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Leveraging Benford’S Law And Machine Learning For Financial Fraud Detection, Benjamin R. Fu 2025 William & Mary

Leveraging Benford’S Law And Machine Learning For Financial Fraud Detection, Benjamin R. Fu

Cybersecurity Undergraduate Research Showcase

Financial fraud, particularly credit card fraud, continues to pose substantial challenges to financial institutions due to its increasing frequency and impact on consumer trust. While traditional rule-based methods have provided foundational defenses, their limitations in scalability and adaptability have accelerated the adoption of machine learning (ML) techniques. Concurrently, Benford’s Law—a statistical principle often used in forensic accounting—has demonstrated efficacy in detecting anomalies within naturally occurring numerical datasets. This study explores a hybrid fraud detection approach that integrates Benford’s Law with supervised machine learning algorithms, including Logistic Regression, Random Forest, and k-Nearest Neighbors. Using the publicly available European credit card fraud …


Against Monetary Primacy, Yair Listokin, Rory Van Loo 2025 Northwestern Pritzker School of Law

Against Monetary Primacy, Yair Listokin, Rory Van Loo

Northwestern University Law Review

To reduce inflation, the Federal Reserve (Fed) raises interest rates. But every month with high interest rates increases the risk of a devastating recession. Recessions impose not only short-term pain in the form of widespread unemployment but also lifelong harm for many, as vulnerable workers and those who start their careers during a downturn never fully recover. Yet hiking interest rates is the centerpiece of U.S. inflation-fighting policy. When inflation is high, the Fed raises interest rates until inflation is tamed, regardless of the consequent sacrifices. We call this inflation-fighting paradigm “monetary primacy.” Despite its great risks, monetary primacy has …


Between Attraction And Evasion: Legal Factors Shaping Fdi In Indonesia And Neighboring Countries, Richard C. Adam 2025 Universitas Tarumanegara

Between Attraction And Evasion: Legal Factors Shaping Fdi In Indonesia And Neighboring Countries, Richard C. Adam

Indonesia Law Review

This article examines the internal and external factors that influence foreign direct investment (FDI) in Indonesia, focusing specifically on the legal framework as a key determinant. Internal factors—also referred to as pull factors—include the quality of Indonesia’s Foreign Investment Law, legal certainty, bureaucratic efficiency, and the availability of fiscal and non-fiscal incentives. Meanwhile, push factors represent external elements, such as the attractiveness of neighboring countries’ investment laws, regional economic integration, and global investment trends that encourage capital relocation. Using a normative juridical approach and qualitative analysis of secondary data, this study compares Indonesia’s regulatory environment with that of several Southeast …


Improvident Credit Extension: A New Legal Concept Aborning?, Vern Countryman 2025 University of Maine School of Law

Improvident Credit Extension: A New Legal Concept Aborning?, Vern Countryman

Maine Law Review

The latest triumph of our modified free enterprise system is consumer credit which, including home mortgages, has burgeoned from $30 billion since the end of 1945 to more than $569 billion in March 1974. In 1946 the total cost to consumers for interest and debt retirement was $10 billion, or six percent of family income. By 1966 it was $110.6 billion, or twenty-two percent of family income. By 1971 installment debt charges accounted for from twenty to thirty-nine percent of disposable income for five percent of our families and for forty percent or more of disposable income for another two …


Changes In The Present Maine Law Created By The Maine State Consumer Credit Code, John A. Spanogle Jr. 2025 University of Maine School of Law

Changes In The Present Maine Law Created By The Maine State Consumer Credit Code, John A. Spanogle Jr.

