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June 2024 (Revised September 2024)
Case

Driving Scale with Otto

By: Rebecca Karp, David Allen and Annelena Lobb

This case asks how startup founders make scaling decisions in light of their priorities for their business and for themselves. Otto was a technology company that applied artificial intelligence technology to sales. It deployed natural language processing to find sales... View Details

Keywords: Artificial Intelligence; Natural Language Processing; B2B; B2B Innovation; Scaling; Scaling Tech Ventures; Business Startups; AI and Machine Learning; Finance; Sales; Business Strategy; Growth and Development Strategy; Entrepreneurship; Information Technology Industry; United States; Cambridge; New York (city, NY); Spain

June 2024
Teaching Note

Miami's Climate Tech Potential (A): The State of Play

By: Rosabeth Moss Kanter and Ai-Ling Jamila Malone

Teaching Note for HBS Case No. 324-119. Miami-Dade County led the work to get South Florida designated a national climate resilience tech hub, the only one of 31 focused on climate change, an urgent major issue for the region in light of global warming and sea level... View Details

Keywords: Technology; Climate; Entrepreneur; Development; Startup; Climate Change; Venture Capital; Investment; Entrepreneurship; Green Technology; Government Administration; City; Miami

June 2024 (Revised February 2025)
Case

Accounting for Loans at SoFi Technologies

By: Joseph Pacelli and Michael Norris

At the release of its first quarter earnings report on May 1, 2023, digital bank SoFi beat its earnings guidance by 25%. On May 2, Wedbush Securities analyst David Chiaverini issued a report downgrading the stock. A second downgrade followed from Chiaverini on May 15.... View Details

Keywords: Accounting; Banks and Banking; Financing and Loans; Valuation; Stocks; Banking Industry; United States

2024
Working Paper

Advancing Personalization: How to Experiment, Learn & Optimize

By: Aurelie Lemmens, Jason M.T. Roos, Sebastian Gabel, Eva Ascarza, Hernan Bruno, Elea McDonnell Feit, Brett Gordon, Ayelet Israeli, Carl F. Mela and Oded Netzer

Personalization has become the heartbeat of modern marketing. Advances in causal inference and machine learning enable companies to understand how the same marketing action can impact the choices of individual customers differently. This article provides an academic... View Details

Keywords: Personalization; Targeting; Experiments; Observational Studies; Policy Implementation; Policy Evaluation; Customization and Personalization; Marketing Strategy; AI and Machine Learning

May 2024
Supplement

Miami’s Climate Tech Potential (B): The 2024 Tech Hub Proposal

By: Rosabeth Moss Kanter and Jacob A. Small

Miami-Dade County led the work to get South Florida designated a national climate resilience tech hub, the only one of 31 focused on climate change, an urgent major issue for the region in light of global warming and sea level rise. Venture capitalists saw the... View Details

Keywords: Climate Change; Venture Capital; Investment; Entrepreneurship; Green Technology; Government Administration; City

May 2024
Case

Naked Wines: The Profit vs. Growth Decision

By: Benjamin C. Esty and Edward A. Meyer

Nick Devlin faced a difficult strategic decision in October 2022. As the CEO of a UK-based subscription business connecting wine drinkers in the US, UK, and Australia with winemakers from around the world (which one journalist called the “Netflix of Wine”), he had to... View Details

2024
Working Paper

LASH Risk and Interest Rates

By: Laura Alfaro, Saleem Bahaj, Robert Czech, Jonathan Hazell and Ioana Neamtu

We introduce a framework to understand and quantify a form of liquidity risk that we dub Liquidity After Solvency Hedging or “LASH” risk. Financial institutions take LASH risk when they hedge against losses, using strategies that lead to liquidity needs when the value... View Details

Keywords: Liquidity; Monetary Policy; Non-bank Intermediaries; Hedging; Risk and Uncertainty; Investment Funds; Financial Condition; Interest Rates

2024
Working Paper

Bank Runs and Interest Rates: A Revolving Lines Perspective

By: Falk Bräuning and Victoria Ivashina

Revolving credit is at the core of the banking business. Corporate revolving credit lines are demandable claims; thus, similar to a traditional bank run on deposits, sudden widespread drawdowns on credit lines can be destabilizing to the banking sector. However, we... View Details

Keywords: Financial Liquidity; Credit; Financial Crisis; Interest Rates; Banks and Banking

May 2024
Article

Financial Innovation in the 21st Century: Evidence from U.S. Patents

By: Josh Lerner, Amit Seru, Nick Short and Yuan Sun

We develop a unique dataset of 24 thousand U.S. finance patents granted over the last two decades to explore the evolution and production of financial innovation. We use machine learning to identify the financial patents and extensively audit the results to ensure... View Details

Keywords: Banking; Investment Banks; Information Technology; Regulation; Patents; Innovation and Invention; Trends

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2024
Working Paper

Internal and External Capital Markets of Large Banks

By: Lina Lu, Marco Macchiavelli and Jonathan Wallen

Despite regulatory restrictions, large U.S. bank holding companies have sizable and dynamic internal capital markets. They raise long-term debt at the holding company and deposits at the commercial bank to internally make unsecured loans to affiliated broker-dealers.... View Details

