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Brokers and Finders in Startup Offerings

Journal of Financial and Quantitative Analysis 2025 60(2), 658-694 open access
This study analyzes Form D filings to understand brokered startup offerings. About 60% of brokers are FINRA-registered; the rest, “finders,” are not. Startups with fewer seasoned investors and more local brokers tend to use brokers. Venture capital firms rarely join brokered offerings, but non-accredited investors do, especially offerings with finders. Overall, brokers aid in raising capital. Yet, startups using finders often fail to exit successfully and close following funding. This implies finders might be directing funds from non-accredited investors to lower-quality startups. Brokers help startups raise money without VC support, but the effectiveness of this capital allocation is unclear.

Stakeholder Value: A Convenient Excuse for Underperforming Managers?

Journal of Financial and Quantitative Analysis 2025 60(1), 135-168
Firms falling short of earnings expectations are more likely to cite stakeholder-focused objectives in their public communications following earnings announcements. This behavior is consistent with managers preferring to be evaluated by subjective stakeholder-based performance criteria when falling short on objective shareholder-based measures. This increased use of stakeholder language is most evident among firms narrowly missing earnings estimates and appears unrelated to a firm’s actual environmental, social, and governance (ESG)-related activity. Stakeholder language appears to influence the evaluation of CEOs; turnover–performance sensitivity is lower for managers citing stakeholder value. Collectively, our findings are consistent with concerns that stakeholder objectives reduce managerial accountability for poor performance.

How Does Labor Mobility Affect Corporate Leverage and Investment?

Journal of Financial and Quantitative Analysis 2025 60(3), 1146-1184 open access
I develop a dynamic model to investigate how labor mobility impacts firms’ decisions. In the model, firms make investment and financing decisions, hire labor with different skill and mobility levels, and set wages through bargaining. The model predicts that, in response to an increase in labor mobility, high-skill firms operate with lower financial leverage, become less responsive to investment opportunities, and invest at lower rates, while low-skill firms remain unaffected. I confirm these predictions in the data using shocks to workers’ mobility across firms. The results are useful in understanding the effects of labor mobility changes driven by government policies or technological shocks, such as the rise of remote work.

Securities Lending and Trading by Active and Passive Funds

Journal of Financial and Quantitative Analysis 2025 60(3), 1272-1309 open access
U.S. mutual funds in the securities lending market extract information from stock borrowing. Active funds exploit this information, rebalancing away from borrowed stocks whose prices tend to decrease, whereas passive funds do not. Information spillovers within fund families are stronger when the lender is a passive fund and when the family is more cooperative (less competitive). Active funds trade more aggressively on stocks with more negative future returns, suggesting that they are able to identify informed borrowing. Finally, passive funds charge higher lending fees than active funds, consistent with short sellers paying a premium to lower recall risk.

The Corporate Investment Benefits of Mutual Fund Dual Holdings

Journal of Financial and Quantitative Analysis 2025 60(2), 734-770 open access
Mutual fund families increasingly hold bonds and stocks from the same firm. We present evidence that dual ownership allows firms to increase valuable investments and refinance by issuing bonds with lower yields and fewer restrictive covenants, especially when firms face financial distress. Dual holders also prevent overinvestment by firms with entrenched managers. Overall, our results suggest that mutual fund families internalize the agency conflicts of their portfolio companies, highlighting the positive governance externalities of intra-family cooperation.

Judge Ideology and Opportunistic Insider Trading

Journal of Financial and Quantitative Analysis 2025 60(4), 1656-1685 open access
Although federal judges are the ultimate arbiters of insider trading enforcement, the role of their political ideology in insider trading is unclear. Using the partisanship of judges’ nominating presidents to measure judge ideology, we first document that liberal judges are associated with heavier penalties in insider trading lawsuits than conservative judges. Next, we find that firms located in circuits with more liberal judges have fewer opportunistic insider sales. Cross-sectional analyses show that this deterrent effect is stronger when managers face a higher risk of insider trading lawsuits. Finally, we find that the Securities and Exchange Commission considers judges’ ideology when selecting litigation forums.

Information Spillover and Corporate Policies: The Case of Listed Options

Journal of Financial and Quantitative Analysis 2025 60(1), 447-481 open access
Information production associated with derivatives markets is not a sideshow; rather, it has significantly positive spillover effects on an array of corporate decisions of underlying firms. Using a regression-discontinuity design based on exogenous variation in options availability as an instrument for changes in the information environment, we show that options introductions have causal effects on corporate policies on both sides of the balance sheet. Through improved information efficiency, options availability reduces the need for debt and payout, increases efficient investment, and yields superior innovation. We conduct two independent experiments demonstrating that our instrument’s impact is not derived from alternative channels.

Predatory Lending and Hidden Risks

Journal of Financial and Quantitative Analysis 2025 60(5), 2526-2554 open access
We study a specific practice of predatory lending: Borrowers being rejected and approved in rapid succession by the same lender. We show that in such cases borrower and contract characteristics and ex post performance are consistent with predatory steering. Steered borrowers are associated with groups with lower financial sophistication. They are more likely to enter non-amortizing contracts with high profit margins that are quickly securitized. Steered borrowers default less in boom years when refinancing is easy. However, their performance deteriorates sharply once falling prices trap them in contracts with rising payments, reflecting the long-term costs of predatory lending.

Managerial Response to Shareholder Empowerment: Evidence from Majority-Voting Legislation Changes

Journal of Financial and Quantitative Analysis 2025 60(5), 2500-2525 open access
We study how managers react to shareholder empowerment that makes votes on shareholder proposals binding. We empirically exploit staggered legislative changes that introduce such empowerment for proposals regarding majority voting in director elections. We find that managers become more responsive to shareholder requirements by initiating majority voting through either management proposals or governance guidelines. This early action crowds out shareholder proposals. Further results suggest compromised implementation: Managers adopt provisions that give them greater control over the channel of implementation and allow them to retain directors who fail in elections. Our results suggest that managers retain substantial discretion to modulate shareholder requirements. This article was partially completed when Wu was at Fudan University. Any errors are attributable solely to the authors.

Borrowing Stigma and Lender of Last Resort Policies

Journal of Financial and Quantitative Analysis 2025 60(1), 374-405
How should the lender of last resort provide liquidity to banks during periods of financial distress? During the 2008–2010 crisis, banks avoided borrowing from the Fed’s long-standing discount window but actively participated in its special monetary program, the Term Auction Facility, although both programs had the same borrowing requirements. Using an adverse selection model with endogenous borrowing decisions, we explain why the two programs suffer from different stigma costs and how the introduction of TAF incentivized banks’ borrowing. We discuss the empirical relevance of the model’s predictions. [Banks] deliberately did not ask for the liquidity they needed for fear of damaging their reputation—the ‘stigma’ problem… I do not think we were conscious of this before the crisis started and I do not think central banks have a convincing answer to it… This is, I think, still a challenge in how to manage the process of central bank provision of liquidity support. This is one of the big intellectual issues that has not been fully resolved. (Governor Mervyn King, Bank of England (2016)) For various reasons, including the competitive format of the auctions, [Term Auction Facility] has not suffered the stigma of conventional discount window lending and has proved effective for injecting liquidity into the financial system… Another possible reason that [Term Auction Facility] has not suffered from stigma is that auctions are not settled for several days, which signals to the market that auction participants do not face an immediate shortage of funds. (Ben Bernanke, testimony to U.S. House of Representatives (2010))