The role of industry classification in estimating discretionary accruals

This study compares the properties of the Global Industry Classification Standard (GICS) with three alternatives: Standard Industrial Classification, North American Industry Classification System, and Fama–French classification. First, we demonstrate that GICS results in more reliable industry groupings for financial analysis and research; in particular, we find that estimations of performance-adjusted discretionary accruals (PADA) based on GICS significantly outperform estimates derived using each of the three alternative classifications systems in capturing discretionary accruals. Second, we show that the difference between GICS and the other systems can provide significantly different results, and hence different inferences, in empirical studies that rely on industry classification. Specifically, we revisit findings by Teoh et al. (J Financ 53[6]:1935–1970, 1998a) and assess the conclusion that initial public offering (IPO) issuers with high abnormal accruals during the IPO year experience subsequent poorer long-term stock performance than issuers with low discretionary accruals do. We find that this result disappears when PADA estimates are based on GICS. Our results call for serious consideration of using GICS classifications in research, either in the primary analysis or as a necessary corroboration.     

What's My Line? A Comparison of Industry Classification Schemes for Capital Market Research

This study compares four broadly available industry classification schemes in a variety of applications common to capital market research. Standard Industrial Classification (SIC) codes have been available since 1939 but are being replaced by North American Industry Classification System (NAICS) codes. The Global Industry Classifications Standard (GICS)^SM system, jointly developed by Standard & Poor's and Morgan Stanley Capital International (MSCI), is popular among financial practitioners, whereas the Fama and French [1997] algorithm is used primarily by academics. Our results show that GICS classifications are significantly better at explaining stock return comovements, as well as cross‐sectional variations in valuation multiples, forecasted and realized growth rates, research and development expenditures, and various key financial ratios. The GICS advantage is consistent from year to year and is most pronounced among large firms. The other three methods differ little from each other in most applications.     

Firms' Off-Balance Sheet and Hybrid Debt Financing: Evidence from Their Book-Tax Reporting Differences

We match large U.S. corporations' tax returns during 1989–2001 to their financial statements to construct a firm‐level proxy of firms' use of off‐balance sheet and hybrid debt financing. We find that firms with less favorable prior‐period Standard & Poor's (S&P) bond ratings or higher leverage ratios in comparison to their industry report greater amounts of interest expense on their tax returns than to investors and creditors on their financial statements. These between‐firm results are consistent with credit‐constrained firms using more structured financing arrangements. Our within‐firm tests also suggest that firms use more structured financing arrangements when they enter into contractual loan agreements that provide incentives to manage debt ratings. Specifically, we find that after controlling for S&P bond rating and industry‐adjusted leverage, our sample firms report greater amounts of interest expenses for tax than for financial statement purposes when they enter into performance pricing contracts that use senior debt rating covenants to set interest rates. Furthermore, we find that the greatest book‐tax reporting changes occur when firms become closer to violating these debt rating covenants. These latter findings are consistent with firms' contractual debt covenants influencing their use of off‐balance sheet and hybrid debt financing.     

Financial Structure,Acquisition Opportunities,and Firm Locations

This paper investigates the relation between firms' locations and their corporate finance decisions. We develop a model where being located within an industry cluster increases opportunities to make acquisitions, and to facilitate those acquisitions, firms within clusters maintain more financial slack. Consistent with our model we find that firms located within industry clusters make more acquisitions, and have lower debt ratios and larger cash balances than their industry peers located outside clusters. We also document that firms in high‐tech cities and growing cities maintain more financial slack. Overall, the evidence suggests that growth opportunities influence firms' financial decisions.     

Impact of financial and multinational operations on manager perceptions of dividends

We survey managers of firms listed on the Toronto Stock Exchange about their views on dividends. We find the perceptions of factors that influence dividend policy differ between managers of financial and non-financial firms. Industry classification also affects how managers view statements about the dividend pattern, dividend setting process, dividend policy and firm value, residual dividend theory, and explanations for paying dividends. However, we find weak, if any, multinational operations effect on manager perception of dividends. We conclude that researchers investigating dividends should partition the data by industry type and perhaps other firm characteristics to better understand the dividend puzzle.     

