Wharton Forensic Analytics Lab

Imagine a world where academics, practitioners, and regulators came together and had meaningful conversations about the ways in which data analytics can detect and prevent white-collar crime. The Wharton Forensic Analytics Lab (WFAL) aims to be the world’s foremost source of research and teaching expertise on the application of data analytics to issues related to insider trading, financial irregularities, and white-collar crime. Research by WFAL’s award-winning faculty has been cited numerous times in academic and popular business media and has quickly become a reliable source for policy-makers and regulatory bodies, including the SEC.

Why Insider Trading Is So Difficult To Stop

In a recent CNBC documentary, Daniel Taylor, Arthur Andersen Professor and founder of the Wharton Forensic Analytics Lab, discusses the challenges in prosecuting insider trading cases. Taylor emphasizes the difficulty in proving intent, sheds light on the complexities surrounding insider trading prosecutions, and discusses the challenges facing the SEC.

Research

Late Filings and Insider Trading: Broken Windows or Opportunism?

Gaming the System: Red Flags of 10B5-1 Abuse

Undisclosed SEC Investigations

Audit Process, Private Information, and Insider Trading

Corporate Governance and the Information Content of Insider Trades

The Economics of Misreporting and the Role of Public Scrutiny

Holding Foreign Insiders Accountable

Political Connections and the Informativeness of Insider Trades

The Dark Side of Investor Conferences: Evidence of Managerial Opportunism

Cases

Luckin Coffee

In 2017, Luckin Coffee quickly emerged as the fastest-growing coffee company in China. Within two years it was set to disrupt the coffee industry––it had surpassed Starbucks’ store count and was listed on the NASDAQ. Luckin’s growth story looked limitless.

NMC Health

In late 2019, an activist short seller released a report raising doubts about NMC Health’s financial reporting. NMC’s board subsequently initiated an internal investigation and disclosed that debt was under-reported by $4.5b.  

Steinhoff

In August of 2017, a German business magazine reported that Steinhoff’s CEO and a handful of other executives were being investigated for accounting fraud. Subsequent news stories and increasingly odd and frenzied corporate actions in the following months added to investors’ concerns. 

Teaching

Why Are Chinese Companies Listed in the U.S. Subject to Lower Disclosure Standards?

Over the years, the U.S. Securities and Exchange Commission (SEC) has exempted foreign private issuers (FPIs)—foreign companies traded on U.S. exchanges—from certain U.S. securities laws in order to attract high-quality companies from companies with robust listing standards. Today, the largest number of FPIs are headquartered in China, many of which are incorporated in the Cayman Islands. We review evidence demonstrating the extremely poor financial performance and high-risk characteristics of these firms. We also review evidence demonstrating elevated levels of insider abuse.

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Gaming the System: "Red Flags" of Potential 10b5-1 Abuse

In this Closer Look, we present new evidence on the trading behavior of corporate executives using a unique dataset of over 20,000 10b5-1 plans, including their associated adoption dates and trades. We show that a subset of executives use these plans to engage in opportunistic, large-scale selling that appears to undermine the purpose of Rule 10b5-1. We identify three “red flags” associated with opportunistic use of 10b5-1 plans. (1) Plans with a short cooling-off period. (2) Plans that entail only a single trade. (3) Plans adopted in a given quarter that begin trading before that quarter’s earnings announcement. Sales made pursuant to these plans avoid significant losses, and anticipate considerable stock price declines that are well in excess of industry peers.

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The Spread of COVID-19 Disclosure

Investors rely on corporate disclosure to make informed decisions about the value of companies they invest in. The COVID-19 pandemic provides a unique opportunity to examine disclosure practices of companies relative to peers in real time about a somewhat unprecedented shock that impacted practically every publicly listed company in the U.S. We examine how companies respond to such a situation, the choices they make, and how disclosure varies across industries and companies.

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Governance of Corporate Insider Equity Trades

Corporate executives receive a considerable portion of their compensation in the form of equity and, from time to time, sell a portion of their holdings in the open market. Executives nearly always have access to nonpublic information about the company, and routinely have an information advantage over public shareholders. Federal securities laws prohibit executives from trading on material nonpublic information about their company, and companies develop an Insider Trading Policy (ITP) to ensure executives comply with applicable rules. In this Closer Look, we examine the potential shortcomings of existing governance practices as illustrated by four examples that suggest significant room for improvement.