Maine Law Review

The Maine Consumer Credit Code [M3C] was enacted by the Special Session of the 106th Legislature of the State of Maine, and will become effective on January 1, 1975. It will regulate almost all consumer credit transactions not secured by first mortgages on real estate. The statute also creates a new, self-financed Bureau of Consumer Protection under the Department of Business Regulation. This article will first discuss the legislative history of the M3C. Second, it will discuss the scope and jurisdiction of the M3C in comparison with the total scope of all the prior statutes. Third, the article will discuss …


Ordering The Judicial Process Lien And The Security Interest Under Article Nine: Meshing Two Different Worlds Part I—Secured Parties And Post-Judgment Process Creditors, Thomas M. Ward 2025 University of Maine School of Law

Ordering The Judicial Process Lien And The Security Interest Under Article Nine: Meshing Two Different Worlds Part I—Secured Parties And Post-Judgment Process Creditors, Thomas M. Ward

Maine Law Review

The clash between a creditor with a consensual security interest in personal property and a general creditor with a judicially created lien in the same property generates fundamental problems for the commercial lawyer. The respective rights of these two parties hinge upon a determination of priority. Because the interests of the parties are governed by distinct bodies of state law whose interrelationship remains unclarified, the resolution of priority problems in this context is difficult. Article Nine of the Uniform Commercial Code, which purportedly contains a comprehensive priority system, regulates the consensual security transfer, and a variety of independent state statutory …


The Constitutionality Of Maine's Real Estate Mortgage Foreclosure Statutes, Kathleen Barry 2025 University of Maine School of Law

The Constitutionality Of Maine's Real Estate Mortgage Foreclosure Statutes, Kathleen Barry

Maine Law Review

In Maine, Fuentes v. Shevin caused understandable concern about the constitutionality of the state statutes governing real property mortgage foreclosures. Of the foreclosure procedures existing in 1972, only one provided for impartial determination by a court of the mortgagor's breach of condition. In response to Fuentes, the Maine Legislature in 1975 enacted a straightforward provision for foreclosure by civil action. Although the constitutionality of Maine's pre-1975 foreclosure statutes under the fourteenth amendment has not been litigated, lenders in Maine's largest city have recently abandoned all methods of foreclosure except foreclosure by civil action. Lenders, debtors, and legislators in Maine would …


Standard Search Logic Under Article 9: The Florida Debacle Revisited, Kenneth C. Kettering 2025 Columbia Law School

Standard Search Logic Under Article 9: The Florida Debacle Revisited, Kenneth C. Kettering

University of Miami Law Review

If a financing statement is filed in a filing office that does not have a search system that uses a standard search logic, Article 9 of the Uniform Commercial Code provides that there is no tolerance for any error, however slight, in the debtor’s name shown on that financing statement. Such an erroneous financing statement will not be effective to perfect a security interest. In 2012 the author warned that the search system used by Florida’s central filing office lacks a standard search logic, and in 2022 the Florida Supreme Court so held. This Article (i) details how Florida should …


The Choateness Doctrine And The Federal Loan Programs—A Plea For Federal Legislation, James A. Houle 2025 University of Maine School of Law

The Choateness Doctrine And The Federal Loan Programs—A Plea For Federal Legislation, James A. Houle

Maine Law Review

During the Depression of the 1930's, Congress created a number of federal loan programs as part of Roosevelt's New Deal legislation aimed at stimulating economic growth. In the almost fifty years since then, Congress has expanded these programs to the point where today there are over one hundred and sixty of them, representing the nation's largest single source of direct and insured loans. From 1959 until the recent decision in United States v. Kimbell Foods, Inc., the Supreme Court applied the theory of the inchoate lien (now called the "choateness doctrine") to determine priority in suits involving federal consensual liens …


The Digitalization Of Insolvency Proceedings, Aurelio GURREA-MARTINEZ 2025 Singapore Management University

The Digitalization Of Insolvency Proceedings, Aurelio Gurrea-Martinez

Research Collection Yong Pung How School Of Law

Despite the international divergences existing in the design of insolvency law, there is a common feature of insolvency proceedings that, to a greater or lesser extent, is somehow universal: insolvency proceedings are generally costly and lengthy processes. For that reason, it is not surprising that a significant body of the literature on insolvency law deals with different mechanisms to make insolvency proceedings more efficient. This article examines how technology can contribute to that goal. To that end, it starts by reviewing how countries are deploying, or can deploy, technology in different aspects and stages of insolvency proceedings and how such …


Life In Limbo: Cryptocurrency And Fosta As The Pillars Of Cyber-Trafficking, Rebecca Liu 2025 Washington and Lee University School of Law

