Bergeaud, Emeric Henry and Clément Malgouyres. IPP Policy Brief n°86, January 2023 (in French).
​
-
Évaluer les effets de l’impôt sur la fortune et de sa suppression sur le tissu productif, joint with Laurent Bach, Antoine Bozio and Clément Malgouyres. Rapport IPP n°36, October 2021 (in French).
​
-
Will French companies be able to repay their state-backed loans (PGEs)?, joint with Laurent Bach, Nicolas Ghio and Clément Malgouyres. IPP Policy Brief n°70, June 2021.
​
-
Les impacts du crédit impôt recherche sur la performance économique des entreprises., joint with Laurent Bach, Antoine Bozio, Clément Malgouyres. and Nicolas Serrano-Velarde. Rapport IPP n°33, May 2021 (in French).
​
-
Rapport d’évaluation de la contrainte pour les entreprises du remboursement des prêts garantis par l’État (PGE), joint with Laurent Bach, Nicolas Ghio and Clément Malgouyres. Rapport IPP n°32, April 2021 (in French).
​
-
Évaluation des effets du dispositif CIFRE sur les entreprises et les doctorants participants, joint with Clément Malgouyres. Rapport IPP n°28, September 2020 (in French).
​
-
Budget 2020: what effects for households?, joint with Brice Fabre, Chloé Lallemand and Claire Leroy. IPP Policy Brief n°49, February 2020.
​
-
What lessons should we draw from the French capital income tax reforms?, joint with Laurent Bach, Antoine Bozio, Brice Fabre, Claire Leroy and Clément Malgouyres. IPP Policy Brief n°46, October 2019.
​
-
Évaluation d’impact de la fiscalité des dividendes., joint with Laurent Bach, Antoine Bozio, Brice Fabre, Claire Leroy and Clément Malgouyres. Rapport IPP n°25, October 2019 (in French).
​
-
L’impression tridimensionnelle, une technologie clé pour les usines du futur ? Annales des Mines - Réalités industrielles (2013, No. 4, pp. 88-97). ESKA.
​
​
Old Work
​
The geography of innovation is characterized by two main stylized facts: knowledge primarily spills over to neighbouring inventors, and knowledge production is spatially more concentrated than economic activity. The second fact appears as a natural consequence of the first one: firms should cluster in space to take advantage of new knowledge produced around them. Yet, very little is known about how innovative firms internalize spillovers in their location choices. This paper focuses on innovative firms’ decisions to relocate a R&D plant. Using data on French firms, it starts by building two sets of stylized facts to describe R&D plant relocations. Firstly, R&D firms are more mobile than the average firm employing high-skilled workers, moving both more frequently and further away. Secondly, innovative firms are less likely to move if they are locally well connected, and tend to choose locations with a high potential for knowledge spillovers if they do move. To rationalize these facts, I build a theoretical framework emphasizing the effect of existing local connections to neighbouring inventors on relocation decisions. I introduce a novel stability concept, characterize stable networks, and show the extent to which movements may occur in cascades.
​
-
R&D collaboration networks with localized university spillovers.
​
I examine a model of innovation oligopoly in which technological spillovers are determined both by explicit links of collaboration between firms and by the choice of locating near a public research centre or staying in the periphery. The structure of the collaborations network is exogenous while location choice is endogenised. Following Ballester et al. (2006), for reasonably small network effects, I show that the level of output (R&D effort and quantities) is determined by the Bonacich centrality of firms. Moreover, I show that there is a cutoff value of centrality above which all firms move near the university, and a cutoff value of centrality below which firms always stay in the periphery. This allows for multiple equilibria when several firms’ centralities are contained between these two cutoff values, for which the strategic complementarities and substitutabilities of entry choices are explored. The effect of two public policy instruments is addressed, and shows that while only the degree distribution matters for standard subsidies, the assortativity of the network will matter if university spillovers are raised.