Working Papers

Market Reactions to Cryptocurrency Regulation: Risk, Return, and the Role of Enforcement Quality

Published:

(with D. Cumming, J. Fuchs)

Abstract: We explore the risk–return trade-off in international regulation of cryptocurrency markets using a unique sample of regulations implemented between July 2018 and April 2023. Various regulation types have reduced risk in cryptocurrency markets while having differential impacts on raw and risk-adjusted returns. Given the legal challenges for national jurisdictions in regulating international markets, we develop a digital asset regulatory strength index (DARSI) and study the impacts of national regulatory enforcement quality on the risk and return effects of cryptocurrency regulations. We find that strong enforcement quality, measured based on the strength of formal institutions, amplified the regulations’ intended effects. The amplification effect is more pronounced for regulations announced by a financial regulator and for more liquid tokens. Consistent with the view that normative compliance-seeking facilitates the adoption of norms, we also find that cultural uncertainty avoidance amplifies a regulation’s intended effects.

Financing Innovation: A Hurdle-Rate Theory of Inventive Procyclicality

Published:

Rej&R at Research Policy (with D. Audretsch, W. Drobetz, E.E. Ernst, S. Vismara)

→ Coverage: R&D Today

Abstract: Schumpeterian arguments of “creative destruction” predict that innovation is countercyclical. However, empirical findings demonstrate the contrary. We apply corporate finance principles to macro- and innovation economics and propose a “hurdle-rate theory of inventive procyclicality”. High-ERP periods stifle innovation because many R&D projects do not pass corporate budgeting decisions when discount rates are high. Consistent evidence suggests that the hurdle-rate effect is less pronounced in firms with financial slack, institutional ownership with long-term orientation, and weak product-market competition. In an attempt to reconcile the procyclical evidence with Schumpeter’s countercyclical theory, we show that firms engaging in exploratory search suffer less during high-ERP episodes than those focusing on exploitative search, and patents developed during high-ERP periods have a higher technological impact and receive significantly more forward citations. Finally, we exploit the staggered variation in state-level R&D tax credits in difference-in-differences analyses to establish a causal link between the ERP and patent value.

The Economic Costs of the Russia-Ukraine War: A Synthetic Control Study of (Lost) Entrepreneurship

Published:

R&R at Strategic Entrepreneurship Journal (with D. Audretsch, H. Motuzenko, S. Vismara)

→ Coverage: R&D Today, LSE Business Review, Vox Ukraine

Abstract: This synthetic control study quantifies the economic costs of the Russo-Ukrainian war in terms of foregone entrepreneurial activity in both countries since the invasion of Crimea in 2014. Relative to its synthetic counterfactual, Ukraine’s number of self-employed dropped by 675,000, corresponding to a relative loss of 20%. The number of Ukrainian SMEs temporarily dropped by 71,000 (14%) and recovered within five years of the conflict. In contrast, Russia had lost more than 1.4 million SMEs (42%) five years into the conflict. The disappearance of Russian SMEs is driven by both fewer new businesses created and more existing business closures.

Violent Conflict and (Necessity) Entrepreneurship: An Institutional and Socio-Cognitive Perspective

Published:

(with C. Fisch, M. Hirschman)

BCERC 2024 Best Paper Award on Entrepreneurial Purpose

Abstract: The role of violent conflict for entrepreneurial activity is relatively underexplored and controversial in the entrepreneurship literature. Drawing on institutional theory, a country’s level of conflict should reduce individuals’ propensities to engage in entrepreneurship and shift the relative share of activity from opportunity to necessity entrepreneurship. We confirm these predictions in a multilevel analysis of a longitudinal sample of 1.2 million individuals from 86 countries over the 2009–2017 period, whilst addressing endogeneity concerns associated with entrepreneurial selection. Our results draw a more nuanced picture of war’s entrepreneurial ramifications by unveiling heterogeneous treatment effects for opportunity and necessity entrepreneurship. Importantly, although violent conflict comes as an exogenous shock to individual entrepreneurs, individual entrepreneurs’ socio-cognitive traits determine their sensitivity to the institutional shock, with individuals’ perceived entrepreneurial network positions, entrepreneurial skills, and fear of failure emerging as strong moderatoring forces.

Cybercrime on the Ethereum Blockchain

Published:

R&R at Journal of Banking & Finance (with L. Hornuf, R. Nam, Y. Yuan)

→ Coverage: Decrypt, CoinTribune, Duke Law School
Best Paper Award: PDW for Financial Market Misconduct SI in the Journal of Banking and Finance

Abstract: We propose a taxonomy of cybercrime on the Ethereum blockchain and examine how cybercrime impacts victims’ risk-taking and returns. Our difference-in-differences analysis of a sample of victims and matched non-victims suggests that victims increase their long-term total risk-taking and earn lower risk-adjusted returns in the post-cybercrime period. Victims’ long-term total risk-taking increases because they increase diversifiable risk in the long term. The increased diversifiable risk correlates with victims’ withdrawal from altcoins after cybercrime. At the same time, the reduction in risk-adjusted returns correlates with increased trading activity and churn, due plausibly to managing cybercrime exposure. In the cross-section of Ethereum addresses, we show that the most-affluent victims take a systematic approach to restore their pre-cybercrime wealth level, while the least-affluent victims turn into gamblers. Finally, a parsimonious forensic model explains a good part of the addresses’ probability of being involved in cybercrime, both on the victim and the cybercriminal side.

Emotions in New Venture Teams: Affects as Signals, Emotional Diversity, and Valuation Effects in Initial Coin Offerings (ICOs)

Published:

Rej&R at Strategic Entrepreneurship Journal

Abstract: New Venture Teams’ (NVTs’) collective emotions impact startup valuations through their intensity and diversity. I identify NVTs’ affective traits with artificial emotional intelligence by tracking 2,520 individuals across 165 NVTs during their Initial Coin Offerings (ICOs). The level of NVTs’ negative affects correlates with lower valuations, while within-NVT emotional diversity has a value-increasing effect. Intuitively, negative affects are associated with traits that may be prejudicial in dynamic entrepreneurial markets, but could be valuable if balanced by opposite traits in emotionally diverse NVTs. Moderated mediation analyses suggest that NVT affects have pronounced direct valuation effects. Overall, I extend the focus of the affective entrepreneurship literature from the entrepreneur to the team level, introduce the concept of emotional diversity, and explore the role of emotions in entrepreneurial finance.

The Discount for Lack of Marketability in Private Investments in Public Equity

Published:

Work in progress (with A. Bernardo, I. Welch)

Abstract: Our paper estimates that shares in Private Investments in Public Equity (PIPEs) offered a discount of 3-4% for each year during which these shares could not be resold. Our estimates make use of the duration of the resale restriction and information about the effects of a regulatory change. In 2008, the SEC amended Rule~144 to shorten the default statutory holding period. Our estimates are smaller than previous estimates and robust to various controls and endogeneity concerns. The discount can be twice as large in offerings in which marketability is a greater concern.