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The Financial Implications Of Medical Education: An Roi Analysis Of School Type, Specialty, And Training Location, Hunter Ryan Cohn, Chase Moscovic, Alexis Kralovich, Simran Qureshi, Manoj Kulchania 2025 Wayne State University

The Financial Implications Of Medical Education: An Roi Analysis Of School Type, Specialty, And Training Location, Hunter Ryan Cohn, Chase Moscovic, Alexis Kralovich, Simran Qureshi, Manoj Kulchania

Medical Student Research Symposium

The Financial Implications of Medical Education: An ROI Analysis of School Type, Specialty, and Training Location

Introduction

The financial burden of medical education profoundly influences career trajectories and long-term financial outcomes for physicians. This study examined the impact of medical school costs (comparing an in-state public and private medical school), specialty selection (focusing on Pediatrics, OB/GYN, and Orthopedic Surgery), and geographic factors on physicians' financial returns. Further, this study considered loan repayment strategies and their effects on career return on investment (ROI), offering insights into financial decision-making for future medical graduates.

Methods

Data on medical school costs, including tuition and …


Data-Driven Default Prediction: Insights From Lending Club, Shumaila Gilani, Viktoria Kleer Kliimand 2025 Belmont University

Data-Driven Default Prediction: Insights From Lending Club, Shumaila Gilani, Viktoria Kleer Kliimand

SPARK Symposium Presentations

Peer-to-peer (P2P) lending has transformed consumer credit markets by providing an alternative to traditional banking institutions. LendingClub, a pioneer in this space, facilitates lending between individual investors and borrowers through a data-driven risk assessment model. Our research aims to enhance loan default prediction by developing a more precise classification model based on LendingClub’s historical loan data, ultimately improving risk assessment for investors.

Utilizing a dataset of approximately 650,000 loans from 2007 to 2015, we construct a predictive model to classify loan default risk. Our approach focuses on key financial indicators, including interest rates, borrower grades, debt-to-income ratio, and delinquency history, …


Regression: Skill For Salary, Lani Berg 2025 Stephen F Austin State University

Regression: Skill For Salary, Lani Berg

Undergraduate Research Conference

No abstract provided.


Debt Analysis And Evaluation, Anh Nguyen 2025 Stephen F Austin State University

Debt Analysis And Evaluation, Anh Nguyen

Undergraduate Research Conference

Abstract: The household debt dynamics in the United States have been influenced by some socio-demographic factors. This study examines the socio-demographic factors by using a dataset of 15,000 households from the 2019 Survey of Consumer Finances. The research analyzes determinants including age, education, marital status, college level, race, kids, job, rent, knowledge, willingness to take financial risks, financial literacy, and the total value of a checking account.


The Ethics Of Ai In Wealth Management, Vivian Bivens, Kailey Fischer 2025 Stephen F Austin State University

The Ethics Of Ai In Wealth Management, Vivian Bivens, Kailey Fischer

Undergraduate Research Conference

This paper examines the ethical implications of AI in wealth management by analyzing regulations from international and national securities bodies and evaluating how firms implement AI responsibly. While current regulations are not perfect, they generally promote ethical AI use, and firms are actively working to reduce biases and enhance data security.


Lessons Learned: Fabrizio López-Gallo, Mercedes Cardona 2025 Yale University

Lessons Learned: Fabrizio López-Gallo, Mercedes Cardona

Journal of Financial Crises

Fabrizio López-Gallo served as the Bank of Mexico’s director general of financial stability during the COVID-19 pandemic, having been financial sector specialist and risk analysis and special projects manager for the central bank during the 2007–09 Global Financial Crisis (GFC). The Mexican government declared a health emergency at the outbreak of the pandemic and implemented a general economic shutdown. The Bank of Mexico intervened by cutting rates and initiating extraordinary measures, such as adding bond swaps and loosening rules for minimum deposits at commercial banks to provide liquidity. It gave flexibility to commercial banks to grant forbearance on mortgage payments …


Lessons Learned: Cecilia Skingsley, Maryann Haggerty 2025 Yale University

Lessons Learned: Cecilia Skingsley, Maryann Haggerty

Journal of Financial Crises

During the Swedish banking crisis of the early 1990s, Cecilia Skingsley was the press secretary for the Ministry of Finance. She held various roles, including chief economist, at Swedbank, one of Sweden’s largest banks, from 2007 to 2013, a period that included the Global Financial Crisis (GFC) and European Sovereign Debt Crisis. Swedbank suffered heavy losses amid the GFC and relied on a government guarantee program for support. In 2013, she became a deputy governor of Sveriges Riksbank, Sweden’s central bank; in 2019, she became first deputy governor. Skingsley left the Riksbank in September 2022 to become head of the …


Lessons Learned: Philip Lane, Mary Anne Chute Lynch, Rosalind Z. Wiggins 2025 YPFS, Yale School of Management

