I am interested in academic research on labour, innovation and productivity, the energy transition, economic history, and political economy. I also publish analyses of the Canadian, American, and other economies aimed at policymakers and the wider public. These works are all listed below.
Publications
"Local Energy Access and Industry Specialization: Evidence from World War II Emergency Pipelines" Explorations in Economic History, Volume 97, July 2025 (with Gordon Hanson)
Coverage: NBER Digest
Ungated version: NBER Working Paper 33721
Replication data/code: ICPSR 224882
Abstract: How does improving access to the supply of energy affect regional specialization in manufacturing? We evaluate the long-run employment impacts of pipelines constructed by the U.S. government during World War II to transport oil and gas from the oil fields of the Southwest to wartime industrial producers in the Northeast. The pipelines were built rapidly to connect end points along a direct path that minimized use of scarce construction materials. Postwar they were converted to supply en route customers, giving counties close to the pipelines access to a cheap and plentiful source of energy. Between 1940 and 1950, counties with better access to pipeline gas had larger increases in their share of employment in energy-intensive industries. These impacts persisted to the mid-1980s for all energy-intensive industries and to the late 1990s for the subset of industries intensive in the direct use of electricity, despite the disruptive effects of the 1970s energy crisis. Our findings are relevant for understanding energy-related path dependence in local economic development patterns and how government intervention in energy markets affects industry location in the short and long run.
“The Global Distribution of Authorship in Economics Journals” World Development Volume 189, May 2025 (with Ernest Aigner and Dani Rodrik)
Ungated version: NBER Working Paper 29435
Abstract: We assemble a dataset of the universe of economics and business journal articles published since 1980 to assess differences in the levels and trends of the global distribution of authorship in economics journals and citations by country/region, quality of journal, and fields of specialization. We document striking imbalances. While Western and Northern European authors have made substantial gains, the representation of authors based in low-income countries remains extremely low − an order of magnitude lower than the weight of their countries or regions in the global economy. Fields such as international or development economics where global diversification may have been expected have not experienced much increase in developing country authorship. Developing country representation has risen fastest at journals ranked 100th or lower, while it has barely increased in journals ranked 25th or higher. Regression analyses suggest that articles by developing country authors are far less likely to be published in top journals even when holding constant article quality (as proxied by citation counts). Similar trends are observed in citation patterns, with articles by authors in the U.S. receiving far more citations, and those by authors in developing countries receiving fewer. These results are consistent with a general increase in the relative supply of research in the rest of the world. But they also indicate authors from developing countries remain excluded from the profession’s top-rated journals and that their research receives less attention from other economists.
"Building OptiPath: A Cloud-Based system for Optimal Route Calculation using ArcGIS Enterprise” ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume X-G-2025, July 2025 (with Haoyu Wang, Devika Jain, and Jeffrey Blossom)
Abstract: This research presents OptiPath, a system tailored for optimizing route planning within geospatial big data projects. By harnessing extensive raster data and leveraging cloud computing resources, OptiPath excels in spatial analysis and path optimization for complex geospatial applications. In a case study involving a historical U.S. pipeline project, OptiPath generated 8 optimal paths, each processing 2.50 GB of raster data in an average time of 10 minutes per path. Consequently, the system efficiently processed 20GB of raster data within 1.5 hours. OptiPath accurately computes optimized paths between specified origins and destinations based on user input, aligning closely with actual routes in a time and cost-effective manner. This system’s outstanding performance makes it a valuable asset for diverse and complex route planning projects. OptiPath operates on the New England Research Cloud (NERC), running on Esri’s ArcGIS Enterprise software. Beyond offering an effective, efficient routing solution, OptiPath underscores the immense potential of integrating cloud computing and ESRI’s big data tools for GIS applications.
