Knowledge that Transforms

The ability to develop bots to automate tasks and processes using robotic process automation (RPA) is receiving significant attention in accounting. Auditors often struggle to know what tasks to automate and how to prioritize bot development. Drawing upon socio‐technical systems (STS) theory and using a design science methodology, we develop and validate a three‐step evaluation framework to assist auditors as they decide what activities to automate. We validate this framework using interviews, surveys of experienced internal and external auditors, and two case studies. By developing and validating our framework through the lens of STS theory, we also provide several insights that help explain the mixed findings in prior research regarding the effectiveness and adoption of emerging technologies in audit. The implications of our study yield many opportunities for future research in the areas of RPA and emerging technologies in audit.

This study examines whether credit default swap (CDS) trading initiation can serve as a disciplining mechanism for leading credit rating agencies. Specifically, we investigate whether rating agencies improve their rating quality when an alternative source of credit risk information from CDS threatens to expose inaccuracies in their ratings. Understanding potential drivers of credit rating quality is important given the prominence of credit rating agencies as debt market gatekeepers and perceptions that the agencies have underperformed in providing high‐quality credit risk assessments in recent decades. We hypothesize and find that the initiation of CDS trading improves the accuracy of issuer‐paid credit ratings. This evidence is robust to a number of sensitivity tests including alternative ways of measuring rating accuracy and correction for selection bias. We also find that the timeliness of credit ratings, watch list, and outlook placements improves post‐initiation—particularly for negative shocks to credit risk. This study contributes to the credit rating literature by documenting that CDS trading can help discipline rating agencies. It also contributes to the literature studying the implications of the CDS market.

This study examines the effect of regulatory approval on a firm's voluntary product‐level disclosures. We focus on the US biotechnology industry, a setting that allows direct observation of whether firms disclose more information as products proceed through well‐defined—though successively more complex and costly—regulatory hurdles. Consistent with predictions motivated by biotech firms' need to repeatedly raise capital, we find that firms disclose more as their products move to later stages in the development process, both when the products receive regulatory approvals as well as when they receive regulatory denials. In addition, these findings are consistent across phases of development as well as product disclosure categories and are accentuated for firms without internal sources of capital (i.e., lacking product revenue). Collectively, these findings reveal that biotechnology firms respond to the considerable incentives to provide enhanced product disclosure and thus facilitate their ongoing need for capital to proceed through subsequent stages of product development.

After restating their financial statements, companies may voluntarily restate their previously issued internal control (IC) reports for the financial statement (FS) misstatement periods, changing them from “effective” to “ineffective.” This paper examines the determinants and consequences of IC restatements, which have been of concern to financial statement users. When announcing these IC restatements, companies often provide a detailed explanation of the IC problems and a discussion of their plans to remediate these problems. We find that companies with less severe IC problems that can be remediated more quickly are more likely to restate their IC reports. Moreover, these results are driven by companies with a higher need for external financing, suggesting that IC restaters voluntarily restate their IC reports in order to inform investors about their less severe IC material weaknesses and their plans to improve IC quality. Finally, we find that, relative to other FS restatement companies, IC restaters have a lower likelihood of CFO turnover and auditor resignation following the FS restatement. Taken together, our results suggest that voluntary IC restatements are used by IC restaters as a means to separate themselves from other FS restatement companies with more severe control problems and slower remediation plans. Our findings also indicate that studies investigating IC quality and related disclosures need to distinguish between IC restaters and other FS restatement companies because of the different characteristics and consequences between the two groups.

We examine whether management faultlines (i.e., dissimilar groupings among executives) are related to management forecast processes and outcomes. Management faultlines are formed based on the simultaneous alignment of senior executives' demographic characteristics (e.g., an MBA background, elite school education, gender, board experience, age, or tenure). We argue that management faultlines impede information sharing, create conflicts, and divert managerial attention away from common‐goal tasks. We hypothesize and find that management faultlines are associated with lower management forecast quality. Furthermore, the faultline effect is more pronounced when forecasting difficulty is high. In contrast, the faultline effect is mitigated when a firm nurtures a supportive and diverse workplace. In addition, we find that management forecast propensity and frequency are negatively associated with management faultlines. Overall, our findings suggest that management faultlines compromise management forecast processes and outcomes. In particular, since faultlines can arise as a company diversifies, boards should be aware of these unintended consequences and how they can be mitigated.

Many studies use GAAP effective tax rates (ETRs) as a proxy for tax avoidance and assume that very low (high) ETRs represent the greatest (least) tax avoidance, yet ETRs can be affected by items unrelated to tax avoidance. Despite awareness of the potential limitations of ETRs versus other factors as a measure of tax avoidance, the literature lacks consistent evidence on the extent to which ETRs capture tax avoidance. We take a step toward filling this void using income tax footnote disclosures from 2008 through 2016 to investigate how well ETRs versus other factors capture cross‐sectional differences in tax avoidance. We document that ETRs below 5% and above 40% are significantly influenced by items largely unrelated to tax avoidance, such as valuation allowances and goodwill impairments. Truncating ETRs at zero and one, controlling for standard determinants of tax avoidance, and using industry‐size‐adjusted ETRs or multiyear GAAP ETRs do not eliminate the clustering of factors largely unrelated to tax avoidance in the tails of the ETR distribution. Cash ETRs attenuate but do not eliminate this clustering. Researchers can use ETR rate reconciliation data to construct an adjusted ETR that removes the influence of factors largely unrelated to tax avoidance. Our findings inform researchers about factors largely unrelated to tax avoidance that drive significant deviations in ETRs from the statutory tax rate. This is of increasing importance as the number of studies examining the consequences of very high and very low ETRs grows.

