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The real-time information content of macroeconomic news: implications for firm-level earnings expectations

Review of Accounting Studies 2018 23(1), 136-166 open access
This paper investigates the usefulness of the real-time macroeconomic news-flow as a leading indicator of firm-level end-of-quarter realized earnings. Using recent advances in macroeconomics, I develop a nowcasting model for quarterly earnings and provide two main findings. First, I show that my model provides out-of-sample expectations that are as accurate as analysts’ forecasts. Second, macroeconomic news embedded in my nowcasts is not fully incorporated into investors’ earnings expectations and predicts future abnormal returns around earnings announcements. These findings have three main implications for capital markets research. First, real-time macroeconomic news can be used to update earnings expectations in real-time. Second, there are economic benefits of doing so, as evidenced by the magnitude of risk-adjusted returns around earnings announcements. Third, after three decades of almost nonexistent research on time-series models for quarterly earnings, the door is open again for fruitful research in this area.

Why do critical audit matters lack teeth? Insights from auditors’ implementation experiences

Review of Accounting Studies 2026 31(2), 1481-1520 open access
The PCAOB adopted critical audit matters (CAMs) to meet public demand for informative audit disclosure, but stakeholders are concerned this goal has not been achieved. We explore this disconnect via interviews with 30 highly experienced auditors. We find that audit firms expended considerable resources to implement CAM best practices. However, overwhelming institutional pressure gave rise to informal rules of thumb that prioritize symbolic comfort over substantive change. The first is don’t be an outlier , so auditors defer to the national office to ensure conformity and avoid PCAOB scrutiny. The second is report the “right” number of CAMs by never reporting zero and reporting at least one recurring CAM. The third is avoid surprises by communicating with the client to ensure that CAMs do not contain original information and allowing management to preempt auditor disclosures. Collectively, these rules yield CAMs that comply with PCAOB standards but do not provide new information and instead maintain the status quo.

R&D budgets and corporate earnings targets

Journal of Corporate Finance 1998 4(2), 153-184
Unlike other investments in the U.S., research and development budgets are not depreciated but expensed. Thus, pre-tax reported earnings fluctuate dollar-for-dollar with changes in R&D budgets. Because executives know more about the firm than outsiders, they may adjust R&D budgets in order to manage accounting earnings and stock prices. Discretionary changes in R&D may also reflect managerial incentives, taxes, and free cash flow. We study a panel of 100 U.S. companies with large R&D budgets for the decade between 1977 and 1986. On average, R&D budget adjustments reduce the anticipated gap between analysts' earnings forecasts and reported income. In the cross-section of firms, more gap closure is associated with high trading volume and high business risk. Less earnings management occurs if the CEO and institutional investors own an important fraction of the shares.

Brand Equity, Earnings Management, and Financial Reporting Irregularities

The Review of Corporate Finance Studies 2021 10(2), 402-435
Owning valuable brands enhances the financial well-being of firms not only through increased revenues and profitability but also by mitigating agency problems, earnings management, and financial reporting irregularities. Firms with high brand equity are less likely to have income-inflating discretionary accruals, announce earnings restatements, or experience SEC investigations. Brand equity reduces the likelihood of manipulation through incentive and opportunity channels, which we capture in CEO characteristics and compensation, and corporate governance measures. Brand equity reduces the likelihood of financial reporting irregularities more for durable goods firms and firms with shorter-tenured CEOs, as the latter are most vulnerable to performance pressures. (JEL G31, G34, M31, M37, M41, M42) Received September 28, 2019; editorial decision May 27, 2020 by Editor Isil Erel.

The Role of Book Income, Web Traffic, and Supply and Demand in the Pricing of U.S. Internet Stocks

Review of Finance 2001 5(3), 295-317
In this paper I assess the degree of similarity in the cross-sectional pricing of Internet and non-Internet stocks during the tumultuous year of 2000. Despite large differences in their economic fundamentals, I find that the equity market values of Internet firms with immaterial web traffic, firms that are randomly selected, and firms that went public at the same time as Internet firms are similarly related to analysts' forecasts of earnings in 2001 and the long-term rate of growth in earnings. This is not the case for firms with intensive web traffic. I also find that at the peak of Internet prices in March 2000 the market rewarded losses of web-traffic-intensive firms but did not reward profits, while after the peak the market reversed its view, rewarding profits but not losses. Beyond earnings, web traffic is significantly positively priced both at and after the Internet peak. However, I find no evidence that two proxies for supply and demand forces – the degree of public float and short interest – are value-relevant for Internet firms. Overall, I argue that there are enough similarities in the cross-sectional pricing of Internet and non-Internet firms to make it unlikely that the pricing of Internet stocks during 2000 was entirely irrational. Moreover, any irrationality in the prices of Internet stocks cannot be linked to public float and short interest.

The effect of banking relationships on the future of financially distressed firms

Journal of Corporate Finance 2014 25, 403-418
In this study I empirically examine U.S. publicly traded firms to determine the impact of banking relationships on the future of financially distressed firms. Results demonstrate that obtaining a relationship-backed loan in the six months prior to distress identification significantly increases the probability of future firm emergence from distress. However, this effect decreases as the severity of firm distress increases. These results are robust to variations in banking relationship measures and to addressing endogeneity. This study provides evidence consistent with the value of lending relationships stemming from the ease of transmission of “soft” information within the lender's organization.