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Estimating the Costs of Issuer-Paid Credit Ratings

Review of Financial Studies 2013 26(9), 2229-2269
[We compare the stability and timeliness of credit ratings produced by a traditional issuer-paid rating agency (Moody's Investors Service) and a subscriber-paid rater (Rapid Ratings). Moody's ratings exhibit less volatility but are slower to identify default risk. We control for Moody's aversion to ratings volatility and still find its ratings lag Rapid Ratings'. More importantly, accuracy ratios indicate that Rapid Ratings provides a better ordinal ranking of credit risk. We quantify the loss avoidance associated with Rapid Ratings' signals to estimate costs associated with regulatory and contractual systems based on issuer-paid ratings.]

Does risk management matter? Evidence from the U.S. agricultural industry

Journal of Financial Economics 2013 109(2), 419-440
This article constructs triple-difference tests around shifts in the supply of risk management instruments available to agricultural producers to reveal a positive relation between risk management and productivity. This relation is more robust when producers adopt instruments with payoffs linked to group performance and weaker when payoffs are linked to individual performance. Additionally, productivity is particularly high among risk-managing producers in counties containing high levels of bank deposits, a proxy for access to finance. Overall, this article illuminates the relation between hedging and real firm outcomes as well as the interaction between access to finance and firms' risk management choices.

The value of access to finance: Evidence from M&As

Journal of Financial Economics 2019 131(1), 232-250
We examine synergies in mergers and acquisitions (M&As) generated by firms’ comparative advantages in access to bank finance. We find robust evidence that greater access to bank finance increases firms’ attractiveness as acquisition targets. Targets’ comparative advantage in bank finance improves bank credit supply and reduces financing costs for the merged firms. These effects are more pronounced for acquirers with greater frictions in accessing bank loans and acquirers with greater growth opportunities. Overall, this paper reveals that targets, not just acquirers, contribute to financial synergies in M&As.

Does access to external finance improve productivity? Evidence from a natural experiment

Journal of Financial Economics 2011 99(1), 184-203
We study the relation between access to finance and productivity. Our contribution to the literature is a clean identification of a causal effect of access to finance on productivity. Specifically, we exploit an exogenous shift in demand for a product to expose how producers adapt their productivity in the presence of varying levels of access to finance. We use a triple differences testing approach and find that production increases the most over the sample period in areas with relatively strong access to finance, even in comparison with a control group. This result is statistically significant and robust to a variety of controls, alternative variables, and tests. The causal effect of access to finance on productivity that we find speaks to the larger role of finance in economic growth.

Estimating the Costs of Issuer-Paid Credit Ratings

Review of Financial Studies 2013 26(9), 2229-2269
We compare the stability and timeliness of credit ratings produced by a traditional issuer-paid rating agency (Moody's Investors Service) and a subscriber-paid rater (Rapid Ratings). Moody's ratings exhibit less volatility but are slower to identify default risk. We control for Moody's aversion to ratings volatility and still find its ratings lag Rapid Ratings'. More importantly, accuracy ratios indicate that Rapid Ratings provides a better ordinal ranking of credit risk. We quantify the loss avoidance associated with Rapid Ratings'signals to estimate costs associated with regulatory and contractual systems based on issuer-paid ratings.

Rating Agency Fees: Pay to Play in Public Finance?

Review of Financial Studies 2023 36(5), 2004-2045
We examine the relationship between credit rating levels and rating agency fees in a public finance market in which rating agencies earn lower fees and face higher disclosure requirements relative to corporate bond and structured finance markets. Controlling for variation in the complexity of credit analysis at the issue level, we find evidence that rating agency conflicts of interest distort credit ratings in the municipal bond market. Unexpectedly expensive ratings are more likely downgraded, and inexpensive ratings are more likely upgraded. The relationship between credit ratings and rating agency fees is driven by issuers who lose access to AAA insurance.

Does banking competition affect innovation?

Journal of Financial Economics 2015 115(1), 189-209
We exploit the deregulation of interstate bank branching laws to test whether banking competition affects innovation. We find robust evidence that banking competition reduces state-level innovation by public corporations headquartered within deregulating states. Innovation increases among private firms that are dependent on external finance and that have limited access to credit from local banks. We argue that banking competition enables small, innovative firms to secure financing instead of being acquired by public corporations. Therefore, banking competition reduces the supply of innovative targets, which reduces the portion of state-level innovation attributable to public corporations. Overall, these results shed light on the real effects of banking competition and the determinants of innovation.

Credit Ratings and the Cost of Municipal Financing

Review of Financial Studies 2018 31(6), 2038-2079
A common belief held among researchers and policy makers is that regulatory reliance has inflated market demand for credit ratings, despite their decreasing informational value. Advances in information technology, coupled with reputation losses following the subprime crisis, renew the question of whether investors still rely on ratings to assess credit risk. Using Moody’s 2010 scale recalibration, which was unrelated to changing issuer fundamentals, we find that ratings still matter to investors and to issuers—apart from any regulatory implications. Our results commend improved disclosure to mitigate mechanistic reliance on ratings and inefficiencies due to rating standards that vary across asset classes. Received October 9, 2015; editorial decision June 7, 2017 by Editor Andrew Karolyi.

Credit Ratings Across Asset Classes: A Long-Term Perspective

Review of Finance 2017 21(2), 465-509 open access
We test whether ratings are comparable across asset classes. We examine default rates by initial rating, accuracy ratios, migration metrics, instantaneous upgrade and downgrade intensities, and rating changes over bonds’ lives in multivariate regressions. These approaches reveal substantial and persistent differences across broad asset classes, as well as across subcategories of structured finance products. Our results are best explained by variation in rating agency incentives and variation in underlying risk profiles. We conclude that regulations requiring ratings to perform comparably across asset classes will prove difficult to enforce. We advocate instead a regulatory framework that better distinguishes risks and incentives across asset classes.

Revolving doors on Wall Street

Journal of Financial Economics 2016 120(2), 400-419
Credit analysts often leave rating agencies to work at firms they rate. We use benchmark rating agencies as counterfactuals to measure rating inflation in a difference-in-differences framework and find that transitioning analysts award inflated ratings to their future employers before switching jobs. We find no evidence that analysts inflate ratings of other firms they rate. Market based measures of hiring firms' credit quality further indicate that transitioning analysts' inflated ratings become less informative. We conclude that conflicts of interest at the analyst level distort credit ratings. More broadly, our results shed light on the economic consequences of revolving doors.