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- 2025
- Working Paper
Dynamic Personalization with Multiple Customer Signals: Multi-Response State Representation in Reinforcement Learning
Reinforcement learning (RL) offers potential for optimizing sequences of customer interactions by modeling the relationships
between customer states, company actions, and long-term value. However, its practical implementation often faces significant
challenges.... View Details
Keywords: Dynamic Policy; Deep Reinforcement Learning; Representation Learning; Dynamic Difficulty Adjustment; Latent Variable Models; Customer Relationship Management; Customer Value and Value Chain; Foreign Direct Investment; Analytics and Data Science
Ma, Liangzong, Ta-Wei Huang, Eva Ascarza, and Ayelet Israeli. "Dynamic Personalization with Multiple Customer Signals: Multi-Response State Representation in Reinforcement Learning." Harvard Business School Working Paper, No. 25-037, February 2025.
- January 2025
- Case
Untapped Global: Financing Africa’s Missing Middle
By: Raymond Kluender and Emanuele Colonnelli
In November 2024, Jim Chu, founder and CEO of Untapped Global, faced mounting internal tensions over the company’s strategic direction. Untapped had developed a data-driven revenue-based financing (RBF) model to address the “missing middle” problem—the $5.2 trillion... View Details
Keywords: Entrepreneurship; Social Entrepreneurship; Venture Capital; Working Capital; Private Equity; Financial Strategy; Microfinance; International Finance; Currency Exchange Rate; Profit Sharing; Revenue; Developing Countries and Economies; Economic Growth; Banking Industry; Financial Services Industry; Information Technology Industry; Technology Industry; Africa; Nigeria; South Africa; Kenya; Uganda; California; San Francisco
- 2024
- Working Paper
How Do Global Portfolio Investors Hedge Currency Risk?
By: Robin Greenwood and Alex Cheema-Fox
We use monthly portfolio data from one of the world’s largest custodian banks, with over $40 trillion assets under custody, to study how global portfolio investors hedge foreign exchange risk in their equity and fixed income portfolios over the past 25 years. The data... View Details
Greenwood, Robin, and Alex Cheema-Fox. "How Do Global Portfolio Investors Hedge Currency Risk?" Working Paper, October 2024.
- October 2024
- Teaching Note
El Salvador: Launching Bitcoin as Legal Tender
By: Laura Alfaro
Teaching Note for HBS Case No. 322-055. In June 2021, Nayib Bukele, El Salvador’s president, surprised the world with the announcement that the country would adopt bitcoin as legal tender, becoming the first nation to do so. Bitcoin was mostly used for trading and had... View Details
- 2024
- Chapter
What Future for the Renminbi in the Global Monetary System?
By: Edoardo Campanella and Meg Rithmire
What is a realistic and positive outcome for US-China relations in the realm of global finance over the next ten years? While some policymakers, especially in the US, have feared that China holds ambitions for the renminbi (RMB) to replace the dollar as a global... View Details
Keywords: International Relations; Currency; Macroeconomics; Globalized Economies and Regions; China; United States
Campanella, Edoardo, and Meg Rithmire. "What Future for the Renminbi in the Global Monetary System?" Chap. 7 in U.S.-China Relations for the 2030s: Toward a Realistic Scenario for Coexistence, edited by Chris Chivvis, C. Fred Bergsten, Edoardo Campanella, John Culver, Rosemary Foot, M. Taylor Fravel, Eric Heginbotham, Evan S. Medeiros, Meg Rithmire, George Perkovich, Stephen M. Walt, Stephen Wertheim, and Audrye Wong, 67–78. Washington D.C.: Carnegie Endowment for International Peace, 2024.
- 2024
- Other Unpublished Work
A Proposal for the IMF: A New Instrument of International Liquidity Provision for Emerging Markets and Developing Economies
By: Laura Alfaro, Guillermo Calvo, José de Gregorio, Augusto de la Torre, Pablo Guidotti, Enrique Mendoza, Ernesto Talvi, Liliana Rojas-Suarez and Andrés Velasco
This paper addresses a critical flaw in the international financial system: the failure to address the inherent asymmetry between countries that issue reserve currencies and those that do not, leaving the latter vulnerable during systemic liquidity crises. We propose... View Details
Keywords: Macroeconomics; Emerging Markets; Financial Markets; International Finance; Developing Countries and Economies; Latin America
Alfaro, Laura, Guillermo Calvo, José de Gregorio, Augusto de la Torre, Pablo Guidotti, Enrique Mendoza, Ernesto Talvi, Liliana Rojas-Suarez, and Andrés Velasco. "A Proposal for the IMF: A New Instrument of International Liquidity Provision for Emerging Markets and Developing Economies." Comité Latinoamericano de Asuntos Financieros (CLAAF) Statement, 345, October 2024.
