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Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches

Review of Financial Studies 2009 22(1), 435-480
[In corporate finance and asset pricing empirical work, researchers are often confronted with panel data. In these data sets, the residuals may be correlated across firms or across time, and OLS standard errors can be biased. Historically, researchers in the two literatures have used different solutions to this problem. This paper examines the different methods used in the literature and explains when the different methods yield the same (and correct) standard errors and when they diverge. The intent is to provide intuition as to why the different approaches sometimes give different answers and give researchers guidance for their use.]

Investment and Capital Constraints: Repatriations Under the American Jobs Creation Act

Review of Financial Studies 2012 25(11), 3351-3388
[The American Jobs Creation Act (AJCA) significantly lowered U.S. firms' tax cost when accessing their unrepatriated foreign earnings. Using this temporary shock to the cost of internal financing, we examine the role of capital constraints in firms' investment decisions. Controlling for the capacity to repatriate foreign earnings under the AJCA, we find that a majority of the funds repatriated by capital-constrained firms were allocated to approved domestic investment. Although unconstrained firms account for a majority of repatriated funds, no increase in investment resulted. Contrary to other examinations of the AJCA, we find little change in leverage and equity payouts.]

Does the Source of Capital Affect Capital Structure?

Review of Financial Studies 2006 19(1), 45-79
Prior work on leverage implicitly assumes capital availability depends solely on firm characteristics. However, market frictions that make capital structure relevant may also be associated with a firm's source of capital. Examining this intuition, we find firms that have access to the public bond markets, as measured by having a debt rating, have significantly more leverage. Although firms with a rating are fundamentally different, these differences do not explain our findings. Even after controlling for firm characteristics that determine observed capital structure, and instrumenting for the possible endogeneity of having a rating, firms with access have 35% more debt.

Trade Credit: Theories and Evidence

Review of Financial Studies 1997 10(3), 661-691
Firms may be financed by their suppliers rather than by financial institutions. There are many theories of trade credit, but few comprehensive empirical tests. This article attempts to fill the gap. We focus on small firms whose access to capital markets may be limited and find evidence suggesting that firms use more trade credit when credit from financial institutions is unavailable. Suppliers lend to constrained firms because they have a comparative advantage in getting information about buyers, they can liquidate assets more efficiently, and they have an implicit equity stake in the firms. Finally, firms with better access to credit offer more trade credit.

Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches

Review of Financial Studies 2009 22(1), 435-480 open access
In both corporate finance and asset pricing empirical work, researchers are often confronted with panel data. In these data sets, the residuals may be correlated across firms and across time, and OLS standard errors can be biased. Historically, the two literatures have used different solutions to this problem. Corporate finance has relied on Rogers standard errors, while asset pricing has used the Fama-MacBeth procedure to estimate standard errors. This paper will examine the different methods used in the literature and explain when the different methods yield the same (and correct) standard errors and when they diverge. The intent is to provide intuition as to why the different approaches sometimes give different answers and thus give researchers guidance for their use.

The Benefits of Lending Relationships: Evidence From Small Business Data.

Journal of Finance 1994 49(1), 3-37
This paper empirically examines how ties between a firm and its creditors affect the availability and cost of funds to the firm. The authors analyze data collected in a survey of small firms by the Small Business Administration. The primary benefit of building close ties with an institutional creditor is that the availability of financing increases. The authors find smaller effects on the price of credit. Attempts to widen the circle of relationships by borrowing from multiple leaders increases the price and reduces the availability of credit. In sum, relationships are valuable and appear to operate more through quantities rather than prices.

Loans on sale: Credit market seasonality, borrower need, and lender rents

Journal of Financial Economics 2016 121(2), 300-326
The market for corporate credit is characterized by significant seasonal variation, both in interest rates and the volume of new lending. Firms borrowing from banks during seasonal “sales” in late spring and fall issue at 19 basis points cheaper than winter and summer borrowers. Issuers during cheap seasons appear to have less immediate needs, but are enticed by low rates to engage in precautionary borrowing. High-interest-rate periods capture borrowers with unanticipated, non-deferrable investment needs. Consistent with models of intertemporal price discrimination, seasonality is strongly associated with market concentration among a few large banks with repeated interactions.

Investment and Capital Constraints: Repatriations Under the American Jobs Creation Act

Review of Financial Studies 2012 25(11), 3351-3388
The American Jobs Creation Act (AJCA) significantly lowered U.S. firms' tax cost when accessing their unrepatriated foreign earnings. Using this temporary shock to the cost of internal financing, we examine the role of capital constraints in firms' investment decisions. Controlling for the capacity to repatriate foreign earnings under the AJCA, we find that a majority of the funds repatriated by capital-constrained firms were allocated to approved domestic investment. Although unconstrained firms account for a majority of repatriated funds, no increase in investment resulted. Contrary to other examinations of the AJCA, we find little change in leverage and equity payouts. The Author 2012. Published by Oxford University Press on behalf of The Society for Financial Studies. All rights reserved. For Permissions, please e-mail: [email protected]., Oxford University Press.

Posted versus effective spreads

Journal of Financial Economics 1994 35(3), 269-292
When trades are executed inside the posted bid-ask spread, the posted spread is no longer an accurate measure of transactions costs faced by investors. Using two samples of market orders, one based on orders submitted by retail brokers and one based on orders submitted electronically to the NYSE, we document a significant difference between the posted spread and the effective spread paid by investors. For most orders, the effective spread averages half the posted spread. In addition, when the posted spread widens, only 10 to 22% of the increase appears in the effective spread. These results have significant implications for any empirical work that uses the posted spread as a measure of the cost of trading. Our findings also document a significant difference in the expected execution price across exchanges. This finding is robust to controls for the type of order, and implies that U.S. equity markets are not completely integrated.