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Is a picture worth a thousand words? Image usage in ESG reports

Accounting, Organizations and Society 2025 115, 101616 open access
We collect a novel dataset on images in Environmental, Social, and Governance (ESG) reports using deep learning and artificial intelligence (AI), to test hypotheses arising from experimental literature that visual impression management enhances audience perception. We further combine AI and manual methods to contrast images that lack information content (“generic images” evoking broad ESG themes) against images with information content (“specific images” depicting firm-specific ESG activities). We hypothesize and find that firms (1) operating in socially problematic industries (e.g., “sinful”, polluting, or controversial industries), (2) issuing less extensive textual ESG disclosures, and (3) experiencing poor ESG performance tend to use more images, especially generic images, consistent with strategic motivations. We then examine the impact of image usage on stakeholders, observing unduly enhanced perception in retail traders but seldom in institutional investors. We observe that ESG award committees reward specific images and penalize generic images. Our results show that ESG report visual impression management affects stakeholders in the real world, though its impact can be overcome by attention and expertise.

The Economic Consequences of Accounting Standards: Evidence from Risk-Taking in Pension Plans

The Accounting Review 2018 93(4), 23-51
ABSTRACT Experts have long conjectured that pension accounting rules, by which pension expense depends on a managerial estimate that is directly tied to the riskiness of plan assets (i.e., the expected rate of return, or ERR, on plan assets), encourage risk-taking with pension investments. The recent passage of IAS 19, Employee Benefits (Revised) (hereafter, IAS 19R) eliminates the ERR and replaces it with a managerial estimate unrelated to plan asset riskiness (the discount rate). We demonstrate that a sample of Canadian firms affected by IAS 19R reduces risk-taking in pension investments post-IAS 19R, compared to a control sample of U.S. firms unaffected by IAS 19R. Therefore, removing firms' ability to recognize immediately in net income the expected higher returns from risk-taking (via a higher ERR) reduces their propensity for that risk-taking—providing some of the first empirical evidence on the economic consequences of eliminating the ERR-based pension accounting model.

Contrasting the information demands of equity- and debt-holders: Evidence from pension liabilities

Journal of Accounting and Economics 2021 71(2-3), 101366 open access
In the setting of defined-benefit pension liabilities, we hypothesize that equity and debt investors value these liabilities differently. As expected, we find that investors' valuations of equity more closely align with a going concern perspective that emphasizes the long-term funding needs of pension plans. In contrast, as expected, we find that investors' pricing of short-term and unsecured debt more closely aligns with a settlement perspective that emphasizes pension termination costs. For both equity and debt securities, the settlement (going concern) perspective dominates for short-duration (long-duration) pensions. Overall, our evidence suggests that equity and debt investors perceive complex liabilities in predictably different ways that are consistent with their differing information demands, which in turn vary with the characteristics of the obligation.

Managerial risk taking incentives and corporate pension policy

Journal of Financial Economics 2014 111(2), 328-351
We examine whether the compensation incentives of top management affect the extent of risk shifting versus risk management behavior in pension plans. We find that risk shifting through pension underfunding (and, to a lesser extent, through pension asset allocation to risky securities) is stronger with compensation structures that create high wealth-risk sensitivity (vega) and weaker with high wealth-price sensitivity (delta). These findings are stronger for chief financial officers (CFOs) than for chief executive officers (CEOs), suggesting that pension policy falls within the CFO’s domain. Risk shifting through pension underfunding is also lower when the CFO’s personal stake in the pension plan is larger. Overall, these findings show that top managers’ compensation structure is an important driver of corporate pension policy. They also highlight firms within which the moral hazard concerns fueled by Pension Benefit Guaranty Corporation insurance are most relevant.

Audit Office Experience with SOX 404(b) Filers and SOX 404 Audit Quality

The Accounting Review 2019 94(4), 1-43
ABSTRACT We measure two dimensions of SOX 404 audit quality: (1) whether auditors identify and report material weaknesses (MWs) in a timely fashion, and (2) on identifying MWs, whether auditors identify misstatements arising from MWs in a timely fashion. We find that audit practice-offices with a large base of SOX 404(b) clients and those with a long history of conducting control evaluations for that client are more likely (1) to identify and report MWs in a timely manner (i.e., before resulting restatements come to light), and conditional on identifying MWs, (2) to detect MW-related misstatements in a timely manner (i.e., before the misstatements become restatements). Audit office industry expertise also matters, but only to timely MW reporting. Our results inform on the drivers of variation in SOX 404 audit quality, and highlight the key role that auditors play in identifying internal control weaknesses and assessing their impact on financial statement reliability.

Cover Me: Managers' Responses to Changes in Analyst Coverage in the Post-Regulation FD Period

The Accounting Review 2011 86(6), 1851-1885
ABSTRACT We show that managers increase the volume of public financial guidance in response to decreases in analyst coverage of their firms, particularly to decreases that are driven by exogenous reduction in brokerage firm size. Managers do not respond to increases in analyst coverage. The managerial guidance response to decreases in coverage reflects the trade-off between the marginal benefits from analyst coverage and the marginal costs of providing guidance. Specifically, the response is concentrated within firms engaging in equity issuance activities, firms with low stock liquidity, and firms with low current guidance levels. The response is also concentrated within firms whose remaining analyst pool is smaller in number and/or has a lower percentage of analysts who are positive about the firm or who belong to a large brokerage house. Overall, our results shed insights on the interaction between managers and analysts and on how the value of analysts, as perceived by managers, varies in the cross-section with underlying firm and analyst characteristics. Data Availability: All data used in this study are publicly available from sources identified in the text.

Beyond disclosure: Can firms be forced to spend their way to social responsibility?

Review of Accounting Studies 2026 31(2), 818-863 open access
Abstract We study India’s regulation requiring firms to create board-level CSR committees and spend 2% of profits on CSR initiatives targeting environmental sustainability and local socioeconomic development. We examine whether such a mandate can meaningfully enhance corporate social responsibility. We find significant improvements in environmental and social ratings of Indian firms relative to matched global peers, particularly in community engagement and natural resource stewardship. Outcome-based measures, such as waste and resource use, also indicate real effects. Notably, improvements occur only in firms that substantially increase CSR spending and establish independent, expert committees; firms that merely comply superficially show muted effects. Our findings suggest that, despite criticisms of mandated CSR as paradoxical or potentially rent-seeking, such regulations can effectively promote socially responsible business practices when implemented with sufficient commitment and oversight.