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- July 2023 (Revised August 2023)
- Case
Revenue Recognition at Stride Funding: Making Sense of Revenues for a Fintech Startup
By: Paul M. Healy and Jung Koo Kang
The case explores the challenges of revenue recognition and financial reporting for Stride Funding (Stride), a fintech startup that has disrupted the student loan market. Stride leveraged proprietary machine learning and financial models to underwrite alternative...
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- 2023
- Article
Probabilistically Robust Recourse: Navigating the Trade-offs between Costs and Robustness in Algorithmic Recourse
By: Martin Pawelczyk, Teresa Datta, Johannes van-den-Heuvel, Gjergji Kasneci and Himabindu Lakkaraju
As machine learning models are increasingly being employed to make consequential decisions in real-world settings, it becomes critical to ensure that individuals who are adversely impacted (e.g., loan denied) by the predictions of these models are provided with a means...
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- April 2023
- Case
Burning the Sails to Save the Ship: The Pilati Family Dilemma
By: Lauren Cohen, Hao Gao, Jiawei Ye and Grace Headinger
Octavian Graf Pilati, rising generation member of an Austrian princely family, prepared to sell the palace his family had held for over three hundred years. In recent years, the Pilati family lands had been leveraged as loan collateral for an international venture that...
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- 2022
- Working Paper
Distributional Consequences of Monetary Policy Across Races: Evidence from the U.S. Credit Register
By: Laura Alfaro, Ester Faia and Camelia Minoiu
We examine the consequences of monetary policy on racial disparities, focusing on the role of bank lending to firms through collateral and selection channels. Leveraging comprehensive loan-level data from the U.S. credit register (Y-14Q) of the Federal Reserve, we show...
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- 2022
- Working Paper
High-Yield Debt Covenants and Their Real Effects
By: Falk Bräuning, Victoria Ivashina and Ali Ozdagli
High-yield debt including leveraged loans is characterized by incurrence financial covenants, or “cov-lite” provisions. A traditional loan agreement includes maintenance covenants, which require continuous compliance with the covenant threshold, and their violation...
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- November 2021
- Article
Borrower Leakage from Costly Screening: Evidence from SME Lending in Peru
By: Irani Arraiz, Miriam Bruhn, Benjamin N. Roth, Claudia Ruiz-Ortega and Rodolfo Stucchi
We provide evidence that commercial lenders in Peru suffer leakages in their loan approval process. Leveraging a discontinuity in the loan approval process of a large bank, we find that receiving a loan approval from the bank causes loan applicants to receive offers...
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- 2023
- Working Paper
The Value of Professional Ties in B2B Markets
By: Navid Mojir and Sriya Anbil
We study how a particular form of social ties (i.e., professional ties proxied by past employment) affects price and profitability in business-to-business (B2B) markets. While most of the work on social ties focuses on information diffusion in business-to-consumer...
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- 2021
- Working Paper
Nonbank Lending and Credit Cyclicality
By: Quirin Fleckenstein, Manasa Gopal, German Gutierrez and Sebastian Hillenbrand
We document three facts about nonbank lending in the syndicated loan market. First, nonbank lending is more than twice as cyclical as bank lending. Second, declines in nonbank lending explain most of the declines in syndicated lending during the Great Recession and...
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- 2020
- Working Paper
Is Accounting Useful for Forecasting GDP Growth? A Machine Learning Perspective
We provide a comprehensive examination of whether, to what extent, and which accounting variables are useful for improving the predictive accuracy of GDP growth forecasts. We leverage statistical models that accommodate a broad set of (341) variables—outnumbering the...
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- January 2021 (Revised March 2021)
- Case
Juno (A): Leveraging Student Power
By: Joshua Schwartzstein, Kathleen L. McGinn and Amy Klopfenstein
In March 2020, Chris Abkarians and Nikhil Agarwal were in the midst of preparing the annual auction for their student loan assistance startup, Juno. Both current MBA students at Harvard Business School, the duo founded Juno in 2018 to leverage student bargaining power...
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Keywords:
Decision Making;
Decision Choices and Conditions;
Decisions;
Cost vs Benefits;
Education;
Higher Education;
Finance;
Borrowing and Debt;
Strategy;
Adaptation;
Alignment;
Negotiation;
Agreements and Arrangements;
Negotiation Participants;
Negotiation Process;
Negotiation Tactics;
Negotiation Deal;
Negotiation Offer;
Negotiation Types;
Financial Services Industry;
Education Industry;
North and Central America;
United States;
Massachusetts;
Boston
- January 2021 (Revised March 2021)
- Supplement
Juno (C): Leveraging Student Power
By: Joshua Schwartzstein, Kathleen L. McGinn and Amy Klopfenstein
In May 2020, Juno co-founders Chris Abkarians and Nikhil Agarwal decided to hold the annual auction for their student loan assistance startup. Five lenders submitted bids, and the co-founders ultimately opted to select Eager Bank as their partner for the 2020-2021...
