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Identification and generalizability in accounting research: A discussion of Christensen, Floyd, Liu, and Maffett (2017)

Journal of Accounting and Economics 2017 64(2-3), 305-312
Christensen et al. (2017) provide evidence that the dissemination of mine safety information in SEC filings has real effects on mine safety. We discuss the extent to which Christensen et al.’s results generalize to a research question that we consider of broader interest to accounting researchers, specifically where and when mandated disclosure in SEC filings can increase the dissemination of information. We also discuss identification of causal effects and generalizability concerns more broadly in the context of large sample studies and quasi-natural experiments, as well as potential ways authors might address these concerns in accounting research.

Measuring innovation and navigating its unique information issues: A review of the accounting literature on innovation

Journal of Accounting and Economics 2024 78(2-3), 101720
We review the accounting literature on innovation, focusing on the economic attributes of innovation that collectively differentiate innovation from other assets: novelty, nonrivalry, and partial excludability. These attributes help innovation drive economic growth but create unique information-based challenges that accounting information and researchers are well suited to address. We discuss the definition and measurement of innovation and highlight common mistakes researchers make when measuring innovation and when using sources of plausibly exogenous variation. We then review the accounting literatures on the disclosure, management, financial reporting, taxation, and contracting and financing of innovation. For each of these literatures we identify challenges and opportunities for future research.

Deterrent Disclosure

The Accounting Review 2021 96(5), 291-315
We examine how product market competition affects the disclosure of innovation. Theory posits that product market competition can cause firms to increase their disclosure of innovation to deter product market competitors. Consistent with this reasoning, we find that patent applicants in more competitive industries voluntarily accelerate their patent disclosures, which are credibly disclosed via the United States Patent and Trademark Office. Our inferences are robust to using changes in industry-level import tariffs as sources of plausibly exogenous variation in product market competition in difference-in-differences designs. Consistent with patent disclosure deterring product market competitors, we find that timelier patent disclosures are more strongly associated with declines in the similarity of competitors' products than are less timely patent disclosures. In total, our results suggest that product market competition increases patent disclosure timeliness, which is consistent with firms using the disclosure of innovation to deter product market competition.

Measuring firm exposure to government agencies

Journal of Accounting and Economics 2025 79(1), 101703
We use textual analysis of mandatory accounting filings to develop firm-level, time-varying measures of exposure to individual government agencies including the Securities Exchange Commission (SEC) and Internal Revenue Service (IRS). The measures vary predictably across industries and with agency-specific events such as the Sarbanes Oxley Act at the SEC and budget cuts at the IRS. The measures positively relate to undisclosed agency investigations and financial statement downloads. Firms' total exposure across government agencies negatively relates to their profitability, consistent with exposure to government agencies imposing net costs. Consistent with a causal interpretation of these results, the positive stock market reaction to the surprise election of Donald Trump, who promised to reduce the power of government agencies, positively varies with firms' exposure to government agencies. As initial applications of our measures, we demonstrate that expanded SEC oversight increases firms' stock liquidity and reduced IRS oversight decreases firms’ effective tax rates.

Accounting quality and the transmission of monetary policy

Journal of Accounting and Economics 2019 68(2-3), 101265
We examine how firms' accounting quality affects their reaction to monetary policy. The balance sheet channel of monetary policy predicts that the quality of firms' accounting reports plays a role in transmitting monetary policy by affecting information asymmetries between firms and capital providers. Consistent with this prediction, we find that accounting quality moderates firms' equity market response and future investment sensitivity to unexpected changes in monetary policy. Moreover, the former relation is amplified for firms with more growth opportunities and more financial constraints, further consistent with accounting quality moderating the transmission of monetary policy.

Strategic reactions in corporate tax planning

Journal of Accounting and Economics 2019 68(1), 101232
We find that firms’ tax planning exhibits strategic reactions: firms respond to changes in their industry-competitors’ tax planning by changing their own tax planning in the same direction. We document evidence of these strategic reactions in two distinct research settings that entail an exogenous increase and decrease in competitors’ tax planning. We also find evidence that strategic reactions stem from concerns about appearing more tax aggressive than industry competitors, some evidence that they stem from firms learning from the tax planning of their industry competitors, and no consistent evidence that they stem from leader-follower dynamics.

The effect of patent disclosure quality on innovation

Journal of Accounting and Economics 2024 77(2-3), 101647
The patent system grants inventors temporary monopoly rights in exchange for a public disclosure detailing their innovation. These disclosures are meant to allow others to recreate and build on the patented innovation. We examine how the quality of these disclosures affects follow-on innovation. We use the plausibly exogenous assignment to patent applications of examiners who differ in their enforcement of disclosure requirements as a source of variation in disclosure quality. We find that some examiners are significantly more lenient with respect to patent disclosure quality requirements, and that patents granted by these examiners include significantly lower-quality disclosures and generate significantly less follow-on innovation. Overall, our evidence suggests that high-quality patent disclosures create knowledge spillovers that spur follow-on innovation.

Tax Competition and Employment

The Accounting Review 2023 98(5), 267-296
We examine how exposure to international tax competition affects domestic firms’ employment. Consistent with prior work, we find evidence that reductions in foreign tax rates affect the domestic competitive environment via increases in import competition and investment in foreign-owned subsidiaries. We posit that these changes in the domestic competitive environment can cause managers to reduce their firms’ employment levels. Consistent with our expectation, we find that relative decreases in foreign tax rates negatively affect total labor compensation at domestic firms ex ante exposed to import competition and competition from foreign-owned peers. The effect of exposure to tax competition is greater for firms more exposed to product-market competition and those that are less able to expand investment without also increasing employment levels. Taken together, our results suggest that foreign tax rate changes can affect managers’ domestic employment decisions by changing the domestic competitive environment.

Contracting with Controllable Risk

The Accounting Review 2022 97(4), 27-50
We examine how executives' ability to control their firms' exposure to risk affects the design of their incentive-compensation contracts. Our natural experimental evidence shows that exchange-traded weather derivatives allow executives to control their firms' exposure to weather risk. Once these derivatives became available, those executives who use them to hedge experience relative reductions in their total compensation and equity incentives. The decline in compensation is consistent with a reduction in the risk premium that executives receive for exposure to weather risk. The decline in equity incentives is consistent with the relation between risk and incentives shifting in a complementary direction when executives can better control their firms' exposure to risk. Collectively, our findings provide evidence that executives' ability to control their firms' exposure and, by extension, their own to an important source of risk influences the design of their incentive-compensation contracts.

Private Information Acquisition via Freedom of Information Act Requests Made to the Securities and Exchange Commission

The Accounting Review 2023 98(3), 229-255
There is limited evidence about when, why, and which individuals incur costs to acquire nonpublic information about a firm, largely due to the difficulty of observing private information acquisition. To overcome this difficulty, we obtain data on Freedom of Information Act (FOIA) requests submitted to the Securities and Exchange Commission (SEC). We predict and find that perceived information asymmetry between managers and outsiders resulting from both proprietary and agency costs triggers FOIA search. We categorize organizations making FOIA requests using their business descriptions and find that many, including law and intellectual property firms, are not expressly interested in obtaining information for near-term equity trading. Instead, their search activity relates to determinants beyond financial characteristics, including patent litigation and executive turnover. Taken together, we provide evidence on private information search by a relatively unexamined set of organizations and shed new light on the function of the SEC’s Office of FOIA Services.