"Matching Geographies and Job Skills in the Energy Transition" The Extractive Industries and Society, Volume 17, March 2024 (with Daniel Raimi)
Previous draft: Resources for the Future Working Paper 22-25
Coverage: Urban Institute
Abstract: The changing US energy system raises concerns of job losses among fossil fuel workers. Since these employment impacts vary considerably across the US, policies must be tailored to local contexts. We develop an analytical approach to help policymakers understand the localized opportunities and challenges that energy workers may face. We first estimate the exposure of local labor markets to job displacement in fossil fuel extraction, transportation, processing, and electricity industries. We then assess the extent to which the skill sets of fossil energy workers match similarly-paying jobs with high growth in their local labor markets. We document substantial differences across local labor markets in terms of fossil fuel workforce demographics, their current job skills, and how well these skills align with those for in-demand jobs over the coming decade. We find that other than most technical skills, skills important for fossil fuel jobs typically differ from those necessary for fast-growing occupations with similar levels of pay, many of which require extensive service-oriented and management skills. Our methodology and associated analytical tools can be readily used to provide locally tailored information about skills mismatches between the existing fossil energy workforce and in-demand sectors, suggesting areas where workforce development may bear the most fruit.
Revised version of MPP Thesis at Harvard Kennedy School, awarded the Harvard Environmental Economics Program Prize for the Best Paper by a Master’s Degree Student, Taubman Center Urban Prize for best paper on domestic urban issues in the US, and Harvard Kennedy School International and Global Affairs Award for Best Integration of Disparate Quantitative Data in a MPP thesis (previously titled “Spatial-Skills Mismatch in the Decarbonization Job Transition: A Framework for Policy Responses”)
“Productivity and Pay in the US and Canada” International Productivity Monitor, Number 41, Fall 2021 (with Lawrence Summers and Anna Stansbury)
Previous draft: NBER Working Paper 29548
Abstract: We study the productivity-pay relationship in the United States and Canada along two dimensions. The first is divergence: the degree to which productivity has grown faster than pay. The second is delinkage: the degree to which incremental increases in the rate of productivity growth translate into incremental increases in the rate of growth of pay, holding all else equal. In both countries there has been divergence: the pay of typical workers has grown substantially more slowly than average labour productivity over recent decades, driven by both rising labour income inequality and a declining labour share of income. Even as the levels of productivity and pay have grown further apart, however, we find evidence for a substantial degree of linkage between productivity growth and pay growth: in both countries, periods with faster productivity growth rates have been periods with faster rates of growth of the pay of average and typical workers, holding all else equal. This linkage appears somewhat stronger in the US than in Canada. Overall, our findings lead us to tentatively conclude that policies or trends which lead to incremental increases in productivity growth, particularly in large relatively closed economies like the USA, will tend to raise middle class incomes. At the same time, other factors orthogonal (i.e. statistically independent) to productivity growth have been driving productivity and typical pay further apart, emphasizing that much of the evolution in middle class living standards will depend on measures bearing on relative incomes.
Working Papers
"Did the 2022 global energy crisis accelerate the diffusion of low-carbon technologies?" World Bank Policy Research working paper no. WPS 10777, May 2024 (with Paulo Bastos, Katherine Stapleton, and Daria Taglioni).
Coverage: VoxEU
"Getting Workers 'On Board' with Automation: Evidence from Shipping Container Adoption" (Draft available upon request)
“Labour Strikes and Innovation in the Second Industrial Revolution” (Draft available upon request)
Awarded the Frank D. Lewis Memorial Prize in Economic History for best student paper presented at the 2022 Canadian Network for Economic History Conference
"Finding the Right Fit: What Jobs Offer a Good Match for Fossil Fuel Workers’ Skills?" Resources for the Future Working Paper 25-06, March 2025 (with Daniel Raimi)
Coverage: Inside Climate News
“Social Media and the Spread of Protests: Evidence from Facebook and the 2020 India Farmers Protests” (Draft available upon request)
“The Effect of Local Labour Market Conditions on Opioid-Related Medical Incidents in Ontario.” Presented at Canadian Economics Association Annual Meeting, 2018 (with Brennan Thompson). (Draft available upon request)
"Finding the Right Fit: What Jobs Offer a Good Match for Fossil Fuel Workers’ Skills?." Resources for the Future Working Paper 25-06, March 2025 (with Daniel Raimi)
Coverage: Inside Climate News
"How might generative AI impact the labour market?" Ex Aula Research Journal, St Edmund Hall, Oxford, 2024.
