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A Sequential Study of Migration and Job Search

Journal of Labor Economics 1987 5(4, Part 1), 452-476
"This paper designs a multiarmed bandit (MAB) sequential model for the analysis of the migration-job search process. The implications either are compatible with well-known migration behavior or, when novel, are also plausible. For example, regions with large wage variability attract migrants, and regions with large nonpecuniary returns increase both in migration and out migration. A major advantage of this approach is the relative ease with which martingale estimators can be derived from the martingale structure of the model. These martingale methods are exemplified for the return migration phenomenon."

Bank regulation, investment, and capital requirements under adverse selection

Review of Finance 2025 29(2), 415-465 open access
This article studies the optimal design of bank capital regulations when capital markets are subject to adverse selection. I show how the implementation of capital requirements can eliminate the information frictions that make raising capital costly by screening banks to reveal their private information to the market. The optimal regulations induce information revelation via recapitalization programs when the banking sector is weak and pool the banks’ private information via uniform capital requirements otherwise. Optimal capital requirements are linked to the securities issued to meet them, demonstrating potential welfare gains from incorporating more and less informationally sensitive securities into the design of capital regulations. Finally, the analysis generates insights into the joint design of equity capital requirements and additional tier 1 capital securities.

The Role of Learning in Dynamic Portfolio Decisions

Review of Finance 1998 1(3), 295-306 open access
This paper analyzes the effect of uncertainty about the mean return on the risky asset on the portfolio decisions of an investor who has a long investment horizon. Building on the earlier work of Detemple (1986), Dothan and Feldman (1986), and Gennotte (1986), it is shown that the possibility of future learning about the mean return on the risky asset induces the investor to take a larger or smaller position in the risky asset than she would if there were no learning, the direction of the effect depending on whether the investor is more or less risk tolerant than the logarithmic investor whose portfolio decisions are unaffected by the possibility of future learning. Numerical calculations show that uncertainty about the mean return on the market portfolio has a significant effect on the portfolio decision of an investor with a 20 year horizon if her assessment of the market risk premium is based solely on the Ibbotson and Sinquefield (1995) data.

Bank loan-loss provisioning, central bank rules vs. estimation: The case of Portugal

Journal of Financial Stability 2008 4(1), 1-22
A fair level of provisions on bad and doubtful loans is an essential input in mark-to-market accounting, and in the calculation of bank profitability, capital and solvency. Loan-loss provisioning is directly related to estimates of loan-loss given default (LGD). A literature on LGD on bank loans is developing but, surprisingly, it has not been exploited to address, at the micro level, the issue of provisioning at the time of default, and after the default date. For example, in Portugal, the central bank imposes a mandatory provisioning schedule based on the time period since a loan is declared ‘non-performing’. The dynamic schedule is ‘ad hoc’, not based on empirical studies. The purpose of the paper is to present an empirical methodology to calculate a fair level of loan-loss provisions, at the time of default and after the default date. To illustrate, a dynamic provisioning schedule is estimated with micro-data provided by a Portuguese bank on recoveries on non-performing loans. This schedule is then compared to the regulatory provisioning schedule imposed by the central bank.

Real Earnings Management in Sales

Journal of Accounting Research 2016 54(5), 1233-1266
We surveyed 1,638 sales executives across 40 countries regarding their companies’ likelihood of asking sales to perform real earnings management (REM) actions when earnings pressure exists. Using this information, which we refer to as companies’ REM propensities, we study how company characteristics and environmental conditions relate to the responses received. The use of cash-flow incentives for sales personnel and the distribution of interfunctional power in favor of finance rather than sales are both associated with companies’ REM propensities. In addition, we show that sales executives preemptively change their behaviors in anticipation of top management's REM requests. Sales executives working for public companies and companies in the United States reported higher levels of REM propensity. The data also support an association between REM propensity and finance–sales conflict. These findings and others are compared and contrasted with existing empirical and survey-based research on REM throughout the paper.

Clawback Provisions and Firm Risk

The Review of Corporate Finance Studies 2023 12(2), 191-239 open access
Many of the events that trigger clawback provisions are associated with risky corporate policies and variable performance outcomes. We propose and test the hypothesis that clawback provisions motivate managers to reduce firm risk. Panel ordinary least squares, general method of moments with instrumental variables, and propensity square matching models all indicate that clawback provisions decrease the volatility of stock returns. The channels that connect clawback presence to firm risk include more conservative investment and financial policies. The clawback-induced reduction in risk-taking appears to benefit shareholders on average. The gains from reduced risk-taking are larger for firms with fewer growth options, lower R&D, and prior wrongdoing.

Auditing versus monitoring and the role of commitment

Review of Accounting Studies 2023 28(2), 463-496 open access
This paper studies the effect of timing and commitment of verification in a principal-agent relationship with moral hazard. To acquire additional information about the agent’s behavior, the principal possesses a costly technology that produces a noisy signal about the agent’s effort choice. The precision of this signal is affected by the principal’s verification effort. Two verification procedures are discussed: monitoring where the principal verifies the agent’s behavior simultaneously with his effort choice and auditing where the principal can condition her verification effort on the realized outcome. As it is well known, the principal prefers to audit the agent’s behavior if she can commit to her verification effort at the time of contracting. The main contribution of this paper is to highlight the importance of commitment by the principal to her verification effort. In particular, I show that, when the principal cannot commit to her verification effort ex-ante, the principal strictly prefers monitoring to auditing if the gains from choosing high effort are sufficiently high.