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Do Investors Fully Understand the Seasonality in Accruals?

The Accounting Review 2026 101(1), 235-256 open access
ABSTRACT Seasonal fluctuations in a firm’s business activities can affect its balance sheet and give rise to seasonally predictable accruals. We find that seasonal patterns in accruals are associated with future stock returns. Specifically, we find that firms with historically lower (higher) accruals in a given fiscal quarter have higher (lower) stock returns in the months when those accruals are expected to be announced. Our results suggest that investors do not fully understand and price historical information on accruals seasonality. Additional analyses suggest that the emergence of this accruals seasonality anomaly is concentrated in the post-2001 period and driven by the effects of unsophisticated arbitrage against the accruals anomaly. JEL Classifications: G10; G12; G14.

Year-to-Year Adjustments of Performance Measure Weights: The Relevance of Prior Target Achievement

The Accounting Review 2026 open access
ABSTRACT We examine year-to-year adjustments of performance measure weights in managers’ incentive contracts. Using survey panel data on financial middle managers over four years, we document that higher target achievement on a given measure is associated with an increase in the measure’s relative weight for the subsequent year. We explore three potential explanations for this pattern: retention considerations, managerial influence, and gradual strategic shifts. Consistent with retention considerations, we find that shifts toward better performing measures are stronger for managers who outperform their peers and in firms facing greater labor market competition. Consistent with managerial influence, we find that shifts are also stronger for managers with greater influence on their incentives and in firms with lower incentive design transparency. We find, however, no support for the gradual strategy change explanation, as results do not show that shifts vary with managers’ involvement in strategic decision-making or subsequently observed strategy changes. Data Availability: The survey data used in this project are protected by a nondisclosure agreement. JEL Classifications: J33; M12; M40; M46.

Contractual Private Disclosures in Supply Chains and Managerial Learning from Financial Markets

The Accounting Review 2026
ABSTRACT I examine whether contracts that require customers to privately share with suppliers forecasts of their future demand for the supplier’s products (“demand forecast contracts,” or “DF contracts”) affect the supplier’s reliance on an alternative information source—stock prices—when making investment decisions. If suppliers find these forecasts a more direct signal of future demand than stock prices, they may reduce their reliance on stock prices to guide investments. Using hand-collected data, I find that suppliers’ investments become significantly less sensitive to stock prices after entering a DF contract for the first time. This effect is stronger when forecasts are more credible, demand more uncertain, and investments more irreversible. Supplier performance, measured by return on assets and cash flow from operations, improves post-DF. Overall, these findings suggest that when a relatively direct information source about future demand becomes available, managers reduce their reliance on stock prices in making real decisions. Data Availability: Data are available from public sources cited in the text. JEL Classifications: G10; G30; G31; L14; M40; M41.

Metering Problems and Resource Allocation

The Accounting Review 2026 101(4), 1-29
ABSTRACT Why do seemingly similar firms show such different productivity? We argue that unresolved measurement problems, i.e., the persistent incongruity between economic transactions and their accounting representation, affect resource allocation. Our metric quantifies technical accounting terminology in firm disclosures to capture these unresolved measurement problems, UMPs, using over 90,000 10-Ks. A one standard deviation increase in UMP is associated with lower capital investment (6 percent), R&D (5 percent), and hiring growth (30 percent). We also find a reduction in total factor productivity (5 percent) and Tobin’s q (4 percent). Further, CEO compensation sensitivity to accounting performance decreases with UMP, whereas stock-based sensitivity remains unaffected. Our inferences continue to hold when we use a Bartik instrument, which exploits differential exposure to GAAP changes to isolate accounting-driven variation from the firm’s underlying economics. The results suggest unresolved measurement problems are a significant friction in resource allocation. Data Availability: The UMP dataset is available upon request. Please contact the first author. JEL Classifications: D22; D23; D24; G12; J23; M40.

Differential Communication and Local Information Advantage: Revelations from Translation Differences

The Accounting Review 2026 101(4), 353-386 open access
ABSTRACT We develop an empirical proxy for companies’ differential communication to local and foreign investors using translation differences in public disclosure. We validate our proxy using a field experiment and then use this proxy to document that differential communication is associated with increases in information asymmetry between local and foreign investors. It is also linked to decreases in the relative information quality of foreign analysts, even when foreign demand for information is high and communication costs are low. These and a variety of supporting tests, including those using an alternative artificial intelligence (AI)-based measure of translation differences, suggest that firms engage in differential communication because of a preference for local investors and when responding to incentives to maximize stock price. This study highlights the role of differential communication as one driver of local information advantage in our setting. Data Availability: Most data are available from publicly available sources, as described in the paper. The field experiment data are available upon request. JEL Classifications: G15; G14; M40; M41; G30.