Life In Limbo: Cryptocurrency And Fosta As The Pillars Of Cyber-Trafficking, Rebecca Liu

Washington and Lee Journal of Civil Rights and Social Justice

As the internet continually advances into Web 3.0, human traffickers thrive in using online platforms to prey on their victims, creating a new form of human trafficking: cyber-trafficking. In 2018, Congress passed the Fight Online Sex Trafficking Act (“FOSTA”) to dampen the stringent protection that 47 U.S.C. § 230 (“Section 230”) offered to internet intermediaries in cyber-trafficking litigation. However, Congress’s intended effect in passing FOSTA failed, as courts continue to interpret FOSTA narrowly, upholding the stringent protection that Section 230 offers internet intermediaries. Beyond FOSTA’s indifferent impact, governmental bodies struggle adapting to Web 3.0’s landscape, neglecting to intervene with traffickers’ …


Digital Dollar: Privacy And Transparency Dilemma, Jiaying Jiang 2025 University of Florida Levin College of Law

Digital Dollar: Privacy And Transparency Dilemma, Jiaying Jiang

UF Law Faculty Publications

Many have voiced concerns that the digital dollar, a digital form of central bank money, will facilitate government surveillance, thus depriving users of privacy. This article investigates critical technical designs proposed by leading think tanks, central banks, and scholars from interdisciplinary fields, reaching a surprising conclusion that contradicts popular belief: a digital dollar can offer better privacy protection than existing digital payment systems. The article argues that those expressing concerns have made two flawed assumptions: (1) that digital dollar data is fully transparent regarding personal information and transaction details and (2) that the government or Federal Reserve has unlimited access …


From Theory To Practice: A True-Crime Podcast, Lauren V. Peckham 2025 The University of Rhode Island

From Theory To Practice: A True-Crime Podcast, Lauren V. Peckham

Senior Honors Projects

The Criminal Element is an innovative, victim-centered podcast that bridges the gap between criminological theory and real-world criminal cases. The podcast is designed as an educational resource for undergraduate Criminology and Criminal Justice students, alongside general audience members interested in learning more about criminological theory. Through the lens of true crime, this podcast is an engaging exploration of foundational and advanced theories while avoiding sensationalism and exploitation, a prevalent problem among true crime media. Each episode connects criminological theoretical concepts – such as strain, social learning, and social disorganization – to contemporary and historical cases, providing listeners with accessible and …


Exporting Equity: Lessons From The Equal Credit Opportunity Act, Shanthi Elizabeth Senthe 2025 University of Windsor

Exporting Equity: Lessons From The Equal Credit Opportunity Act, Shanthi Elizabeth Senthe

William & Mary Journal of Race, Gender, and Social Justice

Credit functions as a fundamental gateway to economic mobility; however, questions arise regarding the legal and societal implications when an individual is denied access to such credit. In theory, fair lending principles dictate that equal access to credit is a legal right. The premise is reasonable but becomes convoluted when consumer credit is clouded by lender bias, resulting in credit discrimination. This Article presents a comparative perspective revealing a jurisdictional difference in legislation affecting equal access to credit between the United States and Canada. Specifically, this Article will focus on the American Equal Credit Opportunity Act (hereinafter ECOA) and …


Big Business As Gun Control, David B. Kopel, George A. Mocsary, Bhav Ninder Singh 2025 Penn State Dickinson Law

Big Business As Gun Control, David B. Kopel, George A. Mocsary, Bhav Ninder Singh

Dickinson Law Review (2017-Present)

Gun control increasingly bypasses direct legislative enactments by co-opting the commercial marketplace. Financial institutions and insurers often face regulatory pressures, frequently articulated through vague notions of “reputational risk,” to terminate or restrict services for lawful firearms businesses and advocacy groups. The debanking tactic, seen in initiatives such as Operation Choke Point, can deny essential financial products to firearm owners, merchants, and organizations, curtailing the practical exercise of constitutionally protected rights. Simultaneously, government agencies sometimes pursue warrantless data collection from bank records and merchant category codes, building profiles of lawful purchasers and eroding privacy and due-process norms.