- September 2024
- Case
InfraCredit and the Project Inception Facility
By: John Macomber, Namrata Arora and Maagatha Kalavadakken
Around the world, large infrastructure projects are frequently stymied by the high cost and high uncertainty of the project inception phase: the research and engineering and planning prior to financial close and start of construction. Could there be a new kind of... View Details
Keywords: Infrastructure; Financial Institutions; Financial Instruments; Cost; Cash Flow; Capital; Assets; Financial Markets; Financial Strategy; Insurance; Energy; Product Development; Risk and Uncertainty; Business Strategy; Credit; Financial Services Industry; Energy Industry; Banking Industry; Africa; Nigeria
- August 2024
- Case
Circle: Reinventing the Future of Money
By: Shikhar Ghosh and Shweta Bagai
In early 2024, Circle Internet Financial's leadership team gathered to discuss the company's strategic path as it prepared for an IPO. Founded in 2013 by Jeremy Allaire, Circle had emerged as a pioneer in digital finance through its USD Coin (USDC), a regulated... View Details
Ghosh, Shikhar, and Shweta Bagai. "Circle: Reinventing the Future of Money." Harvard Business School Case 825-067, August 2024.
- July 2024
- Case
Stellar Development Foundation
By: Shai Benjamin Bernstein, Scott Duke Kominers and George Gonzalez
Blockchain pioneer Stellar Development Foundation oversees one of the earliest and largest crypto networks (Stellar) and the management of its native token XLM. The foundation partnered with cross-border payments provider MoneyGram to help on and off-ramp... View Details
Keywords: Blockchain; Cryptocurrency; Payments; Business or Company Management; Networks; Partners and Partnerships; Currency; Entrepreneurship; Technology Industry
Bernstein, Shai Benjamin, Scott Duke Kominers, and George Gonzalez. "Stellar Development Foundation." Harvard Business School Case 824-060, July 2024.
- January 2024
- Technical Note
Hedging Currency Risk of Foreign Investments
By: Wenxin Du and Luis M. Viceira
Du, Wenxin, and Luis M. Viceira. "Hedging Currency Risk of Foreign Investments." Harvard Business School Technical Note 224-039, January 2024.
- November 2023
- Case
Will Fintechs and Central Banks Play in Emtech's Sandbox?
By: Daniel Isenberg and William R. Kerr
In February 2023, Emtech’s founder Carmelle Cadet is facing a dilemma. Rapidly running out of cash, Cadet has a term sheet from a leading VC but has a choice of how to structure the investment. The decision will have significant implications for Cadet’s own stake, as... View Details
Keywords: Cryptocurrency; Business Startups; Venture Capital; Cash Flow; Currency; Governing Rules, Regulations, and Reforms; Digital Platforms
Isenberg, Daniel, and William R. Kerr. "Will Fintechs and Central Banks Play in Emtech's Sandbox?" Harvard Business School Case 824-096, November 2023.
- November 2023
- Article
A Quantity-Driven Theory of Term Premia and Exchange Rates
We develop a model in which specialized bond investors must absorb shocks to the supply and demand for long-term bonds in two currencies. Since long-term bonds and foreign exchange are both exposed to unexpected movements in short-term interest rates, a shift in the... View Details
Greenwood, Robin, Samuel G. Hanson, Jeremy C. Stein, and Adi Sunderam. "A Quantity-Driven Theory of Term Premia and Exchange Rates." Quarterly Journal of Economics 138, no. 4 (November 2023): 2327–2389.
- October 3, 2023
- Article
The Employer-Educator Partnership That Can Fill U.S. Jobs
By: Joseph Fuller and Manjari Raman
Middle-skills workers—those with less than a four-year college education but more than a high school diploma—make up more than 60% of U.S. workers over the age of 25. These workers are the life force that keeps America’s economic engine humming, but, increasingly, as... View Details
Fuller, Joseph, and Manjari Raman. "The Employer-Educator Partnership That Can Fill U.S. Jobs." Harvard Business Review (website) (October 3, 2023).
