59 Pages Posted: 11 Aug 2022 Last revised: 1 Dec 2022 Show Jesse GardnerUniversity of Southern California - Leventhal School of Accounting Richard G. SloanUniversity of Southern California - Leventhal School of Accounting Joon Sang YoonUniversity of Southern California - Leventhal School of Accounting Date Written: November 30, 2022 AbstractDistinguishing between recurring and transitory components of earnings is a critical task in financial statement analysis. Academics and quantitative investors often rely on measures derived from standardized financial databases in making this distinction. We use structural time series modelling to isolate these components of earnings. We then evaluate popular measures and find that they have significant omissions. We also find that stock prices act as if investors are able to anticipate a significant portion of these omissions. Finally, we provide evidence on the nature of the underlying omissions. Keywords: Transitory Components, Recurring Earnings, Valuation, Financial Analysis JEL Classification: C51, G11, G32, M41 Suggested Citation: Suggested Citation This is a preview. Log in through your library. Abstract This paper investigates whether insider trading is informative about earnings quality and the valuation implications of accruals. We show that (1) the one-year-ahead persistence of income-increasing accruals is significantly lower when accompanied by abnormal insider selling and greater when accompanied by abnormal insider buying; (2) the accrual mispricing phenomenon observed in previous work (e.g., Sloan 1996) is due to the mispricing of income-increasing accruals; (3) one-year-ahead hedge returns to trading strategies based on the direction of accruals and insider trading significantly exceed those based on accruals alone; and (4) the lower persistence of income-increasing accruals accompanied by abnormal insider selling appears to be at least partly attributable to opportunistic earnings management. Our evidence suggests that market participants and researchers can use managers' contemporaneous trading in ex ante assessing the likelihood that the firms' accruals are of high or low quality, and in assessing the likelihood of earnings management. Our evidence suggesting that insiders trade on their knowledge of factors associated with accrual persistence is also relevant to policymakers charged with regulating insider trading. Journal Information The Accounting Review is the premier journal for publishing articles reporting the results of accounting research and explaining and illustrating related research methodology. The scope of acceptable articles embraces any research methodology and any accounting-related subject. The primary criterion for publication in The Accounting Review is the significance of the contribution an article makes to the literature. Publisher Information The American Accounting Association is the world's largest association of accounting and business educators, researchers, and interested practitioners. A worldwide organization, the AAA promotes education, research, service, and interaction between education and practice. Formed in 1916 as the American Association of University Instructors in Accounting, the association began publishing the first of its ten journals, The Accounting Review, in 1925. Ten years later, in 1935, the association changed its name to become the American Accounting Association. The AAA now extends far beyond accounting, with 14 Sections addressing such issues as Information Systems, Artificial Intelligence/Expert Systems, Public Interest, Auditing, taxation (the American Taxation Association is a Section of the AAA), International Accounting, and Teaching and Curriculum. About 30% of AAA members live and work outside the United States. Rights & Usage This item is part of a JSTOR Collection. What Is Quality of Earnings?A company's quality of earnings is revealed by dismissing any anomalies, accounting tricks, or one-time events that may skew the real bottom-line numbers on performance. Once these are removed, the earnings that are derived from higher sales or lower costs can be seen clearly. Even factors external to the company can affect an evaluation of the quality of earnings. For example, during periods of high inflation, quality of earnings is considered poor for many or most companies. Their sales figures are inflated, too. In general, earnings that are calculated conservatively are considered more reliable than those calculated by aggressive accounting policies. Quality of earnings can be eroded by accounting practices that hide poor sales or increased business risk. Fortunately, there are generally accepted accounting principles (GAAP). The more closely a company sticks to those standards, the higher its quality of earnings is likely to be. Several major financial scandals, including Enron and Worldcom, have been extreme examples of poor earnings quality that misled investors. Key Takeaways
Understanding Quality of EarningsOne number that analysts like to track is net income. It provides a point of reference for how well the company is doing from an earnings perspective. If net income is higher than it was the previous quarter or year, and if it beats analyst estimates, it's a win for the company. But how reliable are these earnings numbers? Due to the myriad of accounting conventions, companies can manipulate earnings numbers up or down to serve their own needs. Some companies manipulate earnings downward to reduce the taxes they owe. Others find ways to artificially inflate earnings to make them look better to analysts and investors. Companies that manipulate their earnings are said to have poor or low earnings quality. Companies that do not manipulate their earnings have a high quality of earnings.This is because as a company's quality of earnings improves, its need to manipulate earnings to portray a certain financial state decreases. However, many companies with high earnings quality will still adjust their financial information to minimize their tax burden. As noted above, companies with a high quality of earnings stick with the GAAP standards. The fundamental qualities of those standards are reliability and relevance. That is:
How Quality of Earnings WorksThere are many ways to gauge the quality of earnings by studying a company's annual report. Analysts usually start at the top of the income statement and work their way down. For instance, companies that report high sales growth may also show high growth in credit sales. Analysts are wary of sales that are due only to loose credit terms. (Changes in credit sales, or accounts receivable, can be found on the balance sheet and cash flow statement.) Working down the income statement, analysts then might look for variations between operating cash flow and net income. A company that has a high net income but negative cash flows from operations is achieving those apparent earnings somewhere other than sales. One-time adjustments to net income, also known as nonrecurring income or expenses, are another red flag. For example, a company may decrease expenses in the current year by refinancing all of its debt into a future balloon payment. This would lower debt expense and increase net income for the current year while pushing the repayment problem down the road. Naturally, long-term investors don't care for that move. Example of Earnings ManipulationA company can manipulate popular earnings measures such as earnings per share and price-to-earnings ratio by buying back shares of its own stock, which reduces the number of shares outstanding. In this way, a company with declining net income may be able to post earnings-per-share growth. When earnings-per-share goes up, the price-to-earnings ratio goes down. That should signal that the stock is undervalued. It doesn't, though, if the company changed the number by simply repurchasing shares. It is particularly worrisome when a company takes on additional debt to finance stock repurchases. Companies might do this to artificially inflate the per-share price of their stock by reducing the number of shares available for purchase on the open market, thus giving the impression that the value of the stock has increased. |