New Working Papers
Auto Finance in the Electric Vehicle Transition (with Elizabeth Klee and Chaehee Shin)
Abstract: Financing cost differentials tilt the calculus for households toward electric vehicles (EVs). Previous research shows that incentives and costs of owning and operating EVs---for example, tax incentives and maintenance costs---influence consumer decisions to transition from traditional cars to EVs. We show that auto finance---auto loans and the auto ABS that pool those loans---is also a key channel to support the transition. We use 85 million monthly observations on auto loans backing publicly-placed auto ABS to show three things. After controlling for borrower risk characteristics, auto loans backing EVs default 30 percent less in percentage change terms relative to combustion engine vehicles. The pricing market seems to know this; EVs have, on average, 2 percentage point lower interest rates than combustion vehicles, equivalent to a $2,000 lower price on the vehicle. Part of the lower default rate is attributable to insulation from gasoline price shocks: a one standard deviation increase in gas prices results in 1 percentage point lower default rate for EV borrowers relative to combustion engine borrowers. These lower default rates are reflected in higher initial prices for auto ABS, although the pass-through is incomplete for lower-rated tranches.
Abstract: Climate-induced industrial transformations should cause sectors to undergo competitive market sorting into those optimally positioned to remain in the status quo economy and those optimally undertaking transition opportunities. Drawing inspiration from Roy (1951) – where the best fishers focus on fishing, and the best hunters focus on hunting – we define climate postures as the focus of firm climate efforts, where those in the status quo economy focus on costs, and those undertaking opportunities focus on transition. We identify the existence of climate postures in the industrial base sectors by inferring signals from managers’ manual editing of ESG data and the accompanying market reaction. We find priced evidence for both optimal status quo and transition opportunity firms in both energy and industrials/basic materials sectors. The sorting following the signal of a climate posture towards transition opportunities yields a 2.7% excess two-week return for European energy companies and a 1.5% return for industrials in North America. Our design also identifies across-sector market penalties in signals of climate costs.
What Sustainability Skills do Corporations Value: Evidence from and for Management Hiring (with Katherine Baird)
Abstract: Using survey data from the 2023 ‘Sustainability Industry and Career Skills Survey’ administered by the UC Berkeley Haas School of Business, our paper’s revealed preference approach looks at how corporate leaders and recruiters today view sustainability skills in the spirit of corporate value creation and transitions for value-relevant needs. We find that most firms are immediately hiring for sustainability skills, especially in Strategy, Communications, Reporting, Finance, Operations, and Data Analysis, but not equally across disciplines. We thus reject a value irrelevance and a holistic integration theory, instead supporting deeper integration for some disciplines. We also find that reporting as an accounting discipline stands out with its integration trending toward deeper integration in all corporations. Finally, we debunk the Centralized Sustainability Offices theory that sustainability functions are most valued in a silo organizational design; instead, sustainability offices are part of integrating sustainability skills throughout disciplines. Our conclusions point to opportunities and mandates for higher education institutions to further develop sustainability training in advanced management education courses within disciplines and in executive offerings toward existing talent upskilling
Abstract: The provision of venture debt financing to growth-oriented startups which are backed by venture capital (VC) equity has been a bit of a puzzle given the lack of positive cash flows or traditional collateral of such startups. This short paper lays out the hurdles for debt to overcome to be a viable source of finance and casts the three types of venture debt – patent loans, venture leverage, and bridge loans – as solutions to such hurdles, casting the literature in terms of financial innovation. Finally, the paper addresses the risks implied by venture debt and discusses whether the demise of Silicon Valley Bank speaks to whether innovation ecosystem risk transmutes to the financial system through debt and the extent to which innovation ecosystem risk remains unstudied.
When cryptomining comes to town: High electricity-use spillovers to the local economy (with Matteo Benetton and Giovanni Compiani)
Abstract: Cryptomining, the clearing of cryptocurrency transactions, uses large quantities of electricity. We document that cryptominers' use of local electricity implies higher electricity prices for existing small businesses and households. Studying the electricity market in Upstate NY and using the Bitcoin price as an exogenous shifter of the part of the supply curve faced by the community, we estimate the electricity demand functions for small businesses and households. Based on our estimates, we calculate counterfactual electricity bills, finding that small businesses and households paid an extra $92 million and $204 million annually in Upstate NY because of increased electricity consumption from cryptominers. Local governments in Upstate NY realize more business taxes, but this only offsets a small portion of the costs from higher community electricity bills. Using data on China, where electricity prices are fixed, we find that rationing of electricity in cities with cryptomining entrants deteriorates wages and investments, consistent with crowding-out effects on the local economy. Our results point to a yet-unstudied negative spillover from technology processing to local communities, which would need to be considered against welfare benefits.
Publications
Small Business Survival Capabilities and Policy Effectiveness: Evidence from Oakland [with Robert Bartlett]
Journal of Financial and Quantitative Analysis, Special Issue on COVID ResearchOutrage and Compensation in Public Pension Performance (with Alexander Dyck and Paulo Manoel) . Online appendix.