R&D Disclosure and Short-Term Investors: Evidence from Mandated Patent Disclosure

The Accounting Review 2026 101(4), 115-136
ABSTRACT We examine how the prospect of research and development (R&D) disclosure affects a firm’s institutional investor base. Difference-in-differences (DiD) regressions around the enactment of the American Inventors Protection Act (AIPA), which mandated the public disclosure of patent applications within 18 months of filing, show that short-term institutional investors increase their holdings before public information is released, whereas long-term investors do not adjust their positions. This anticipatory shift is consistent with theoretical predictions that expected disclosure strengthens short-horizon investors’ incentives to acquire and trade on private information. We further document that stock prices reflect more firm-specific information leading up to disclosure and that improved liquidity at disclosure enables short-term investors to partially unwind their positions. Our paper offers novel evidence on how increases in the expected likelihood of disclosure shape investor behavior and the composition of firms’ investor bases.

Income Tax Over-Withholding and Household Investment Decisions

The Accounting Review 2026 101(4), 137-167 open access
ABSTRACT Over three-quarters of U.S. taxpayers receive federal tax refunds, largely due to income tax over-withholding. This study explores how over-withholding impacts investments by comparing individuals’ investment behavior following wage receipts and tax refunds. We find a significantly higher marginal propensity to invest out of wages than refunds, suggesting that over-withholding, which alters the labeling and timing of income, meaningfully influences financial decision-making. Our cross-sectional analysis indicates that the differential investment rates are more pronounced for individuals with automatic investment setups and lower financial sophistication. The difference cannot be fully explained by alternative explanations such as lack of awareness, fixed dollar investment goals, timing differences between wages and refunds, uncertainty of refunds, transaction costs, or the perception of refunds as additional windfall income. Our findings underscore the importance of considering behavioral factors in the formulation of tax policies and contribute to the accounting literature that examines taxes and investment behavior.

Income Statement Expense Disaggregation

The Accounting Review 2026 101(3), 137-165 open access
ABSTRACT The FASB recently issued ASU 2024-03, which requires disaggregation of significant expenses, like cost of goods sold (COGS) and selling, general, and administrative (SG&A) expenses. Proponents argue disaggregation will improve decision usefulness, whereas opponents suggest the information will be costly and provide little value. We provide large-sample evidence on the pre-ASU state of expense disaggregation, analyze whether it appears to provide decision-useful information, and explore differences across disaggregation components. Our findings suggest that disaggregation is relatively common, increasing over time, and correlated with demand for disclosure, disclosure incentives, and firm economics. Further, our evidence is consistent with COGS, but not SG&A, disaggregation providing decision-useful information for investors and analysts, and these benefits accrue via improved processing of expense-related news. Overall, our evidence suggests that not all disaggregation is equal. We also identify novel, large-sample expense disaggregation measures for U.S. firms, which are likely useful for evaluating other implications of disaggregation. Data Availability: Data are available from the public sources cited in the text. JEL Classifications: G18; M41; M48.

Constructing Carbon Abatement Cost Curves

The Accounting Review 2026 101(3), 223-255 open access
ABSTRACT Companies across industries face increasing pressure to assess the costs of decarbonizing their operations. This paper develops a generic model for constructing abatement cost curves in connection with carbon dioxide emissions. The resulting abatement cost curves provide a planning tool for companies seeking to project their decarbonization pathways and to determine optimal abatement levels in response to environmental regulations such as carbon pricing. We calibrate our model in the context of European cement producers that are required to obtain emission permits under the European Emissions Trading System. We find that a price of €85 per ton of carbon dioxide, as observed on average in 2023, incentivizes firms to reduce their annual direct emissions by about one-third relative to the status quo. Yet, this incentive increases sharply when prices rise above the benchmark of €100 per ton of carbon dioxide. Data Availability: Data used in this study are referenced in the paper and the Appendix. Data underlying the plots are provided in a supplemental material file Constructing Abatement Cost Curves - Supplementary Data.xlsx. Additional information is available upon request to the first and third authors. JEL Classifications: M41; M48; Q54; Q56.

The 2003 U.S. Dividend Tax Cut, Small Business Loan Supply, and the Real Economy

The Accounting Review 2026 101(3), 377-411 open access
ABSTRACT This paper examines the credit supply-side effect of the U.S. 2003 dividend tax cut on the real economy through the banking sector. We show that C-corporation banks (treatment group), particularly those capital-constrained, increase the supply of small business loans more than S-subchapter banks (control group) following the tax cut, aligning with the old view of dividend taxation and the supply-side effect rooted in credit rationing. Such an enhanced small business loan supply stemming from the tax cut translates into real effects on the economy. We find that areas with a greater presence of C-corporation banks exhibit more small business formations, employment, and innovations. The positive real effects are concentrated in subsamples when business growth opportunities are more abundant or international trade exposures are higher. Overall, our findings add to the literature on the real effects of the tax cut by showing an important yet unexplored bank credit supply channel.