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Follow the Money: Compensation, Risk, and the Financial Crisis

This Closer Look illustrates the relation between executive compensation and organizational risk through the context of the financial crisis of 2008. We demonstrate that the incentives that bankers had to increase firm risk not only increased but increased substantially in the years preceding the financial crisis. We ask: How well do boards understand the relation between compensation and risk? How much attention do directors pay to the risk-taking incentives provided by CEO wealth? Do boards consider the relation between incentives and the risk tolerance of the firm? How much risk should an executive be encouraged to take?

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Featured Course

ACCT270:
Forensic Analytics

This course will cover three applications of forensic analytics to publicly-traded companies: (i) forecasting future earnings, (ii) predicting accounting fraud, and (iii) detecting insider trading. The course will draw on cutting-edge academic research in each area; introduce students to the basic SQL coding skills necessary to manipulate Big Data and conduct meaningful analyses; and leverage the datasets and computing power of Wharton Research Data Services.

Policy

Op-Ed

Op-ed: Prediction Market Surveillance: A View from the Trenches

As prediction markets expand and trading volumes reach record levels, rigorous insider-trading surveillance is not optional; it is essential to the credibility, integrity, and long-term viability of the industry. Platforms that fail to build surveillance systems tailored to prediction markets risk importing equity-market concepts in ways that are incomplete, ineffective, or misleading. Effective surveillance must account for the distinctive structure of these markets by looking beyond trades placed shortly before large price moves, conducting ex post reviews of unusually profitable positions after contracts settle, applying flexible measures of materiality tied to trader-level gains and losses, and adjusting win-rate analysis to reflect the probabilities implied by contract prices. If prediction markets are to grow into trusted, durable, and well-functioning markets, incumbents and new entrants alike must treat the detection and deterrence of insider trading as a core market-design obligation.

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Op-ed: How Foreign Private Issuer Loopholes Leave US Investors Exposed

For decades, U.S. securities regulation has treated foreign firms listed on U.S. exchanges differently from domestic issuers. Through the “foreign private issuer” (FPI) framework, the Securities and Exchange Commission (SEC) has offered foreign companies substantial accommodations such as exemptions from quarterly reporting, exemptions from the requirement to quickly disclose material events on Form 8-K, and exemptions from reporting changes in beneficial ownership on Form 4. In a new paper, we document how dramatically the FPI population has changed over the last two decades.

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Op-ed: Delaware’s Manufactured Corporate Crisis

The evidence shows that Delaware Senate Bill 21 was driven by a manufactured corporate crisis built on misleading claims by its proponents about the supposed threat of corporations fleeing Delaware. Supporters of SB 21 portrayed Delaware’s corporate franchise as being in immediate jeopardy, invoking warnings of a mass “DExit,” declining incorporations,  lost jobs, and invoking the prospect of higher state taxes—including a sales tax—and threats to pensions, medical care, education, and other essential services unless SB 21 was passed. I examine these claims against the available evidence. There is zero evidence of any crisis of reincorporation, let alone one that would put the people of Delaware at risk. Delaware caps corporate franchise taxes at $250,000. So each corporation that reincorporates from Delaware to another jurisdiction results in a tax loss equivalent to less than 0.004% of the state’s $6.6 billion. Rather than ram through a corporate-lawyer wish list that benefits their clients, I hope Delaware’s Legislature and new Governor will stop to ask whether this is the most “urgent” thing they need to do for the people of Delaware.

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Op-ed: How the SEC Can and Should Fix Insider Trading Rules

Large, seemingly well-timed stock sales by executives at Pfizer, Moderna and others have garnered significant attention. The companies quickly defended their executives by pointing out that many of these stock sales were preplanned, according to a “10b5-1 plan.” In theory, these plans allow insiders who are not in possession of material non-public information to commit to a series of trades well in advance of market-moving events and provide “safe harbor” against violations of securities laws. If used as intended, these plans provide corporate insiders with a tool to trade their shares and obtain liquidity without raising legal concerns. But like any tool, these plans can be misused. Our research shows that the recent examples are the tip of the iceberg.

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Op-ed: Insider Trading Loopholes Need to Be Closed

Current rules still allow executives to time their share sales to maximize gains.  Caroline Crenshaw, SEC Commissioner, and Daniel Taylor, Associate Professor of Account at The Wharton School see a “cooling off period” as one solution.

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Amicus Briefs

Amicus Curiae in Support of Claims that Modern Technology Enables Share Tracing

Co-authored with a dozen law faculty authoring in support. Discusses how an individual can use FIFO methods and modern computing technology to trace the flow of securities using bluesheet and CAT feeds.