Economic Growth and Financial Statement Verification

We use a proprietary data set of financial statements collected by banks to examine whether economic growth is related to the use of financial statement verification in debt financing. Exploiting the distinct economic growth and contraction patterns of the construction industry over the years 2002–2011, our estimates reveal that banks reduced their collection of unqualified audited financial statements from construction firms at nearly twice the rate of firms in other industries during the housing boom period before 2008. This reduction was most severe in the regions that experienced the most significant construction growth. These trends reversed during the subsequent housing crisis in 2008–2011 when construction activity contracted. Moreover, using bank‐ and firm‐level data, we find a strong negative (positive) relation between audited financial statements during the growth period, and subsequent loan losses (construction firm survival) during the contraction period. Collectively, our results reveal that macroeconomic fluctuations produce temporal shifts in the overall level of financial statement verification and temporal shifts in verification are related to bank loan portfolio quality and borrower performance.     

Product market power,industry structure,and corporate earnings management

This is the first study to establish a link between product market power of firms and the degree of earnings management. We hypothesize and document a significant and robust association between (a) a firm’s product market pricing power and its degree of earnings management, and (b) industry competitiveness and the degree of earnings management in the industry. Our study reveals that firms with inferior product market pricing power engage in greater discretionary earnings accruals, adding a new dimension to our understanding of the transparency and informativeness of firms’ financial statements. These findings are mirrored at the industry level where we document that more competitive industries are associated with greater earnings manipulation. The empirical evidence has direct implication on the informativeness and earnings quality of firms based on their product market power and competitiveness.     

Industry,market structure,and the informational content of financial statements

What distinguishes the competitive from the noncompetitive structure is the unequal and costly access to relevant information. Because of the characteristics of accounting information, we have put forward the hypothesis that the publication of the financial statements of firms belonging to competitive industries provides less information than the publication of financial statements of firms belonging to oligopolistic industries. The results of this research based on variance analysis fully support this hypothesis. According to our results, the informational content of financial statements is positively affected by the level of concentration in the particular industry.     

Implications of the ‘IAS Regulation’ for Research into the International Differences in Accounting Systems

Meek and Thomas (2004) call for research on the continued relevance of ‘rediscovered’ dichotomous accounting classifications. We provide such evidence by examining how developments surrounding the ‘IAS Regulation’ (1606/2002) influenced international differences in accounting systems in the European Union. Since a sufficient time series of actual post-2005 International Financial Reporting Standards (IFRS) reporting practice is not yet observable, we propose an initial re-classification of accounting systems based on evidence available to date, that is, the degree of implementation of the IAS Regulation in the Member States. Consistent with Nobes (1998), we find that the degree of public accountability to outside investors (the ‘public/private’ criterion) is becoming the primary differentiator for accounting systems in Europe, surpassing country-level variables such as legal system and culture. The distinction between consolidated and individual financial statements is the second emerging differentiator. While consolidated accounting is becoming more uniform across countries, cross-country cultural differences are most likely to persist in individual accounting. Based on our analysis we highlight two important areas of future research beyond the consolidated financial statements of listed firms (e.g. Nobes, 2005; Schipper, 2005). First, at the country level, the interaction of IFRS and individual financial statements will need to be reassessed. In addition, research could help introduce a degree of differentiation into financial reporting regulation for unlisted firms, because these firms are not a homogeneous group. Also, the convergence of national GAAP systems with IFRS will benefit from fresh research insights. Second, at the firm level, future research could analyze the extent to which the determinants and consequences of IFRS adoption, an area well researched for publicly traded firms (e.g. Cuijpers and Buijink, 2005), generalize to unlisted firms. Such research will help detect emerging patterns of accounting systems within an international context. It will generate insights into the disconnect of consolidated accounts from national influences, the degree of uniformity of consolidated accounts among international firms, the continued relevance of traditional classifications of international accounting systems for individual accounts and accounts of unlisted companies, and the convergence of national standards with IFRS.     

An efficient graph-based peer selection method for financial statements

Comparing companies can be useful for various purposes. Despite the widespread use of industry classification systems as a peer selection standard, these have been criticized for various reasons. Financial statements, however, offer a promising alternative to such classification systems. They are standardized, widely available, and offer deep insights into the nature of the company. In this paper, we present a graph distance metric for financial statements using the earth mover's distance. When using the distance metric on real-world tasks such as peer identification and industry classification, it shows promising results in terms of accuracy and computational efficiency.     