Lessons Learned: Philip Lane, Mary Anne Chute Lynch, Rosalind Z. Wiggins

Journal of Financial Crises

Philip Lane served as governor of the Central Bank of Ireland from 2015 to 2019. He introduced countercyclical capital and systemic buffer tools and initiated research into the role and risks of cross-border inflows across Ireland. As a member of the Governing Council of the European Central Bank (ECB) since 2015, Lane has advocated for the European Union to adopt macroprudential policies and tools. He hailed the work of the European Systemic Risk Board and similar institutions established after the Global Financial Crisis (GFC) and the European Sovereign Debt Crisis to share data, information concerning risks, and concerns over financial …


Lessons Learned: Giorgio Gobbi, Mercedes Cardona 2025 Yale University

Lessons Learned: Giorgio Gobbi, Mercedes Cardona

Journal of Financial Crises

Giorgio Gobbi joined the Economic Research Department of the Bank of Italy in 1990 and was assigned to carry out analysis and research on the banking industry. From 1998 to 2004, he headed the department’s Financial Intermediaries Office and represented the bank at the International Monetary Fund, the Bank of International Settlements, and the European Central Bank. Starting in 2007, Gobbi headed the Financial Structure and Intermediaries Division within the bank’s Structural Economic Analysis Department. He was appointed deputy head of the Financial Stability Unit in 2013 and became head of the Financial Stability Directorate in 2014.


Lessons Learned: J. Christopher Flowers, Mary Anne Chute Lynch 2025 Yale University

Lessons Learned: J. Christopher Flowers, Mary Anne Chute Lynch

Journal of Financial Crises

J. Christopher Flowers has been managing director, CEO, and chairman of the private investment firm J.C. Flowers & Co. LLC for many years. During the Global Financial Crisis (GFC) of 2007–2009, Flowers was involved with investing in some of the largest banks and financial institutions in the world and advising and consulting with them on possible acquisitions, mergers, and sales as several of these firms began to collapse. In the fall of 2008, Flowers worked closely with the Bank of America (BofA) on proposals to acquire Lehman Brothers and Merrill Lynch, and he developed a plan for private investors to …


Eliminating Discount Window Stigma: What Can We Learn From Abroad?, Susan McLaughlin 2025 YPFS, Yale School of Management

Eliminating Discount Window Stigma: What Can We Learn From Abroad?, Susan Mclaughlin

Journal of Financial Crises

This article picks up from an earlier Journal of Financial Crisis policy note on discount window design to see how the experiences of other central banks can inform work to redesign the discount window to reduce stigma. As explained in that article, banks’ reluctance to use the discount window is problematic for financial stability as it constrains the Fed’s ability to use its liquidity provision tools to stem runs and mitigate contagion in times of stress. The stigma associated with discount window borrowing in the United States is well documented and is a multifaceted phenomenon.


Lessons Learned: Jesper Berg, Maryann Haggerty 2025 Yale University

Lessons Learned: Jesper Berg, Maryann Haggerty

Journal of Financial Crises

The career of Jesper Berg, a Danish economist, has spanned multiple financial crises. He held positions with the Danish central bank, Danmarks Nationalbank, from 2004 to 2010, first as head of market operations and later as head of financial stability. He had served as head of the capital markets and financial structure division at the European Central Bank from 2000 to 2004, and earlier he was an economist at the International Monetary Fund’s Exchange and Trade Relations Department. This Lessons Learned summary is based on an interview with Berg in December 2022, when he was director general of the Danish …


Liquidity Facilities Provided To Banks During The Dominican Republic Financial Crisis Of 2003, Marco Porfirio Martínez 2025 Financial Stability Subdirectorate, CBDR

Liquidity Facilities Provided To Banks During The Dominican Republic Financial Crisis Of 2003, Marco Porfirio Martínez

Journal of Financial Crises

As part of an agreement with the International Monetary Fund (IMF), the Central Bank of the Dominican Republic (CBDR) released a comprehensive document providing an overview of the origins and handling of the 2003 financial crisis. This Archive Note builds on the highlights of that document by discussing primary factors that led to problems within Banco Intercontinental (Baninter), the bank that triggered the crisis; detailing measures the CBDR implemented to mitigate the situation; and addressing the consequences for two other major banks, Banco Mercantil and Bancrédito.


United States: Lehman Brothers Broker-Dealer Emergency Liquidity Program, 2008, Ayodeji George, Steven Kelly 2025 University of Chicago Harris School of Public Policy

United States: Lehman Brothers Broker-Dealer Emergency Liquidity Program, 2008, Ayodeji George, Steven Kelly

Journal of Financial Crises

On Sunday, September 14, 2008, a deal to sell the United States investment bank Lehman Brothers Holdings Inc. (LBHI) to United Kingdom–based Barclays fell apart. US authorities informed LBHI that, given the lack of rescue funds, it would need to file for bankruptcy before Monday morning to avoid additional chaos for the firm and markets. However, authorities understood Barclays was still interested in buying Lehman’s broker-dealer subsidiary, Lehman Brothers Inc. (LBI). Federal Reserve and Treasury officials were concerned about the impact that the sudden failure of LBI could have on financial markets. LBI had $87 billion in secured overnight repurchase …