Social media platforms compound …


Ghosting The Crowd, Andrew A. Schwartz 2025 University of Colorado Law School

Ghosting The Crowd, Andrew A. Schwartz

Washington and Lee Law Review

Crowdfunded companies are legally bound to provide investors with an annual report—but most don’t. This “ghosting of the crowd” violates federal securities laws and raises the risk of opportunism by entrepreneurs, who are more prone to misbehave if no one is watching. Most ominously, it threatens the very viability of the investment crowdfunding market, as investors who are ghosted by one company are less likely to invest in another.

This Article reports on the embarrassing record of noncompliance with the annual report rule imposed by the Jumpstart Our Business Startups (“JOBS”) Act of 2012 and Regulation Crowdfunding, and proposes a …


Corporate Evolution, Omari Scott Simmons 2025 The George Washington University Law School

Corporate Evolution, Omari Scott Simmons

Cardozo Law Review

Political entrepreneurs have declared war on environmental, social, and governance policies ("ESG"), going so far as to attempt to criminalize ESG-influenced investing. They seek a return to some real or imagined past. They amplify and elevate their efforts into mainstream public discourse. They pursue extraordinary goals and tactics to disrupt and even dismantle institutional structures, norms, and established processes. The contemporary anti-ESG backlash is not simply a battle over corporate purpose and the dueling perspectives of shareholder primacy versus stakeholderism or disputes concerning sustainable investment and operational strategies. It reflects aggressive political entrepreneurship and the tension between competing narratives: stasis, …


Against Monetary Primacy, Yair Listokin, Rory Van Loo 2025 Yale Law School

Against Monetary Primacy, Yair Listokin, Rory Van Loo

Faculty Scholarship

To reduce inflation, the Federal Reserve (Fed) raises interest rates. But every month with high interest rates increases the risk of a devastating recession. Recessions impose not only short-term pain in the form of widespread unemployment but also lifelong harm for many, as vulnerable workers and those who start their careers during a downturn never fully recover. Yet hiking interest rates is the centerpiece of U.S. inflation-fighting policy. When inflation is high, the Fed raises interest rates until inflation is tamed, regardless of the consequent sacrifices. We call this inflation-fighting paradigm “monetary primacy.” Despite its great risks, monetary primacy has …


Equity And Clarity: The Impact Of Tyler V. Hennepin County On Property Taxation And Homeowners’ Rights, Analy Feigel 2025 Benjamin N. Cardozo School of Law

Equity And Clarity: The Impact Of Tyler V. Hennepin County On Property Taxation And Homeowners’ Rights, Analy Feigel

Cardozo Law Review

This Note explores the implications ofthe U.S. Supreme Court's ruling in Tyler v. Hennepin County, which significantly impacts property taxation and foreclosure laws. The Court ruled that property owners are entitled to surplus proceeds following a tax foreclosure, setting a new precedent by deeming it unconstitutional for governments to retain surplus proceeds without just compensation. Tyler clarified property rights under the Fifth Amendment, affirming that owners have a constitutional right to the surplus value of their foreclosed properties, even if local statutes do not explicitly allow it.

Further, this Note also addresses unresolved issues following Tyler's ruling, including how the …


We The People... Deserve Fair Taxes, Doron Narotzki, Tamir Shanan 2025 University of Akron College of Business

We The People... Deserve Fair Taxes, Doron Narotzki, Tamir Shanan

Cardozo Journal of Equal Rights & Social Justice

In a world where economic inequality is deepening, tax law has emerged as one of the most powerful tools for shaping social justice. This Article explores how progressive taxation serves not only as a fiscal mechanism but as a reflection of societal values and the moral obligations of wealth. With legal methodologies such as Purposivism, Originalism, and Living Constitutionalism providing different interpretative lenses, this Article delves into the crucial discourse surrounding income, tax avoidance, deductions, and wealth taxation.

Through an analysis of real-world tax policies and legal precedents, the Article examines how these methodologies either perpetuate or challenge the current …


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