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The Effects of Relative Performance Information and Work-Training Tradeoff on Employees’ Skill Development: An Experimental Investigation

The Accounting Review 2025 100(3), 35-58 open access
ABSTRACT Employees’ skill development is key to organizations’ competitiveness in a global, knowledge-based economy. Prior research in accounting, however, has mainly focused on motivating the provision of transitory effort. This study investigates how relative performance information (RPI) as a management control influences employees’ willingness to engage in skill development and whether the effect of RPI depends on whether employees face a tradeoff between training and current work performance. We predict and find that RPI increases the likelihood of taking training when a work-training tradeoff is absent but decreases it when a work-training tradeoff is present. We also predict and find RPI increases employee performance when a work-training tradeoff is absent and the effect is less positive (and directionally negative) when a work-training tradeoff is present. Our paper is an important first step in investigating how management controls interfere with employees’ investment in skill development and its tradeoff with transitory effort provision. Data Availability: Data are available upon request. JEL Classifications: M21; M41; M52.

A Measure of Financial Statement Benchmarking

The Accounting Review 2023 98(6), 253-281
ABSTRACT We propose a pairwise measure of financial statement benchmarking (FSB) that captures the degree of overlap in the financial statement line items reported by two firms. We validate FSB by showing its association with actual peer choices of analysts and corporate boards. We then test the practical implications of FSB in the context of strategic peer selection by these parties. We find that analyst (board) chosen peers with low pairwise FSB are more likely to be strategic selections and that the set of peers assembled by an analyst (board) collectively having low FSB is associated with more optimistic earnings forecasts (higher CEO overpay). We also demonstrate alternative applications of FSB by aggregating the pairwise measure at the firm level and decomposing it into finer financial statement-specific components. Our evidence suggests that FSB can be a relevant tool for those using benchmarking applications, including practitioners and academics. Data Availability: Data are available from sources identified in the paper. JEL Classifications: M41.

Firm-Specific Estimates of Differential Persistence and their Incremental Usefulness for Forecasting and Valuation

The Accounting Review 2016 91(3), 811-833
ABSTRACT Although the differential persistence of accruals and operating cash flows is a firm-specific phenomenon, research seeking to exploit the differential persistence of these earnings components typically employs cross-sectional forecasting models. We find that a model based on firm-specific estimates of the differential persistence of accruals and operating cash flows is incrementally useful for out-of-sample forecasting relative to state-of-the-art cross-sectional models. In doing so, we show that firm-specific estimates of differential persistence are particularly useful when forecasting earnings for more stable firms (e.g., more profitable, lower growth, and less levered firms). We also demonstrate that a trading strategy exploiting investors' fixation on earnings and based on firm-specific estimates of differential persistence earns statistically and economically significant excess returns that are incremental to those generated by trading strategies based on the size of accruals. These results suggest that firm-specific estimates of differential persistence are incrementally informative for forecasting and valuation. JEL Classifications: M41.

Ambulance Taxis: The Impact of Regulation and Litigation on Health-Care Fraud

Journal of Political Economy 2025 133(5), 1661-1702 open access
We study the effectiveness of pay-and-chase lawsuits and upfront regulations for combating health care fraud. Between 2003 and 2017, Medicare spent $7.7 billion on 37.5 million regularly scheduled ambulance rides for patients traveling to and from dialysis facilities even though many did not satisfy Medicare's criteria for receiving reimbursements. Using an identification strategy based on the staggered timing of regulations and lawsuits across the US, we find that adding a prior authorization requirement for ambulance reimbursements reduced spending much more than pursuing criminal and civil litigation did on their own. We find no evidence that prior authorization affected patients' health.

Do Environmental Markets Improve on Open Access? Evidence from California Groundwater Rights

Journal of Political Economy 2021 129(10), 2817-2860
Environmental markets are widely prescribed as an alternative to open access regimes for natural resources. We develop a model of dynamic groundwater extraction to demonstrate how a spatial regression discontinuity design that exploits a spatially incomplete market for groundwater rights recovers a lower bound on the market’s net benefit. We apply this estimator to a major aquifer in water-scarce southern California and find that a groundwater market generated substantial net benefits, as capitalized in land values. Heterogeneity analyses point to gains arising in part from rights trading, enabling more efficient water use across sectors. Additional findings suggest that the market increased groundwater levels.

Is Fraud Contagious? Coworker Influence on Misconduct by Financial Advisors

Journal of Finance 2018 73(3), 1417-1450 open access
ABSTRACT Using a novel data set of U.S. financial advisors that includes individuals' employment histories and misconduct records, we show that coworkers influence an individual's propensity to commit financial misconduct. We identify coworkers' effect on misconduct using changes in coworkers caused by mergers of financial advisory firms. The tests include merger‐firm fixed effects to exploit the variation in changes to coworkers across branches of the same firm. The probability of an advisor committing misconduct increases if his new coworkers, encountered in the merger, have a history of misconduct. This effect is stronger between demographically similar coworkers.

Short‐Selling Risk

Journal of Finance 2018 73(2), 755-786
ABSTRACT Short sellers face unique risks, such as the risk that stock loans become expensive and the risk that stock loans are recalled. We show that short‐selling risk affects prices among the cross‐section of stocks. Stocks with more short‐selling risk have lower returns, less price efficiency, and less short selling.

Financing Innovation and Growth: Cash Flow, External Equity, and the 1990s R&D Boom

Journal of Finance 2009 64(1), 151-185
ABSTRACT The financing of R&D provides a potentially important channel to link finance and economic growth, but there is no direct evidence that financial effects are large enough to impact aggregate R&D. U.S. firms finance R&D from volatile sources: cash flow and stock issues. We estimate dynamic R&D models for high‐tech firms and find significant effects of cash flow and external equity for young, but not mature, firms. The financial coefficients for young firms are large enough that finance supply shifts can explain most of the dramatic 1990s R&D boom, which implies a significant connection between finance, innovation, and growth.

Vote Trading and Information Aggregation

Journal of Finance 2007 62(6), 2897-2929
ABSTRACT The standard analysis of corporate governance assumes that shareholders vote in ratios that firms choose, such as one share‐one vote. However, if the cost of unbundling and trading votes is sufficiently low, then shareholders choose the ratios. We document an active market for votes within the U.S. equity loan market, where the average vote sells for zero. We hypothesize that asymmetric information motivates the vote trade and find support in the cross section. More trading occurs for higher‐spread and worse‐performing firms, especially when voting is close. Vote trading corresponds to support for shareholder proposals and opposition to management proposals.