Hi! Iโm Jack Ma, a PhD candidate in Economics at Cornell University.
My research examines how climate change reshapes the microeconomy through its effects on firm productivity, market structure, and technological change. Working at the intersection of environmental economics, industrial organization, and innovation, I study how firms adapt to climate shocksโand what these responses imply for aggregate damages and policy design.
My job market paper, Extreme Heat and Directed Innovation, shows that extreme heat operates as a labor-biased productivity shock and induces capital-deepening, labor-saving innovation that mitigates 26 percent of aggregate productivity losses in European industrial sectors.
I am on the 2025โ2026 economics job market and will be at CICE (Shanghai) and ASSA (Philadelphia).
PhD in Economics, 2020-2026 (Expected)
Cornell University
BS in Economics and Statistics, 2016-2020
University of California, Los Angeles
Can economies innovate their way out of climate trouble? I provide the first systematic evidence outside agriculture that firms adapt to extreme heat through directed technological change. Linking firm-level data with patent records for nine EU countries (2000โ2020), I establish three findings. First, extreme heat operates as a labor-biased productivity shock: labor-intensive firms suffer disproportionate losses and cede market share to capital-intensive competitors. Second, firms respond by shifting production toward capital and redirecting innovation toward labor-saving technologies, with the strongest responses in labor-intensive industries facing the greatest heat exposure. Third, this endogenous innovation response has quantitatively meaningful consequences: labor-saving patents filed in response to heat attenuate aggregate productivity losses by 26 percent over the study period. These findings demonstrate that innovation is not merely a driver of growth but an active margin of climate adaptation.
Rising temperatures and increasingly frequent heatwaves are among the most prominent and well-documented manifestations of climate change. While recent studies show that extreme heat reduces firm productivity, the implications on market power remain largely unexplored, which represents an important research gap as shifts in market power can carry substantial welfare implications. Our study aims to fill this gap by examining the impact of temperature extremes on market power and the resulting welfare implications. Our empirical analysis draws on detailed firm-level balance sheet and geo-location data from ORBIS, combined with high-resolution weather information, covering 12 European countries from 2000 to 2020. We begin by analyzing how temperature extremes affect firm market shares and market concentration. The results provide strong and robust evidence that extreme heat increases local market concentration by shifting market share from smaller to larger firms. In addition, extreme heat reduces firm productivity while increasing the average markup. The effects are heterogeneous across firms: productivity losses are concentrated among small firms, whereas increases in markups are observed among large firms. To quantify the impact on welfare, we develop a stylized heterogeneous firm model ร la Melitz (2003), which explicitly incorporates the heterogeneous effects of climate shocks on firm productivity across different firm sizes. To capture how these heterogeneous impacts lead to market share reallocation and changes in firm markups, we adopt a variable elasticity of substitution (VES) framework which allows for endogenous markup following Atkeson and Burstein (2008). The quantification exercise shows that the climate change productivity shock we observed from 2000 to 2020 leads to a welfare loss equivalent to 0.124 percent of manufacturing sector GDP in Europe, with substantial variation across countries. More importantly, if we ignore the role of reallocation and variable demand elasticity, we can misstate the welfare cost of climate change.
Are we over-investing in climate mitigation technologies and under-investing in adaptation technologies?
TA: Fall 2021 (4.5/5), Fall 2022 (4.4/5)
TA: Spring 2023 (4.5/5), Spring 2024 (4.8/5)
TA: Spring 2022 (4.5/5), Spring 2023 (4.8/5)