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Defining family firms: A survey of empirical criteria

Journal of Corporate Finance 2027 102, 103075 open access
We survey 153 empirical studies of family firms and document 192 operational definitions representing 25 distinct definition types. These definitions can be decomposed into five recurring, codable dimensions: ownership, management, board representation, embeddedness, and succession. We relate these dimensions to economic mechanisms including agency conflicts, residual control rights, transaction costs, and dynastic control. Alternative definitions select systematically different populations and yield materially different estimates of firm performance and innovation. Definition choice is largely unrelated to the research question, except in succession studies. Ownership thresholds track private enforcement of self-dealing rules, but not statutory shareholder rights or rule of law. We conclude that the family firm is a family of related constructs rather than a single latent construct. Definitions should therefore match the family-firm construct implied by the research question, and results should be reported across alternative classification rules.

Financing J-Curves in Venture Capital

Review of Finance 2026
Startups face a trade-off between short-term profitability and long-term growth. Their cash flows are said to follow a so-called J-curve. The shape of the curve depends on investors’ financing capacity: their ability to sustain prolonged periods of negative cash flow. US venture capitalists are often believed to have greater financing capacity. We examine a large Swedish dataset with detailed cash flow information. Swedish startups backed by US venture capitalists experience deeper J-curves, with larger short-term losses and higher long-term sales, relative to those backed by non-US venture capitalists. These results are consistent with US venture capitalists having greater financing capacity: they can provide more funding directly and have better access to later-stage investors.

The Cost of Better Information: Risk-Based Pricing and Aggregate Default

Review of Finance 2026 open access
In credit markets where borrower types are observable, is it welfare-maximizing for a rate-setting institution to offer different rates to different borrower types, or to pool them at a common rate? Moral hazard favours separation; deadweight default costs favour pooling, since compressing rates reduces aggregate defaults through hazard rate heterogeneity. We derive the condition determining which force dominates: the ratio of default cost intensity to moral hazard intensity. We show that there is a single threshold value of this ratio such that separation strictly dominates below it, complete pooling strictly dominates above it, and the two are welfare-equivalent exactly at it, for every possible value of the ratio. The result does not depend on information being scarce: even though borrower types are observable throughout, pooling can still dominate separation when default costs are sufficiently large, provided the maintained compression and effort conditions we state precisely continue to hold; we conjecture, but do not formally establish, that the same logic extends to imperfect information if the threshold, recomputed for that weaker information structure, continues to be exceeded. The welfare criterion is utilitarian surplus; the efficiency claim is surplus maximisation, not Pareto improvement.

Regulating Financial Advice: Evidence from the Municipal Bond Market

The Accounting Review 2026
We examine how the 2016 Municipal Advisor Regulatory Reform, which professionalized municipal advisors by imposing standards of conduct and minimum competency requirements, affected advisory firms and issuers. Using a difference-in-differences (DiD) research design, we find that the reform improved the quality of financial advice provided by independent municipal advisory firms relative to dealer firms. Specifically, independent municipal advisors assemble higher-quality financing teams and ensure greater financial disclosure compliance and timeliness in the post-reform period. These improvements provide tangible economic benefits to issuers through lower bond issuance costs and smaller underwriter fees. Finally, we document that independent advisory firms gain market share and charge higher fees relative to dealer firms after the reform. Overall, our study provides novel evidence linking the professionalization of financial intermediaries to improvements in the quality of advice, financial transparency, and issuer borrowing costs. Data Availability: Data are available from the commercial and public sources identified in the paper.

Exchange-Traded Fund Flows and Valuation

The Accounting Review 2026
The past two decades have witnessed dramatic growth in passive investing via exchange-traded funds (ETFs). To the extent that ETF flows reflect nonfundamental investor demand, large ETF flows may push the prices of the underlying stocks away from their fundamental values. Consistent with this conjecture, I first find that ETF flows chase past fund performance, suggesting that ETF flows contain a systematic nonfundamental demand component. I then document that ETF flow-induced trading is associated with contemporaneous stock price increases, followed by return reversals. Accounting-based valuation tests show that ETF flow-induced trading is negatively associated with value-to-price (V/P) ratios, consistent with overvaluation. The effect strengthens for specialized ETFs and stocks with high short-selling constraints. Finally, firms with high ETF flow-induced trading behave in ways typically associated with perceived overvaluation. Data Availability: Data are available from the public sources cited in the text.

Subjective Performance Evaluation in the Presence of a Third Party

The Accounting Review 2026
We show that favoritism biases subjective evaluations and that the presence of a third party can mitigate this bias. Using archival data from professional ski jumping, we find that, controlling for objective performance, judges favor athletes of their own nationality and athletes who have a compatriot on the panel. We predict and provide evidence that in-person observation by an audience is associated with lower levels of favoritism compared with third-party observation via mediated communication. We contribute to the accounting literature by highlighting how in-person observation by a third party can reduce the likelihood that favoritism biases subjective evaluations. Data availability: The data used in this study are publicly available from open-access sources.

Intense Scrutiny of ICFR and Regulatory Compliance: Evidence From FDA ‐Regulated Firms

Contemporary Accounting Research 2026 open access
Mandatory audits of internal controls over financial reporting (ICFR), intended to strengthen financial reporting processes, may also have implications for broader organizational compliance systems. Increased scrutiny of financial controls could either enhance overall control quality, yielding benefits for nonfinancial controls, or induce firms to reallocate resources away from those areas. We exploit quasi‐exogenous variation in financial control scrutiny arising from (1) the initial implementation of ICFR audits, (2) the subsequent relaxation of ICFR auditing standards, and (3) the introduction of management assessments of financial controls absent concurrent ICFR audits, to examine how changes in external scrutiny affect Food and Drug Administration (FDA) inspection findings, an important form of regulatory noncompliance with direct public health implications. Our results show that the introduction of ICFR audits is associated with a reduction in FDA inspection findings; however, these benefits reverse when ICFR audit scrutiny declines. Mechanism analyses suggest that remediation of control deficiencies, investments in information systems, and expanded internal audit functions facilitate spillovers to compliance controls. Importantly, we find limited evidence that management assessments alone, without concurrent ICFR audits, generate similar spillover effects. Overall, our findings suggest that internal control systems operate as integrated organizational processes rather than isolated financial reporting mechanisms and that external scrutiny plays a critical role in enabling spillovers across control domains. These insights have implications for audit committees, auditors, regulators, and other stakeholders.