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Amicus Curiae on the Use of Consulting Experts in the Pleading Stage of Litigation

Discusses how academic experts can aid courts and promote judicial efficiency.

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Amicus Curiae in Support of Claims that Modern Technology Enables Share Tracing

Co-authored with a dozen law faculty authoring in support. Discusses how an individual can use FIFO methods and modern computing technology to trace the flow of securities using bluesheet and CAT feeds

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Amicus Curiae in Support of Claims that Engineered Short Squeezes are a Form of Market Manipulation

Co-authored with six other law faculty authoring in support. Discusses how management engineered short squeezes can be considered a form of market manipulation.

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Amicus Curiae in Support of Claims that SPACs are Not Valued as Operating Companies

Lead author; 30 academics authoring in support. Discusses valuation and compensation issues surrounding SPACs.

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Amicus Curiae in Support of Claims that 10B5-1 Trading Plans Can Be Probative of Scienter

Lead co-author. Discusses how executives’ knowledge of pre-arranged stock sales during the class period can influence their decision-making, even though the sales themselves were arranged prior to the class period.

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Commentary

Rulemaking Petition to Modernize Lockups Requirements Pursuant to Rule 144

We ask that the SEC amend Rule 144 in light of changes in securities-offering practices and the Supreme Court’s consideration of Slack v. Pirani, addressing Section 11 liability in direct listings. Specifically, the Commission should amend Rule 144 such that, upon the effectiveness of a registration statement, holding periods are reset to the later of: (1) 90 days or (2) the next 10-Q or 10-K.

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Rulemaking Petition to Require Public Companies to Disclose Public Companies’ Investments in Their Workforce

We ask that the Commission develop rules to require public companies to disclose sufficient information to allow investors to assess the extent to which firms invest in their workforce.

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Rulemaking Petition Pursuant to the Holding Foreign Insiders Accountable Act

Our petition urges the Commission to do the following. First, initiate prompt HFIAA rulemaking. The Act raises several important interpretive and practical questions that should be decided transparently by the Commission itself, not through informal Staff communications. Second, extend Section 16(a) reporting to beneficial owners of more than 10% of an FPI’s equity securities. At a minimum, if the SEC is to take the view that 10% owners are exempt from HFIAA it should do so through considered, Commission-level action, not Staff-level guidance. Third, the HFIAA authorizes the Commission to exempt a person or security from the Act’s requirements only if the “Commission determines that the laws of a foreign jurisdiction apply substantially similar requirements to such” person or security. We identify three considerations that should inform Commission determinations as to whether a foreign jurisdiction’s insider-trading disclosure rules are “substantially similar” for purposes of the Act and hence warrant an exemption.

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Rulemaking Petition to Modernize Lockups Requirements Pursuant to Rule 144

We ask that the SEC amend Rule 144 in light of changes in securities-offering practices and the Supreme Court’s consideration of Slack v. Pirani, addressing Section 11 liability in direct listings. Specifically, the Commission should amend Rule 144 such that, upon the effectiveness of a registration statement, holding periods are reset to the later of: (1) 90 days or (2) the next 10-Q or 10-K.

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Rulemaking Petition to Require Public Companies to Disclose Public Companies’ Investments in their Workforce

We ask that the Commission develop rules to require public companies to disclose sufficient information to allow investors to assess the extent to which firms invest in their workforce.

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Commentary on NYSE’s Proposal to Eliminate the Requirement of Annual Shareholder Meetings for Close-End Funds

We analyze NYSE’s proposal to eliminate the requirement that close-end funds (“CEFs”) hold annual shareholder meetings (“Proposal”). Our economic analysis leads us to conclude that the Proposal would harm all three elements of the SEC’s mission­­—investor protection, market efficiency, and capital formation. By disenfranchising shareholders of their right to an annual vote on the business and governance of a CEF, the Proposal would make it more difficult for shareholders to hold CEF management accountable for poor performance or self-interested decisions. In turn, the Proposal would make it more difficult for the CEF market to function—impeding market efficiency, reducing capital formation, and harming investors.

