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IPOs with and without allocation discretion: Empirical evidence

Journal of Financial Intermediation 2011 20(4), 530-561
Bookbuilding, the dominant offering mechanism for IPOs, is controversial because of the power it gives underwriters over IPO allocations. Critics argue that allocations could be abused to generate kickbacks for underwriters while proponents hold that allocation power could improve pre-market price discovery. We examine underpricing, bidding, and allocations from two regimes in the Indian IPO market with varying underwriter allocation power. When underwriters control allocations, bookbuilding is associated with lesser underpricing, but the effect quickly dissipates when regulations withdraw allocation powers. Using proprietary datasets of IPO books in both regimes, we find that allocation powers are used quite extensively. Identical bids can receive significantly different allocations, which depend not only on the bid but also on the bidder identity. When allocation powers are withdrawn, we find evidence of bidder exit, new bidder entry, and altered bidding strategies with exit by both favored and unfavored bidders. Our evidence supports bookbuilding theories in which giving underwriters allocation powers assists in pre-market price discovery.

Hedging credit: Equity liquidity matters

Journal of Financial Intermediation 2009 18(1), 112-123
We theorize and confirm a new channel by means of which liquidity costs are embedded in CDS spreads. We show that credit default swap (CDS) spreads are directly related to equity market liquidity in the Merton [Merton, R.C., 1974. On the pricing of corporate debt: The risk structure of interest rates. J. Finance 29, 449–470] model via hedging. We confirm this relationship empirically using a sample of 1452 quarterly CDS spreads over 2001–2005. In the model, this relationship is monotone increasing when credit quality worsens. These results are robust to alternative measures of equity liquidity and other possible determinants of CDS spreads.

Participant reaction and the performance of funds offered by 401(k) plans

Journal of Financial Intermediation 2007 16(2), 249-271
This is the first study to examine both how well plan administrators select funds for 401(k) plans and how participants react to plan administrator decisions. We find that, on average, administrators select funds that outperform randomly selected funds of the same type although they do not outperform index funds of the same type. When administrators change offerings, they choose funds that did well in the past, but, after the change, added funds do no better than dropped funds. Plan participants in aggregate change their allocation decisions in a way that accentuates the changes in allocation caused by returns. The change in allocation due to the investment of new money and interfund transfers is about the same size, and in the same direction, as the change due to returns. Participant allocations in aggregate do no better than naïve allocation rules, such as equal investment in each offering.

Which investments do firms protect? Liquidity management and real adjustments when access to finance falls sharply

Journal of Financial Intermediation 2015 24(4), 441-465
We study how firms engaged in both R&D and fixed investment manage liquidity and adjust real investment during the recent financial crisis. Among firms with positive R&D expenditures, cuts to fixed investment in the crisis are typically far more severe than cuts to R&D. These firms allocate cash reserves to buffer R&D but do not use cash to protect fixed investment. Some firms appear to go so far as to allow the stock of fixed assets to fall to stabilize R&D. The use of cash holdings and fixed assets to protect R&D is particularly strong among firms most likely to face financing frictions at the start of the crisis. We only find evidence that firms use cash to buffer fixed investment when we expand the sample to include firms with no R&D spending to compete for funds. Our study provides direct evidence on the real effects of liquidity management, highlights a key benefit of precautionary cash reserves, and illustrates the adjustments firms make to navigate a financial crisis.

Do bank insiders impede equity issuances?

Journal of Financial Intermediation 2025 64, 101182 open access
We construct a novel panel of insider ownership for roughly 600 U.S. bank holding companies from 2003 to 2014 to test whether ownership structure shaped recapitalizations around the Global Financial Crisis (GFC). Insider ownership shows no discrete shift around the GFC. Using a difference-in-differences design with BHC and time fixed effects, we find that, after Q3 2008, banks with higher pre-crisis insider stakes issued significantly less common equity than otherwise similar peers. This effect is more pronounced where insiders enjoy greater private benefits of control, as proxied by insider lending and earnings opacity—consistent with dilution reluctance as the mechanism. The findings hold in propensity score matched regressions and when employing instrumental variables for insider ownership. These results reveal that ownership structure affects banks’ equity issuances in crises, underscoring the importance of accounting for ownership structure in bank stress tests and capital-regulation frameworks.

Polishing diamonds in the rough: The sources of syndicated venture performance

Journal of Financial Intermediation 2011 20(2), 199-230
Using an effort-sharing framework for VC syndicates, we assess how syndication impacts investment returns, chances of successful exit, and the time taken to exit. With data from 1980 to 2003, and applying apposite econometrics for endogeneity to these different performance measures, we are able to ascribe much of the better return to selection, with the value-addition by monitoring role significantly impacting the likelihood and time of exit. While the extant literature on Venture Capital (VC) syndication is divided about the relative importance of the “selection” and “value-add” hypotheses, we find that their roles are complementary.

Stock markets, credit markets, and technology-led growth

Journal of Financial Intermediation 2017 32, 45-59
The high-tech sector accounts for the majority of corporate innovation in modern economies. In a sample of 38 countries, we document a strong positive relation between the initial size of the country's high-tech sector and subsequent rates of GDP and total factor productivity growth. We also find a strong positive connection between a country's equity (but not credit) market development and the size of its high-tech sector. Our main difference-in-differences estimates show that better developed stock markets support faster growth of innovative-intensive, high-tech industries. The main channels for this effect are higher rates of productivity and faster growth in the number of new high-tech firms. Credit market development fosters growth in industries that rely on external finance for physical capital accumulation but is unimportant for growth in innovation-intensive industries. These findings show that stock markets and credit markets play important but distinct roles in supporting economic growth. Stock markets are uniquely suited for financing technology-led growth, a particularly important concern for advanced economies.

Did doubling reserve requirements cause the 1937–38 recession? New evidence on the impact of reserve requirements on bank reserve demand and lending

Journal of Financial Intermediation 2023 56, 101056
In 1936–37, the Federal Reserve doubled member banks’ reserve requirements. Friedman and Schwartz (1963) famously argued that the doubling increased reserve demand and forced the money supply to contract, which they argued caused the recession of 1937–38. Using a new database on individual banks, we find that higher reserve requirements did not generally increase banks’ reserve demand or contract lending because reserve requirements were not binding for most banks. Aggregate effects on credit supply from reserve requirement increases were therefore economically small and statistically zero.

Equity short selling and bond rating downgrades

Journal of Financial Intermediation 2015 24(1), 89-111
We examine whether short sellers identify firms that have significant changes in default likelihoods and credit rating downgrades. In the month before a rating downgrade, equity short interest is 40% higher than one year prior. Short sellers predict changes in default probabilities that lead to downgrades by focusing on firms with inaccurate or biased ratings. This strategy is profitable for short sellers primarily since downgrades are associated with significantly negative equity returns. Short sellers also facilitate price discovery by reducing abnormal stock returns following downgrades and by leading bond yield spreads.