United States: First Republic Bank Emergency Liquidity Program, 2023, Salil Gupta, Jack French, Steven Kelly 2025 YPFS, Yale School of Management

United States: First Republic Bank Emergency Liquidity Program, 2023, Salil Gupta, Jack French, Steven Kelly

Journal of Financial Crises

First Republic Bank, a California-based institution with $212.6 billion in assets, lost $25 billion in deposits on Friday, March 10, 2023, following the closing of Silicon Valley Bank that morning. On Sunday, March 12, First Republic announced that it had access to $70 billion in unused liquidity owing to its borrowing capacity at the Federal Reserve, the Federal Home Loan Bank System, and JPMorgan Chase (JPMC). But First Republic’s depositors withdrew a further $40 billion of deposits on Monday, March 13. First Republic’s borrowings from the Federal Reserve rose as high as $109 billion between Friday, March 10, and Wednesday, …


United States: Citigroup Emergency Liquidity Program, 2008, Vincient Arnold 2025 YPFS, Yale School of Management

United States: Citigroup Emergency Liquidity Program, 2008, Vincient Arnold

Journal of Financial Crises

By November 21, 2008, against the backdrop of heavy losses during the Global Financial Crisis, Citigroup counterparties were substantially pulling back from the firm. On November 23, the US Department of the Treasury, Federal Deposit Insurance Corporation (FDIC), and Federal Reserve announced a support package for Citi composed of a capital injection and a loss-sharing arrangement on $300.8 billion of assets. Under the Asset Guarantee Program (AGP), Citi would absorb the first $39.5 billion in losses on a mutually agreed upon pool of risky assets; the Treasury and FDIC provided $15 billion in loss protection after that, combined with Citi’s …


United States: Bear Stearns Emergency Liquidity Assistance, 2008, Vincient Arnold 2025 YPFS, Yale School of Management

United States: Bear Stearns Emergency Liquidity Assistance, 2008, Vincient Arnold

Journal of Financial Crises

On Thursday, March 13, 2008, the US investment bank Bear Stearns Companies approached the Federal Reserve Bank of New York (FRBNY), saying it expected many of its repurchase agreement (repo) counterparties would not “roll,” or renew, their repo agreements the next day. As a result, the firm would be obligated to repay many of its repo liabilities. Without an emergency loan, Bear would be forced to file for bankruptcy on Friday morning, March 14. Before the market opened on Friday, the FRBNY made an overnight loan for $12.9 billion through JPMorgan Chase Bank (JPMC) on a nonrecourse basis, which on-lent …


United Kingdom: Northern Rock Emergency Liquidity Program, 2007, Bailey Decker, Jack French, Eming Shyu 2025 YPFS, Yale School of Management

United Kingdom: Northern Rock Emergency Liquidity Program, 2007, Bailey Decker, Jack French, Eming Shyu

Journal of Financial Crises

Northern Rock plc was a bank in the United Kingdom (UK) that experienced rapid growth from 1998 to 2007. The bank was a large issuer of UK residential mortgage-backed securities. Its funding was primarily wholesale as its retail deposit growth had not kept up with its asset growth. By August 2007, Northern Rock’s credit default swap spreads were widening and its share price falling as conditions deteriorated in the markets on which it relied for short-term funding. To meet the bank’s substantial liquidity needs, the Bank of England (BoE) announced on September 14, 2007, that it would extend an emergency …


United States: Bank Of America Emergency Liquidity Program, 2009, Vincient Arnold 2025 YPFS, Yale School of Management

United States: Bank Of America Emergency Liquidity Program, 2009, Vincient Arnold

Journal of Financial Crises

On December 31, 2008, Bank of America (BofA) finalized its acquisition of Merrill Lynch, absorbing losses of $15.5 billion as a result. Regulators were concerned about BofA’s short-term liquidity position and ability to post more collateral if its credit rating was downgraded. On January 16, 2009, the Federal Reserve, Federal Deposit Insurance Corporation (FDIC), and Department of the Treasury announced an interagency support package to BofA, which included an asset guarantee wherein all three agencies shared losses with BofA on a “ring-fenced” $118 billion pool of assets. Under the ring-fencing arrangement, known as the Asset Guarantee Program (AGP), BofA would …


United Kingdom: Hbos And Rbs Emergency Liquidity Program, 2008, Bailey Decker, Jack French 2025 YPFS, Yale School of Management

United Kingdom: Hbos And Rbs Emergency Liquidity Program, 2008, Bailey Decker, Jack French

Journal of Financial Crises

Two United Kingdom–based banks, Halifax Bank of Scotland (HBOS) and Royal Bank of Scotland Group (RBS), faced substantial liquidity needs during fall of 2008. To provide funding until recapitalization, the Bank of England (BoE) extended ad hoc emergency liquidity facilities to HBOS on October 1 and to RBS on October 7, 2008, comprising US dollars (USD) and British pounds sterling (GBP). As collateral for the 2008 assistance, HBOS and RBS posted pools of loans that were ineligible for the BoE’s market-wide operations. Aggregate usage of the two ad hoc facilities peaked at GBP 61.5 billion (USD 106.0 billion) on October …


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