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Commentary on the SEC's Proposed Amendments to Rule 144 and Form 144

We support the Commission’s proposal to modernize Form 144. Under the current rule, 99.3% of Form 144s are filed on paper every year (over 700,000 from 2001 to 2020). The Commission’s current practice is to retain hard copies of these paper filings for 90 days in the Commission’s Public Reading Room in Washington DC and not post them on EDGAR (see Exhibit 1 for an example of a Form 144). This arcane practice would be of little consequence if the information contained in Form 144s was of no interest to investors; on the contrary, the demand for information on these Form 144s is sufficiently high that data providers regularly visit the Reading Room to scan, digitize, and disseminate Form 144s to corporate clients. As a result, data on over 700,000 Form 144s is available from third-party data providers (e.g., The Washington Service and Thomson/Refinitiv) but not EDGAR. In effect, the Commission has created a two-tiered disclosure system that makes “public disclosure” accessible to large institutional clients, but inaccessible to individual investors. The Proposal would end this practice by mandating Form 144 be filed electronically on EDGAR.

Paper filings do not protect investors, do not promote efficient and fair markets, and do not promote capital formation. Electronic reporting does all three––it ensures the public, capital providers, and the Commission have timely access to information about officers’ and directors’ transactions and data on their associated 10B5-1 plans.

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Commentary on the SEC's HFCA Act Disclosure and Identification of Non-compliant Issuers

We provide analysis and comments with the intent of helping the SEC identify issuers that have filed an annual report containing an audit report by a public accounting firm that is located in a foreign jurisdiction where the PCAOB is unable to inspect or investigate the audit. We identify 226 issuers that meet the non-inspection criteria as defined within the HFCA Act, and an addition 44 issuers with unique situations that may require additional guidance from the SEC. These issuers have a combined market cap. in excess of $2 trillion. We also analyze and discuss current issuer disclosures relating to the inability of the PCAOB to inspect the issuer’s audits, and find that issuers are generally not providing the detailed disclosures necessary to comply with the HFCA Act.

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Commentary on the SEC's Proposed Exemption to Internal Control Audits under SOX 404(b)

We comment on the Securities and Exchange Commission’s (the “Commission”) proposed Amendments to the Accelerated Filer and Large Accelerated Filer Definitions. We provide comments and analysis relating primarily to the Request for Comments in Sections II.E and III.D of the proposed Amendments (“Proposal”). Our comments relate to the provisions of the Proposal that would eliminate internal control audits required under Section 404(b) of the Sarbanes-Oxley Act for companies with annual revenue less than $100 million. Part I provides comment on the central premise of the Proposal. Part II provides comments on various aspects of the Commission’s economic analysis. Although it might be socially desirable to encourage investment, and research and development, we believe there are ways to do so without sacrificing oversight.

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Commentary on the SEC's Proposed Reporting Threshold for Institutional Investment Managers

We comment on the SEC’s Proposed Reporting Threshold for Institutional Investment Managers (“Proposal”). We estimate the cost savings from the Proposal are economically small, and amount to 0.004% (0.008%) of assets under management for the average (median) affected filer, and 0.02% of assets for the smallest filer. This small cost savings needs to be weighed against the potentially large costs to investors and others created by eliminating a public disclosure that they heavily use. We analyze the usage patterns of the EDGAR system, and specifically the frequency of Form 13F downloads from EDGAR. Our analysis suggests the investing public and other stakeholders are strongly interested in the information in Form 13F filings, particularly those of affected filers, and that exempting such institutions from filing Form 13F would deprive the market of useful information.

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Policy Briefings

SEC Investor Advisory Committee

The Spread of COVID-19 Disclosures

SEC Investor Advisory Committee

Tutorial of 10B5-1 Plans, Disclosures, and Academic Evidence

Senate Testimony

Holding Foreign Insiders Accountable

SEC Investor Advisory Committee

Revisiting Disclosure Requires for Foreign Private Issuers

Press

2026

2025

2023

2022

2021

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Daniel Taylor

A tenured professor at The Wharton School, Dr. Taylor is an award-winning researcher and teacher with extensive expertise on issues related to corporate SEC filings, fraud detection, insider trading, and corporate governance. A world-renown scholar, Professor Taylor has written more than 20 articles on these topics published in the leading academic journals in accounting, finance, and management; led seminars at over 100 leading business schools across the globe; won numerous academic and industry awards; and serves on the editorial boards of several top academic journals.

Professor Taylor’s research targets practitioners and regulators, and aims to have direct relevance to current issues facing boards and shareholders. His research is frequently cited in business media, in trade publications, and in rules and regulations promulgated by the Securities and Exchange Commission. His research has been presented at multiple regulatory and enforcement agencies including the SEC, the Public Company Audit Oversight Board, and the Southern District of New York; and has informed multiple investigations by the FBI, Treasury, and Department of Justice.

Professor of Accounting
Arthur Andersen Chair
Faculty Lead, Wharton Forensic Analytics Lab