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Consolidating Product Lines via Mergers and Acquisitions: Evidence From the USPTO Trademark Data

Journal of Financial and Quantitative Analysis 2022 57(8), 2968-2992 open access
Using a new trademark-based product market competition measure and a novel trademark-merger data set over the period 1983–2016, we show that companies facing greater product market competition are more likely to be acquirers. We further show that postmerger, compared to their nonacquiring peers, acquirers consolidate their product offerings by discontinuing more existing product lines and developing fewer new product lines. Using a quasi-experiment based on bids withdrawn due to exogenous reasons helps us establish the causal effect of deal completion on product-market consolidation. We conclude that acquisitions create product market synergies by cutting overlapping product offerings to achieve cost efficiency.

Cash Holdings, Capital Structure, and Financing Risk

Journal of Financial and Quantitative Analysis 2022 57(2), 790-824
This article quantifies a new motive of holding cash through the channel of financing risk. We show that if access to future credit is risky, firms may issue long-term debt now and save funds in cash to secure the current credit capacity for the future. We structurally estimate the model and find that this motive explains approximately 24% to 30% of cash holdings in the data. Counterfactual experiments indicate that the value of holding cash is approximately 8% of shareholder value.

Do Alpha Males Deliver Alpha? Facial Width-to-Height Ratio and Hedge Funds

Journal of Financial and Quantitative Analysis 2022 57(5), 1727-1770 open access
An abundance of evidence relates facial width-to-height ratio (fWHR) to masculine behaviors in males. We show that hedge funds operated by high-fWHR managers underperform those operated by low-fWHR managers, bear greater downside risk, are more susceptible to fire sales, and fail more often. High-fWHR managers compensate for their underperformance by marketing their funds more aggressively, thereby garnering higher flows and fee revenues. By exploiting major personal events that shape testosterone, namely marriage and fatherhood, we trace the biological mechanism underlying the relation between fWHR and investment performance to circulating testosterone. Our findings are robust and extend to equity mutual funds.

The Capital Structure Puzzle: What Are We Missing?

Journal of Financial and Quantitative Analysis 2022 57(2), 413-454 open access
An important piece of the capital structure puzzle has been missing, and it is not a contracting friction. It is recognition that managers do not have sufficient knowledge to optimize capital structure with any real precision. The literature critique in this paper i) identifies the conceptual sources of the main empirical failures of the leading models of capital structure and ii) shows how those failures can be repaired by taking into account imperfect managerial knowledge and several other factors. The analysis yields a compact set of principles for thinking about capital structure in an empirically supported way.

Proactive Capital Structure Adjustments: Evidence from Corporate Filings

Journal of Financial and Quantitative Analysis 2022 57(1), 31-66
We use new hand-collected data from corporate filings to study the drivers of corporate capital structure adjustment. Classifying firms by their adjustment frequencies, we reveal previously unknown patterns in their reasons for financing and the financial instruments used. Some are consistent with existing theory, whereas others are understudied. Many leverage changes are outside of the firm’s control (e.g., executive option exercise) or incur negligible adjustment costs (e.g., credit-line usage). This implies a lower frequency of proactive leverage adjustments than indicated by prior research using accounting data, suggesting that costs of adjustment are higher, or the benefits lower, than previously thought.

Private Funds for Ordinary People: Fees, Flows, and Performance

Journal of Financial and Quantitative Analysis 2022 57(8), 3252-3280 open access
We study private funds available to retail investors of modest wealth. Our sample covers unlisted real estate investment trusts (REITs) for superior cash flow and fee data. Fee structures are skewed toward performance-insensitive components of the compensation contract, particularly front-end loads. The average unlisted REIT underperforms the listed benchmark by 6.5% per year, 5% of which is attributable to fees. Unlisted REITs underperform institutional-grade private equity real estate funds. Fees paid to investment advisors also explain fundraising success, while past performance does not. The underperformance is consistent with the consequences of managerial conflicts of interest, inadequate governance mechanisms, opaque disclosure, and poor investment advice.

Competition and R&D Financing: Evidence From the Biopharmaceutical Industry

Journal of Financial and Quantitative Analysis 2022 57(5), 1885-1928 open access
The interaction between product market competition, R&D investment, and the financing choices of R&D-intensive firms on the development of innovative products is only partially understood. We hypothesize that as competition increases, R&D-intensive firms will: i) increase R&D investment relative to existing assets in place; ii) carry more cash; and iii) maintain less net debt. Using the Hatch–Waxman Act as an exogenous shock to competition, we provide causal evidence supporting these hypotheses through a differences-in-differences analysis that exploits differences between the biopharma industry and other industries, and heterogeneity within the biopharma industry. We also explore how these changes affect innovative output.

Naïve Style-Level Feedback Trading in Passive Funds

Journal of Financial and Quantitative Analysis 2022 57(3), 1083-1114
Passive exchange-traded funds (ETFs) are ideally suited to style-level feedback trading because of their high liquidity, ease of short selling, and pure play on investment styles. I find strong evidence of short-term style-momentum trading in ETFs. Institutional investors that use ETFs do not act as arbitrageurs by trading against style momentum. Institutions, especially less sophisticated ones, are themselves style-momentum traders. Moreover, recent style-level demand predicts style-level return reversals. These findings suggest that uninformed positive feedback trading by less sophisticated market participants can destabilize financial markets in the short run.

Finance in the New U.S. Economy: Local Finance and Service Job Growth in the Post-industrial Economy

Journal of Financial and Quantitative Analysis 2022 57(5), 1987-2021
I examine whether local bank finance facilitated the transition to a service-based economy in the U.S. I identify a causal role for local finance in service job creation. I use county-level changes to alcohol laws as demand shocks to service employers across a subsample of U.S. counties. Counties with more local finance experience more service job creation. This leads to labor market transitions that reflect shifts in the broader economy. Information asymmetry and collateral constraints connect local finance to service sector employment. The findings identify a unique role for local finance in the evolution to a postindustrial service-based economy.

The Digital Credit Divide: Marketplace Lending and Entrepreneurship

Journal of Financial and Quantitative Analysis 2022 57(7), 2659-2692 open access
We conjecture that marketplace lending provokes an increase in the quantity of entrepreneurship, particularly in more regionally disadvantaged areas, albeit at lower average quality. Using a fuzzy regression discontinuity design that exploits exogenous variation in borrowers’ access to marketplace loans along U.S. state borders, we estimate a 10% increase in marketplace lending causes a 0.44% increase in business establishments per capita. The effects are more pronounced for less experienced entrepreneurs, for small and less profitable firms, firms more dependent upon external finance, in industries with lower sunk costs of entry, and for low-income regions with inferior access to financial institutions.