The Role of Holding Company Financial Information in the Insurer-Rating Process: Evidence From the Property-Liability Industry

We examine data for the year ended December 31, 1997 for 80 publicly traded property‐liability insurers that have Best financial strength ratings of their consolidated insurance‐operating subsidiaries. These firms employ a holding company structure, in which a parent owns the stock of multiple insurance‐operating subsidiaries. The operating subsidiaries prepare a consolidated annual report using the Statutory Accounting Principles (SAP), and an analogous set of financial statements based on the Generally Accepted Accounting Principles (GAAP) is released by the parent. We find that the financial characteristics important in determining ratings at the individual firm level—capitalization, liquidity, profitability, and size—are also important at the group level. Further, financial ratios from holding company statements are incrementally useful in the ratings' process, after group‐level ratios have been taken into account. Robustness tests based on a subsample of holding companies with minimal investment outside of the property‐liability industry reinforce our conclusion that parent company statements influence consolidated group ratings. However, our data do not allow us to separate the relative contribution of the GAAP model and underlying transactions to the ratings decision.     

S&P 500 Membership and Managers’ Supply of Conservative Financial Reports

Our study is motivated by economic theory and the debate among practitioners, standard setters, and academics on the role of conditional conservatism in financial reporting. We find that managers provide less conditionally conservative financial reports after their firms are added to the Standard and Poor's (S&P) 500 index. S&P 500 membership is expected to reduce information asymmetry between managers and outside stakeholders due to an increased flow of public and private information. As a result, the contracting benefits of conservative accounting choices are reduced, and managers are less willing to provide conditionally conservative reports. In contrast, we find that managers provide more conditionally conservative financial reports after their firms are deleted from the index. Firms being deleted from the S&P 500 index probably incur an increase in information asymmetry. Overall, our results provide evidence consistent with conditional conservatism being a response by managers to the information needs of financial statements users.     

Earnings Management Constraints and Classification Shifting

Prior literature has investigated three forms of earnings management: real earnings management (REM), accruals earnings management (AEM) and classification shifting. Managers make trade‐off decisions among these methods based on the costs, constraints and timing of each strategy. This study investigates whether managers use classification shifting when their ability to use other forms of earnings management is constrained. We find that when REM is constrained by poor financial condition, high levels of institutional ownership and low industry market share, managers are more likely to use classification shifting. Further, we find that when AEM is constrained by low accounting system flexibility and the provision of a cash flow forecast, managers are more likely to use classification shifting. In addition, when we limit our sample to firms that are most likely to have manipulated earnings, we continue to find support for constraints of both REM and AEM leading to higher levels of classification shifting. We also find support for the hypothesis that the timing of each earnings management strategy influences managers’ trade‐off decision. Our results indicate that managers use classification shifting as substitute form of earnings management for both AEM and REM.     

Individual political contributions and firm performance

We present evidence that individuals make political contributions strategically by targeting politicians with power to affect their economic well-being. Individuals in Congressional districts with greater industry clustering choose to support politicians with jurisdiction over the industry. Importantly, individual political contributions are associated with improvements in operating performance of firms in industry clusters. The relation between contributions and firm performance is strongest for poorly performing firms, firms closer to financial distress, and for contributions in close elections. The results imply that individual political contributions are valuable to firms, especially during bad economic times.     

How Does Financial‐Reporting Regulation Affect Industry‐Wide Resource Allocation?

This paper examines the impact of mandatory reporting and auditing of firms’ financial statements on industry‐wide resource allocation. Using threshold‐induced variation in the share of mandated firms in a given industry, I document that reporting mandates facilitate ownership dispersion in capital markets and spur competition in product markets. I, however, do not find that reporting mandates unambiguously improve the efficiency of industry‐wide resource allocation. With respect to auditing mandates, I find only that they impose a fixed cost on firms, deterring smaller entrants.     