Keywords: Banks and Banking; International Finance; Financial Markets

April 2024 (Revised August 2024)
Teaching Note

Silicon Valley Bank: Gone in 36 Hours

By: Jung Koo Kang, Krishna G. Palepu and Charles C.Y. Wang

Teaching Note for HBS Case No. 124-001. View Details

Keywords: Accounting Standards; Bank Runs; Financial Accounting; Financial Reporting; Social Media; Banks and Banking; Financing and Loans; Investment Portfolio; Interest Rates; Debt Securities; Risk and Uncertainty; Financial Statements; Risk Management; Financial Services Industry; United States

April 2024
Supplement

Recycle & Re-Match: The Future of Soccer Turfs

By: George Serafeim

April 2024 (Revised August 2024)
Case

The Engine

By: Joshua Lev Krieger, Jim Matheson, Fiona Murray and Nicholas Christman

The Engine, a venture capital firm founded by MIT to fill a gap in the technology funding landscape by commercializing breakthrough science and technology. Led by managing partner and CEO Katie Rae, the Engine's unique approach involved an unusually longer fund life,... View Details

Keywords: Growth and Development Strategy; Mission and Purpose; Venture Capital; Business Startups; Entrepreneurial Finance; Financial Services Industry

April 2024
Supplement

Cyrus 3.0: Turning a Traditional Business Model on Its Head (B)

By: James Heskett

The objective of improved work-life balance is achieved. However, it prompts a discussion of whether management should take on special events during what is now a long weekend in order to improve the bottom line even more. The case raises questions about other... View Details

Keywords: Business Model; Organizational Change and Adaptation; Work-Life Balance; Strategic Planning; Profit

April 2024
Case

Cyrus: Turning a Traditional Business Model on Its Head (A)

By: James Heskett

The loss of the lease at their Michelin-starred Cyrus 1.0 in Sonoma County, California gives the partners an opportunity to shut down and rework a “broken” business model, one with labor intensive experiences six or seven nights a week, high burnout, high... View Details

Keywords: Business Model; Retention; Organizational Change and Adaptation; Leasing; Work-Life Balance; Strategic Planning; Loss; Profit; Working Conditions; California

April 2024
Article

A Machine Learning Algorithm Predicting Risk of Dilating VUR among Infants with Hydronephrosis Using UTD Classification

By: Hsin-Hsiao Scott Wang, Michael Lingzhi Li, Dylan Cahill, John Panagides, Tanya Logvinenko, Jeanne Chow and Caleb Nelson

Backgrounds: Urinary Tract Dilation (UTD) classification has been designed to be a more objective grading system to evaluate antenatal and post-natal UTD. Due to unclear association between UTD classifications to specific anomalies such as vesico-ureteral reflux (VUR),... View Details

Keywords: Health Disorders; Health Testing and Trials; AI and Machine Learning; Health Industry

April 2024
Article

Demand-and-Supply Imbalance Risk and Long-Term Swap Spreads

By: Samuel G. Hanson, Aytek Malkhozov and Gyuri Venter

We develop and test a model in which swap spreads are determined by end users' demand for and constrained intermediaries’ supply of long-term interest rate swaps. Swap spreads reflect compensation both for using scarce intermediary capital and for bearing convergence... View Details

Keywords: Swap Spreads; Credit Derivatives and Swaps; Interest Rates; Risk and Uncertainty; Volatility

April 2024 (Revised February 2025)
Teaching Note

eBee: Affordable Mobility for Africa

By: Ramon Casadesus-Masanell, Gamze Yucaoglu and Jordan Mitchell

Teaching Note for HBS Case No. 724-360.The case opens in March 2023, as Sten van der Ham and Jaap Maljers, CEO and co-founder of eBee, an electric bike (e-bike) company in Africa, are contemplating the different avenues for growth and path to profitability for the... View Details

Keywords: Business Model; Value Creation; Competition; Expansion; Logistics; Profit; Resource Allocation; Corporate Strategy; Business Startups; Growth and Development Strategy; Business Strategy; Product Marketing; Entrepreneurial Finance; Bicycle Industry; Africa; Kenya

April–May 2024
Article

Gone with the Big Data: Institutional Lender Demand for Private Information

By: Jung Koo Kang

I explore whether big-data sources can crowd out the value of private information acquired through lending relationships. Institutional lenders have been shown to exploit their access to borrowers’ private information by trading on it in financial markets. As a shock... View Details

Keywords: Analytics and Data Science; Borrowing and Debt; Financial Markets; Value; Knowledge Dissemination; Financing and Loans

March 2024 (Revised April 2024)
Case

Angel City Football Club: Scoring a New Model

By: Jeffrey F. Rayport, Jennifer Fonstad and Nicole Tempest Keller

In January 2024, Kara Nortman, Julie Uhrman, and Natalie Portman, the founders of Angel City Football Club (ACFC) were developing the club’s first three-year strategic plan. Founded in 2020, ACFC had a star-studded investor group, including Portman and celebrities such... View Details

Keywords: Sports; Entertainment; Entrepreneurship; Brands and Branding; Venture Capital; Business Model; Corporate Strategy; Digital Marketing; Sports Industry; Entertainment and Recreation Industry; United States; California; Los Angeles

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