- September 2023
- Case
Diamond Standard
By: Lauren H. Cohen, Zhaoheng Gong and Grace Headinger
Cormac Kinney, Founder and CEO of Diamond Standard, was on a mission to transform the U.S. diamond market through unlocking the precious gems as market-traded assets. As a serial FinTech entrepreneur, he hoped to add an additional service to his vault: Carats. The... View Details
Keywords: Tokenization; Fintech; Cryptocurrency; Liquidity; Digital; Rare Earth Minerals; Decentralized; Crypto Economy; Financial Product; Metals; Diamonds; Commodity; Assets; Financial Instruments; Financial Institutions; Financial Markets; Investment; Technological Innovation; Natural Resources; Business Startups; Currency; Financial Services Industry; United States
Cohen, Lauren H., Zhaoheng Gong, and Grace Headinger. "Diamond Standard." Harvard Business School Case 224-009, September 2023.
- August 2023
- Case
Ripple 2023
By: David B. Yoffie, Andy Wu and Sarah von Bargen
This case covers Ripple’s events from 2020–2023. The focus of this case is Ripple’s 2023 victory over the SEC, which sued Ripple in 2020 claiming that they did not register their XRP coins as securities. After Ripple’s victory, CEO Garlinghouse faced numerous... View Details
Yoffie, David B., Andy Wu, and Sarah von Bargen. "Ripple 2023." Harvard Business School Case 724-372, August 2023.
- June 2023
- Article
Why Is Dollar Debt Cheaper? Evidence from Peru
By: Bryan Gutiérrez, Victoria Ivashina and Juliana Salomao
In emerging markets, a significant share of corporate loans are denominated in dollars. Using novel data that enables us to see currency and the cost of credit, in addition to several other transaction-level characteristics, we re-examine the reasons behind dollar... View Details
Keywords: Emerging Market Corporate Debt; Currency Mismatch; Liability Dollarization; Carry Trade; Currency; Emerging Markets; Borrowing and Debt; Interest Rates; Peru
Gutiérrez, Bryan, Victoria Ivashina, and Juliana Salomao. "Why Is Dollar Debt Cheaper? Evidence from Peru." Journal of Financial Economics 148, no. 3 (June 2023): 245–272.
- April 2023
- Article
Are Intermediary Constraints Priced?
By: Wenxin Du, Benjamin Hebert and Amy Wang Huber
Violations of no-arbitrage conditions measure the shadow cost of intermediary constraints. Intermediary asset pricing and intertemporal hedging together imply that the risk of these constraints tightening is priced. We describe a “forward CIP trading strategy” that... View Details
Du, Wenxin, Benjamin Hebert, and Amy Wang Huber. "Are Intermediary Constraints Priced?" Review of Financial Studies 36, no. 4 (April 2023): 1464–1507.
- April 2023
- Article
The Real Exchange Rate, Innovation and Productivity
By: Laura Alfaro, Alejandro Cuñat, Harald Fadinger and Yanping Liu
We evaluate manufacturing firms' responses to changes in the real exchange rate (RER) using detailed firm-level data for a large set of countries for the period 2001-2010. We uncover the following stylized facts about regional variation of manufacturing firms'... View Details
Keywords: Real Exchange Rate; Firm Level Data; Innovation; Productivity; Exporting; Importing; Credit Constraints; Currency Exchange Rate; Innovation and Invention; Performance Productivity
Alfaro, Laura, Alejandro Cuñat, Harald Fadinger, and Yanping Liu. "The Real Exchange Rate, Innovation and Productivity." Journal of the European Economic Association 21, no. 2 (April 2023): 637–689.
- 2022
- Article
Climate Change Vulnerability and Currency Returns
By: Alex Cheema-Fox, George Serafeim and Hui (Stacie) Wang
Using measures of physical risk from climate change, we develop a methodology to allocate currency pairs according to a country’s vulnerability and construct portfolios with decreasing vulnerability to physical risk. We show that non-G10 currencies are more vulnerable... View Details
Keywords: Climate Finance; Vulnerabilities; Currencies; Foreign Exchange; Climate Change; Currency; Natural Disasters
Cheema-Fox, Alex, George Serafeim, and Hui (Stacie) Wang. "Climate Change Vulnerability and Currency Returns." Financial Analysts Journal 78, no. 4 (2022): 37–58.
- October 2022
- Article
Sovereign Risk, Currency Risk, and Corporate Balance Sheets
By: Wenxin Du and Jesse Schreger
We provide a comprehensive account of the evolution of the currency composition of sovereign and corporate external borrowing by emerging markets from 2003 to 2017. We show that a higher reliance on foreign currency debt by the corporate sector is associated with... View Details
Du, Wenxin, and Jesse Schreger. "Sovereign Risk, Currency Risk, and Corporate Balance Sheets." Review of Financial Studies 35, no. 10 (October 2022): 4587–4629.