"Matching Geographies and Job Skills in the Energy Transition." Resources for the Future Working Paper 22-25, October 2022 (with Daniel Raimi)
Coverage: Urban Institute
“Recent trends and long-term challenges in Ontario’s labour market.” Ontario 360 Transition Briefings, 2022
“The Search for Stability: A Review of Worker Transitions.” American Enterprise Institute, 2021 (with David Deming, Rachel Lipson, Jerren Chang, Stephanie Nussbaum, and Mariano Parro)
“Visualizing the robustness of Canada’s labour market” Institute for Competitiveness & Prosperity Blog, 2019
“Strength in Numbers: Targeting Labour Force Participation to Improve Prosperity in Ontario.” Institute for Competitiveness & Prosperity Annual Report 16, 2017 (with Julia Hawthornthwaite, and Saad Usmani)
"How might generative AI impact the labour market?" Ex Aula Research Journal, St Edmund Hall, Oxford, 2024.
“Ontario Needs a Broader and Coordinated Approach to Innovation Policy.” Ontario 360 Transition Briefings, 2022
“Learning from the Past for Designing the Future of AI Global Governance.” University of Toronto Schwartz Reisman Institute for Technology and Society, 2020 (available upon request)
“Focus on commercialization to boost innovation in Ontario.” Ontario 360 Briefings, 2018 (with Jamison Steeve)
“The Final Leg: How Ontario Can Win the Innovation Race.” Institute for Competitiveness & Prosperity WP 31, 2018
“Fraunhofer institutes offer model for boosting commercialization in Ontario” Institute for Competitiveness & Prosperity Blog, 2018
“Ontario needs talent with diverse skills for innovation” Institute for Competitiveness & Prosperity Blog, 2017
“Government should close innovation gaps and redistribute gains” Institute for Competitiveness & Prosperity Blog, 2017
“Are Trends in Patenting Reflective of Innovative Activity in Canada?” CSLS Report, 2017 (with Erika Rodrigues)
"Finding the Right Fit: What Jobs Offer a Good Match for Fossil Fuel Workers’ Skills?." Resources for the Future Working Paper 25-06, March 2025 (with Daniel Raimi)
“The Search for Stability: A Review of Worker Transitions.” American Enterprise Institute, 2021 (with David Deming, Rachel Lipson, Jerren Chang, Stephanie Nussbaum, and Mariano Parro)
“Why are elementary school math scores declining in Ontario?” Institute for Competitiveness & Prosperity Blog, 2018
“Teaching for Tomorrow: Building the Necessary Skills Today.” Institute for Competitiveness & Prosperity WP 33, 2018 (with Margaret Campbell)
“The Gap Year: An Overview of the Issues.” Centre for the Study of Living Standards Research Report, 2017
Public Finance
“Ontario’s 2019 Budget: The impact is in the details” Institute for Competitiveness & Prosperity Blog, 2019
“Unfinished Business: Ontario since the Great Recession” Institute for Competitiveness & Prosperity Annual Report 17, 2018 (with Weseem Ahmed, Margaret Campbell, and Christopher Mack).
“Ontario Budget 2018: Investments in future productivity come with risk” Institute for Competitiveness & Prosperity Blog, 2018
Other
“Canada should tread carefully on ‘common ownership’ concerns” CD Howe Institute, 2019 (with Grant Bishop)
“What does the new USMCA trade deal mean for Ontario?” Institute for Competitiveness & Prosperity Blog, 2018
“Ontario’s housing crisis is riskier than you think” Institute for Competitiveness & Prosperity Blog, 2017
“A Threat to Competition That’s Easy to Criticize but Tough to Regulate.” Barron’s Magazine, 2019
“Success Breeds Inequality.” Harvard Business Review, 2019 (with Darren Karn)
“How Big a Problem Is It That a Few Shareholders Own Stock in So Many Competing Companies?” Harvard Business Review, 2019
Radio interview on Ontario's declining EQAO math scores, The Scott Radley Show on Global News 900 CHML (Hamilton, Ontario) (at 20 minute mark)