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The future performance implications of Non-GAAP firms’ investments

Journal of Accounting and Economics 2025 79(2-3), 101760
We investigate whether consistent non-GAAP reporting is associated with investment efficiency. Prior research finds a positive association between non-GAAP reporting and investment levels, concluding that it represents overinvestment. We corroborate this positive association, but additional tests are not consistent with the conclusion of inefficient overinvestment. Specifically, we explore the relation between investment and future cash flows as a proxy for the realization of investments in positive net present value projects. We find that the investments of firms that consistently report non-GAAP metrics are associated with similar or higher future cash flows than the investments of firms reporting only GAAP earnings, which is consistent with efficient investment. We observe similar associations in multiple specifications, performance horizons, and outcome variables, including future returns and earnings. Given the prevalence of non-GAAP reporting and the SEC's ongoing concern with the consequences of non-GAAP disclosure, our analyses offer timely evidence relevant to this important discussion.

Explaining accruals quality over time

Journal of Accounting and Economics 2023 76(1), 101575
We provide evidence that accruals quality in the U.S. has generally improved since 2000, following a decade of decline during the 1990s. Our results indicate that both the initial decline in accruals quality and the subsequent reversal can be explained by an inverse relation with operating cash flow volatility. Moreover, even though patterns of cash flow volatility and accruals quality vary in different regions of the world and relative to the U.S., we find evidence of an inverse relation between accruals quality and cash flow volatility globally. We corroborate our main results in a battery of additional tests, which also indicate that our results are not attributable to other explanations. Overall, our evidence challenges conventional wisdom and suggests that concerns about a sustained decline in accruals quality over time are unwarranted.

Data visualization in 10-K filings

Journal of Accounting and Economics 2024 77(2-3), 101631
The Securities and Exchange Commission encourages the presentation of information or data in graphical form to improve users' ability to understand financial disclosures. We find a dramatic increase in the disclosure of both qualitative and quantitative infographics in 10-K filings over time and substantial cross-sectional variation in firms' choices regarding image types, data content, and the placement of infographics within 10-Ks. We provide evidence on factors associated with firms’ use of infographics and explore the persistence with which they are disclosed over time. Finally, we investigate the relation between the use of infographics and uncertainty in capital markets.

Analysts’ GAAP earnings forecasts and their implications for accounting research

Journal of Accounting and Economics 2018 66(1), 46-66
We use newly available GAAP forecasts to document that traditionally-identified GAAP forecast errors contain 37% measurement error. Correcting for this measurement error, we settle a long-standing debate regarding investor preference for GAAP versus non-GAAP earnings and provide strong evidence of a preference for non-GAAP earnings. We also revisit the use of non-GAAP exclusions to meet analysts’ forecasts when GAAP earnings fall short. Results indicate that 34% of these traditionally-identified meet-or-beat firms are misidentified due to measurement error, and this error masks evidence that firms more frequently exclude transitory rather than recurring expenses for meet-or-beat purposes.

Assessing the relative informativeness and permanence of pro forma earnings and GAAP operating earnings

Journal of Accounting and Economics 2003 36(1-3), 285-319
This study investigates whether market participants perceive pro forma earnings to be more informative and more persistent than GAAP operating income by analyzing a sample of 1,149 actual pro forma press releases. We find that pro forma announcers report frequent GAAP losses and are mostly concentrated in the service and high-tech industries. Our analyses of short-window abnormal returns and revisions in analysts’ one-quarter-ahead earnings forecasts indicate that pro forma earnings are more informative and more permanent than GAAP operating earnings. Our evidence suggests that market participants believe pro forma earnings are more representative of “core earnings” than GAAP operating income.