Trading volume is increasingly shifting to dark venues, and the causes of this move are not well understood. We examine whether a firm's reporting opacity affects its dark pool trading and provide robust evidence that (partly) explains this volume migration. Exploiting the exogenous variation in home‐country reporting opacity in a sample of American Depositary Receipts (ADRs) and using multiple metrics for reporting opacity, we find that greater opacity associates with increased dark pool trading. This relation holds after controlling for firms' information environments, country‐specific governance issues, observable differences between ADRs and other securities that trade in dark pools (matched sample analysis), volume migration to dark pools during earnings announcements, informed trading in lit versus dark venues, ADR levels, IFRS reporting requirements, and the possible endogenous determination of home‐country reporting opacity and dark pool volume. The positive relation is stronger for ADRs held by (quasi‐indexing) institutions with low turnover and diversified holdings and weaker for ADRs favored by (transient) institutions that trade frequently and (dedicated) institutions that hold concentrated portfolios. Bid‐ask spreads are greater for higher opacity ADRs that trade in dark pools, indicating that reporting opacity is associated with the negative effect of dark pool trading on market quality. Our findings help inform the current debate on off‐exchange trading by showing how reporting regimes affect the trading venue choice.

This paper examines the relation between the dispersion in pay‐performance sensitivities (PPS) among top management team (TMT) members and earnings quality. Prior research suggests that the PPS from executives' equity compensation induce earnings manipulation incentives. Most of this research, however, focuses on the PPS of individual executives, even though the financial reporting process requires the coordination among a broad range of executives. Focusing on the dispersion in PPS among TMTs, we develop a model that shows that, due to the coordination incentives embedded in compensation arrangements, managers with more closely aligned PPS will be more willing to work together to manipulate earnings as the rewards are shared more evenly among them. We empirically test the implications from our model and find a positive relation between PPS dispersion and earnings quality. We further find that the stock price reaction to firms' reported earnings relates to the earnings manipulation incentives based on PPS dispersion. Our results suggest that differences in PPS among TMT members hamper the coordination necessary to manipulate earnings and that investors are aware of this impact. Our study has important implications related to compensation‐related disclosures (e.g., those under section 953a of the Dodd‐Frank Act of 2010) and their potential impact on investors' understanding of earnings quality.

Economists broadly agree that the economic burden of corporate taxes is not entirely borne by shareholders but also borne in part by employees and consumers. We examine corporate tax avoidance in a setting where shareholders do not bear the entire economic burden of the corporate tax. We show that the relation between corporate tax incidence and corporate tax avoidance depends on the elasticity of labor supply, the productivity of capital relative to labor, and the tax deductibility of labor and capital. These forces operate through two channels ( firm scale and input mix ), making the actual association between tax avoidance and incidence an empirical question. We find that firms whose shareholders bear less of the economic burden of corporate taxes engage in less avoidance. Our findings suggest that maximizing after‐tax profits might entail less tax avoidance if shareholders do not entirely bear the corporate tax burden. In particular, when the incidence of the corporate tax falls on the firm, firms avoid more taxes. This tendency is stronger if firms use a higher level of capital input, if the deductibility of the cost of capital investment is limited, if firms have high capital productivity, or if tax enforcement is strong.

Does personal litigation risk for independent directors materially affect firm valuation, compensation‐related issues for independent directors, and board composition decisions? We use the unexpected In re Investors Bancorp decision in 2017 by the Delaware Supreme Court, which lowered the liability threshold only for directors in derivative litigation over their own equity grants and increased their future litigation risk, to examine these issues. Understanding changes in independent director litigation risk is important because such changes may affect directors' willingness or ability to serve on boards and advise executives. Consistent with our predictions, investors and firms reacted to the decision. First, Delaware firms experienced significant negative short‐window returns, concentrated in high‐litigation‐risk firms where equity compensation is most important. Second, Delaware firms responded by increasing the use of director compensation caps, highlighting that they did not pay excessive amounts. Third, Delaware firms with higher abnormal director compensation decreased director compensation, while those with lower abnormal director compensation did not. Finally, Delaware firms added higher‐quality directors to the compensation committee, consistent with concerns about heightened litigation risk for those positions. Notably, these new, higher‐quality directors did not accept lower pay, unlike holdover directors who previously served on the committee. Overall, results are consistent with director litigation concerns having a significant effect on shareholder value and firm and director behavior.