Review of Financial Studies.How Pervasive is Corporate Fraud? (with Alexander Dyck and Luigi Zingales)
WSJ article covering this paper.
Review of Accounting StudiesWhat Explains Differences in Finance Research Productivity During the Pandemic? (with Brad M. Barber, Wei Jiang, Manju Puri, Heather Tookes, and Ingrid M. Werner)
Journal of FinanceConsumer Lending Discrimination in the FinTech Era (with Robert Bartlett, Richard Stanton, and Nancy Wallace
Journal of Financial Economics
Winner, FMA-Wine Country Conference, Best Paper, 2019Algorithmic Accountability: A Legal and Economic Framework (with Robert Bartlett, Richard Stanton, and Nancy Wallace) Berkeley Technology Law Journal
Impact Investing (with Brad Barber and Ayako Yasuda), Journal of Financial Economics, 2021, Vol. 139 (1): p. 162-185
Winner, Moskowitz Prize 2016Discrimination (with Karen Pence), Palgrave-MacMillan Handbook of Technological Finance
Asset Managers: Factor Investing and Performance (with Joseph Gerakos and Juhani Linnainmaa), Journal of Finance
Stock Returns over the FOMC Cycle (with Anna Cieslak and Annette Vissing-Jorgensen), Journal of Finance, 2019, Vol 74 (5), p. 2201-2248
Winner, Best Paper, Sonoran Finance Conference 2015
WSJ article covering this paper.Executive Lawyers: Gatekeepers or Strategic Officers (with Wei Wang and Serena Wu), Journal of Law and Economics, 2016, Vol 59, p. 847-888
Winner, Best Paper, China International Conference in Finance 2015
Data on Executive Lawyers & General CounselTrickle-Down Consumption (with Marianne Bertrand), Review of Economics and Statistics, 2016, Vol. 98 (5), p. 863-879.
Economist article covering this paper. (Also see media tab)Measuring Income Tax Evasion using Bank Credit: Evidence from Greece (with Nikolaos Artavanis and Margarita Tsoutsoura), Quarterly Journal of Economics, 2016, Vol. 131(2), p. 739-798.
Winner, WFA/WRDS Prize for Best Empirical Finance Paper 2013
Economist article covering this paper. (Also see media tab to the left.)Peer-to-Peer Crowdfunding: Information and the Potential for Disruption in Consumer Lending?,
Annual Review of Financial Economics, 2015, Vol. 7, p. 463-482.Compensation Rigging by Powerful CEOs: A Reply and Cross-Sectional Evidence (with Vikram Nanda and Amit Seru), Critical Finance Review, 2013, Vol. 3 (1).
Information Disclosure, Cognitive Biases and Payday Borrowing (with Marianne Bertrand), Journal of Finance, December 2011, 66(6), pp. 1865-1893. Lead Article.
Brattle Prize Winner for best paper in corporate finance in the Journal of Finance, 2012.
State of Texas implementation of disclosure rules with our design
Province of Ontario implementation of disclosure rules with our designPayday Lenders: Heroes or Villains? Journal of Financial Economics, October 2011, 102(1), pp. 28-44.
Are Incentive Contracts Rigged by Powerful CEOs? (with Vikram Nanda and Amit Seru), Journal of Finance, October 2011, 66(5), pp. 1779-1821.
Data: Power Measures for CompaniesDiscussion of 'Financially Fragile Households' by A. Lusardi & P. Tufano, Brookings Papers on Economic Activity, Spring 2011
Who Blows the Whistle on Corporate Fraud? (with Alexander Dyck and Luigi Zingales), Journal of Finance, December 2010, 65(6), pp. 2213-2253.
See Section 922 of the Dodd-Frank Act for implementation of our main finding
concerning whistleblowing and money incentives here.
Data: Summaries of [Alleged] Corporate Fraud Cases and Cases & DatesAre Elite Universities Losing Their Competitive Edge? (with E. Han Kim and Luigi Zingales), Journal of Financial Economics, September 2009, 93(3), pp. 353-381. Lead Article.
2nd Prize Winner of the Jensen Prize for the best paper in corporate finance
and organizations for the Journal of Financial Economics, 2009Patriotism in Your Portfolio? (with Sophie Shive), Journal of Financial Markets, May 2010, 14(2), pp. 411-440
What do High-Interest Borrowers do with their Tax Rebates? (with Marianne Bertrand), American Economic Review Papers & Procedings, May 2009, 99(2), pp. 418-429
What Has Mattered To Economics Since 1970? (with E. Han Kim and Luigi Zingales) Journal of Economic Perspectives, 2006, Vol. 20(4), p. 189-202.
Older Working Papers
The Leveraging of Silicon Valley (with Jesse Davis and Xinxin Wang).
Sovereign Wealth Fund Portfolios? (with Alexander Dyck)