Market Valuation of Research and Development Spending under Canadian GAAP*

Section 3450 of the Canadian Institute of Chartered Accountants (CICA) Handbook requires Canadian firms to capitalize development costs that meet certain criteria and to expense those that relate to research. International Accounting Standard (IAS) No. 38 favours a similar approach. In the United States, Statement of Financial Accounting Standard (SFAS) No. 2 recommends the immediate expensing of all research and development (R&D) spending. The only exception is SFAS No. 86, which requires software development costs to be capitalized when a product successfully passes a technological feasibility test. Consequently, the Canadian financial disclosure regime provides a rich setting for testing the market valuation of capitalized R&D. Our primary research question asks whether capitalized R&D provides useful information to market participants investing in Canadian firms. We use price‐level and return models to assess the value relevance of capitalized R&D disclosed in the financial statements under Canadian GAAP. In line with expectations, using a price‐level model, we find that capitalized R&D and R&D expense as disclosed in the financial statements provide information that is value relevant to market participants. However, we find that R&D capitalized during the year helps explain returns while R&D expense does not. Thus we conclude that the application of section 3450 of the CICA Handbook produces value‐relevant information.     

Covid-19, corporate survival and public policy: The role of accounting information and regulation in the wake of a systemic crisis

The economic crisis triggered by the Covid-19 pandemic prompted governments to issue several relief mechanisms to hold up companies and workers. This study analyzes how accounting information and regulation can support policymakers in the wake of a systemic crisis. Based on an accounting-based framework and readily available data from financial statements, it forecasts the impact of the crisis in terms of losses, equity depletion, and corporate defaults, absent government intervention. Next, it quantifies the costs and effects of five relief mechanisms in alleviating the risk of generalized corporate bankruptcies. The effects of the health pandemic and relief mechanisms on profitability and equity shortfalls are estimated for a sample of 586,076 privately held Italian firms. The findings indicate that the number of companies facing bankruptcy risk would increase from 65,463 (11% of the population) in 2019 to 153,681 (26%) in 2020, absent any government intervention. Altogether, these firms employ 1.4 million employees and have a total exposure to the financial industry equal to €68 billion in loans. Next, we assess the effects of relief mechanisms introduced by the Italian government to support corporations, whose aggregate costs reach €49.33 billion in 2020, and find that the interventions ‘rescue’ about 43,000 firms otherwise in default. Finally, the study adds to the debate on the role of accounting regulation in the wake of a systemic crisis by (a) discussing the effects of temporary changes to accounting rules on the informativeness and transparency of financial statements, and (b) suggesting alternative ways to modify accounting rules to safeguard corporate survival without compromising the informativeness of financial statements once the crisis reaches a halt.     

Finance,Firm Size,and Growth

Although research shows that financial development accelerates aggregate economic growth, economists have not resolved conflicting theoretical predictions and ongoing policy disputes about the cross‐firm distributional effects of financial development. Using cross‐industry, cross‐country data, the results are consistent with the view that financial development exerts a disproportionately positive effect on small firms. These results have implications for understanding the political economy of financial sector reform.     

Does IFRS 10 on Consolidated Financial Statements Abandon Accepted Economic Principles?

The 2007 global financial crisis revealed a deficiency in the financial reporting of off‐balance‐sheet vehicles. To better reflect risks associated with such items, International Financial Reporting Standard (IFRS) 10 provided new principles for determining an investor's control of an investee for the purpose of preparing consolidated financial statements. We show that an applicative example appearing under the new guidelines contradicts the conclusion drawn from widely accepted power indices: the Shapley‐Shubik value and the Banzhaf index. Our study adds to the literature aiming to incorporate methodological economic thought into accounting principles.     

Earnings Management through Transaction Structuring: Contingent Convertible Debt and Diluted Earnings per Share

In this article we examine whether firms structure their convertible bond transactions to manage diluted earnings per share (EPS). We find that the likelihood of firms issuing contingent convertible bonds (COCOs), which are often excluded from diluted EPS calculations under Statement of Financial Accounting Standard (SFAS) 128, is significantly associated with the reduction that would occur in diluted EPS if the bonds were traditionally structured. We also document that firms' use of EPS‐based compensation contracts significantly affects the likelihood of COCO issuance and find weak evidence that reputation costs, measured using earnings restatement data, play a role in the structuring decision. These results are robust to controlling for alternative motivations for issuing COCOs, including tax and dilution arguments. In addition, an examination of announcement returns reveals that investors view the net benefits and costs of COCOs as offsetting one another. Our results contribute to the literature on earnings management, diluted EPS, financial reporting costs, and financial innovation.