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Keywords:
Decision Making;
Decision Choices and Conditions;
Decisions;
Cost vs Benefits;
Judgments;
Education;
Higher Education;
Finance;
Borrowing and Debt;
Strategy;
Adaptation;
Alignment;
Negotiation;
Agreements and Arrangements;
Negotiation Deal;
Negotiation Offer;
Negotiation Participants;
Negotiation Process;
Negotiation Tactics;
Negotiation Types;
Financial Services Industry;
Education Industry;
North and Central America;
United States;
Massachusetts;
Boston
- Article
Towards Robust and Reliable Algorithmic Recourse
By: Sohini Upadhyay, Shalmali Joshi and Himabindu Lakkaraju
As predictive models are increasingly being deployed in high-stakes decision making (e.g., loan
approvals), there has been growing interest in post-hoc techniques which provide recourse to affected
individuals. These techniques generate recourses under the assumption...
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- September 2020
- Case
Disrupting Justice at RightNow: Persevere, Pivot or Perish
By: Shikhar Ghosh and Amir Reza Rezvani
The case examines the focus of an early stage company, and how an unexpected external incidence can threaten or void the business model. It encompasses issues such as defining and pivoting a business model, organizational requirements for a pivot, investor relations,...
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- 2022
- Working Paper
Complexity in Loan Contracts
By: Victoria Ivashina and Boris Vallée
Using novel data on 1,240 credit agreements from the leveraged loan market, we propose simple measures of contractual complexity based on clauses qualifying negative covenants. We document a high average level of contractual complexity and significant heterogeneity....
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- July 2018
- Teaching Note
The Perfect Storm: What Happens When the Market Moves Four Standard Deviations?
By: Nori Gerardo Lietz and Sayiddah Fatima McCree
Adam Carter was the portfolio manager for Tate Modern Finance III, L.P. (“Tate” or the “Fund”), the third in a series of U.S. commercial real estate debt funds sponsored by the London-based Tate Partners. The Fund was capitalized with $700 million of equity...
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Keywords:
CMBS;
CLO;
Repo Financing;
Real Estate;
Financial Strategy;
Investment Funds;
Financing and Loans
- 2019
- Working Paper
Do Banks Have an Edge?
By: Juliane Begenau and Erik Stafford
Overall, no! We show that the level and time series variation in cash flows for most bank activities are well matched by capital market portfolios with similar interest rate and credit risk to what banks report to hold. Ignoring operating expenses, bank loans earn high...
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Keywords:
Banks;
Market Efficiency;
Bank Capital;
Bank Debt;
CAPM;
Banking;
Bank Deposits;
Bank Funding Advantage;
Leverage;
Maturity Transformation;
Replicating Portfolio;
Efficiency;
Banks and Banking;
Capital Markets;
Performance Evaluation;
Performance Efficiency;
Banking Industry;
United States
- November 2017
- Article
Credit-Induced Boom and Bust
By: Marco Di Maggio and Amir Kermani
Can a credit expansion induce a boom and bust in house prices and real economic activity? This paper exploits the federal preemption of national banks in 2004 from local laws against predatory lending to gauge the effect of the supply of credit on the real economy....
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- September 2017 (Revised June 2019)
- Case
Dianrong: Marketplace Lending, Blockchain, and 'The New Finance' in China
By: Christopher J. Malloy, Lauren H. Cohen and Anthony K. Woo
This case examines the strategic positioning of Dianrong, one of the largest online peer-to-peer (P2P) lending platforms in China, in its attempt to become a foundational player in the expansion of the FinTech sector in Asia. Dianrong had recently announced the...
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- Working Paper
Covenant-Light Contracts and Creditor Coordination
By: Bo Becker and Victoria Ivashina
In 2015, 70% of newly issued leveraged loans had weaker enforcement features, called covenant-light or "cov-lite"; this is nearly a three-time increase in cov-lite issuance compared to a previous peak in 2007. We evaluate whether this development can be attributed to...
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- October 2013 (Revised November 2018)
- Background Note
Note on the Leveraged Loan Market
This note provides an introduction to the process of loan syndication and the evolution of the leveraged loan market. The note emphasizes the role of banks as loan originators and the evolution of the institutional investors' entry into the leveraged loan market. In...
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