The Growing Blessing of Unicorns: The Changing Nature of the Market for Privately Funded Companies

The past 15 years have seen the emergence of large infusions of private capital at levels previously accessible only in public markets. One direct effect of these non‐public fundraisings is the spawning of private entities with market valuations reaching $1 billion, thereby achieving the status of unicorns. As the authors reported in an earlier study, by the end of 2015, there were 142 unicorns with an aggregate value exceeding $500 billion. The conviction of many investors and managers at that time was that these companies could best create value by staying private, often by adopting governance structures focused on creating superior operating performance. It was also widely believed that unicorns would remain outside the public markets longer and succeed in attracting even more private capital, thereby enabling their investors to capture a greater share of the increase in company value. In this study, the authors examine how the characteristics and dynamics of “the blessing” have changed in the past five years. Despite the widespread view that the valuations and private financing trend fueling this market were not sustainable, the authors report that by March 2020, the “net” number of unicorns had grown from 142 to 464, a number that doesn't reflect the transformation of over half of the 2015 sample through acquisition or public offering and their replacement by new unicorns. Further, the cumulative market valuation of unicorns more than doubled from $500 billion to $1.37 trillion, representing growth far greater than that in the public equity markets (some 26% per annum, as compared to 9% for the S&P 500) over the same period—and the blessing has become more diversified, both in terms of industry and geographical location. The authors also consider what happens when unicorns “graduate” to a different organizational form by means of an IPO, private buyout, or business failure. Analyzing the 107 firms that departed the sample between 2015 and 2020, the authors report that the average lifespan of a unicorn from its founding date to its exit date has been 9.5 years, indicating that such firms indeed remain privately owned for a longer time than in the past. Additionally, the study finds that the founders and initial investors in unicorns have fared quite well, cashing out their initial investment at almost six times invested capital, on average. These private investment performance metrics have been significantly higher than the returns to public shareholders in the same firms during the post‐IPO period, signifying that unicorn investors have captured much more of the value created in the company's growth phase than public stockholders.     

Qualitative audit materiality and earnings management

This study investigates auditors’ propensity to rely on quantitative materiality thresholds to the exclusion of qualitative materiality thresholds. Specifically, we examine whether auditors are more likely to allow earnings management that is less than typical quantitative materiality thresholds but that nonetheless is qualitatively material. We use changes in tax expense as a proxy for earnings management. Our results indicate that companies with pre-managed earnings that would have missed the consensus analyst forecast are more likely to decrease their tax expense when the magnitude of the decrease is less than quantitative audit materiality thresholds. The results also indicate that firms are more likely to meet or beat the forecast when the amount of earnings management necessary to meet the analyst forecast is less than quantitative materiality. These results are consistent with auditors relying on quantitative materiality thresholds to the exclusion of qualitative materiality thresholds, i.e., the importance of meeting or beating the analyst forecast. Finally, we find that the ability to use tax expense reduction within quantitative materiality to meet or beat analysts’ consensus forecasts was significantly reduced by the SEC’s guidance on materiality in SAB-99 and by the passage of the Sarbanes–Oxley Act.     

“Skewness and Stock Option Prices”, Hans Gerber and Bruno Landry,July 1997

We determine the optimal amount of life insurance for a household of two wage earners. We consider the simple case of exponential utility, thereby removing wealth as a factor in buying life insurance, while retaining the relationship among life insurance, income, and the probability of dying and thus losing that income. For insurance purchased via a single premium or premium payable continuously, we explicitly determine the optimal death benefit. We show that if the premium is determined to target a specific probability of loss per policy, then the rates of consumption are identical under single premium or continuously payable premium. Thus, not only is equivalence of consumption achieved for the households under the two premium schemes, it is also obtained for the insurance company in the sense of equivalence of loss probabilities.     

Broadening management accounting education: more theory,more practicality ∗

There are two widespread beliefs among management accountants. Management accounting should be practical, and education for doing the job the management accountant actually does should include topics which would require extensive training in theory. The two beliefs are not inconsistent. Management accounting education starting from theory and moving to its application could be far more practical than education without theory in applying predefined techniques.     

Audit personnel salaries and audit quality

This study examines the relation between audit personnel salaries and office-level audit quality. We measure audit personnel salaries at the associate, senior, and manager ranks for Big 4 audit offices from 2004 to 2013, using unique individual-auditor-level data obtained from the U.S. Department of Labor. We find that offices that pay lower salaries have a higher percentage of clients that experience restatements. In related analyses, we also find lower levels of audit quality when audit employees are paid less, relative to other lines of service in accounting firms. Finally, we document positive and significant associations between salary and fees, suggesting that audit offices pass some of the cost of higher labor onto their clients. Overall, our findings provide important initial evidence on the role of audit salary and its relation to audit quality and audit fees.     

伦敦商学院财务管理需要变革了

过去20年中,各国央行在抑制通胀方面几乎全面告捷,这使得许多政策制定者以为,他们几乎彻底解决了高通胀问题。正如很多定量分析和调查数据所显示的那样,市场参与者们已经认可了这个故事。但是,中央银行真的已经消灭通胀了吗?     

Submarket Dynamics of Time to Sale

We argue that the rush to apply multiple regression estimation to time on the market (TOM) durations may have led to important details and idiosyncrasies in local housing market dynamics being overlooked. What is needed is a more careful examination of the fundamental properties of time to sale data. The approach promoted and presented here, therefore, is to provide an examination of housing sale dynamics using a step-by-step approach. We present three hypotheses about TOM: (i) there is nonmonotonic duration dependence in the hazard of sale, (ii) the hazard curve will vary both over time and across intra-urban areas providing evidence of the existence of submarkets and (iii) institutional idiosyncrasies can have a profound effect on the shape and position of the hazard curve. We apply life tables, kernel-smoothed hazard functions and likelihood ratio tests for homogeneity to a large Scottish data set to investigate these hypotheses. Our findings have important implications for TOM analysis.     

Debt Maturity,Credit Risk,and Information Asymmetry: The Case of Municipal Bonds

Using a system of equations approach, this paper empirically tests the impact of credit quality, asset maturity, and other issuer and issue characteristics on the maturity of municipal bonds. We find that under conditions of lower information asymmetry that prevails in the municipal sector, higher‐rated bonds have longer maturities than low‐rated bonds. This result differs from that observed in the corporate sector. Overall, our results support the asset maturity hypothesis. In addition, our analysis finds that fundamentals matter. Issue features that provide additional protection or convenience to the investor tend to increase debt maturity.