Skip to main content

Research

My research is in empirical macroeconomics, with a focus on innovation, finance, and macro policy. Current projects study financial conditions and green R&D, macroeconomic policy during structural change, the aggregate effects of venture capital, and the long-run effects of government spending in the UK.

Offshore wind turbine above cloud cover
Featured research Working paper 2026
Innovation Finance Climate transition

Financial Conditions and Green Innovation

With Luca Fornaro, Veronica Guerrieri, and Lucrezia Reichlin

This project studies how tighter financial conditions affect specialist green innovators and shape climate-relevant R&D across heterogeneous firms.

Abstract

This paper studies how financial conditions affect research and development (R&D) by firms specialized in green innovation. Using U.S. patent data matched with Compustat, we identify “green innovators” as firms with a high cumulative share of green patents. Although they account for a small share of total green patenting, these firms occupy central positions in the green-innovation ecosystem. Estimating firm-level impulse responses to exogenous changes in broad financial conditions, we find that tightening has a disproportionately large and persistent negative effect on the R&D of specialized green innovators. In contrast, R&D by diversified innovators and non-innovators responds only weakly. Green innovators are younger, smaller, and more dependent on external finance, suggesting that financial tightening introduces a systematic bias against upstream green technological development.

Green landscape photograph
Work in progress
Macro policy Climate transition Structural change

Macroeconomic Policy and the Green Transition

With Luca Fornaro, Veronica Guerrieri, and Lucrezia Reichlin

This project develops a fiscal and monetary policy framework for studying structural change, with an application to the green transition. It asks how policy should support reallocation and innovation while managing the macroeconomic trade-offs associated with decarbonisation.

Photograph associated with venture capital project
Work in progress
Venture capital Innovation

The Macroeconomic Effects of Venture Capital

This solo project studies the aggregate macroeconomic effects of venture capital utilising granular variation in VC deployment across large investors.

Historical image associated with defence production
Work in progress
Fiscal policy Economic history

Defence Spending in the United Kingdom

Joint work in progress on the long-run macroeconomic effects of government spending in the UK.