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- October 2021 (Revised May 2023)
- Case
Project Maji: Pricing Water in Sub-Saharan Africa
By: Elie Ofek, Marco Bertini, Dilyana Karadzhova Botha and Esel Çekin
In July 2021, Sunil Lalvani, founder and CEO of Project Maji, a non-profit social enterprise headquartered in Dubai that had already provided sustainable, clean water solutions to 80,000 people living in rural communities across Ghana and Kenya, was facing an important...
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Keywords:
Water;
Pricing;
Nonprofit Organizations;
Projects;
Price;
Decision Making;
Social Enterprise;
Growth and Development Strategy;
Equity;
Green Technology;
Social and Collaborative Networks;
Africa;
Dubai
Ofek, Elie, Marco Bertini, Dilyana Karadzhova Botha, and Esel Çekin. "Project Maji: Pricing Water in Sub-Saharan Africa." Harvard Business School Case 522-043, October 2021. (Revised May 2023.)
- 2021
- Chapter
Building Small Business Utopia: How Artificial Intelligence and Big Data Can Increase Small Business Success
By: Karen G. Mills and Annie Dang
Small business lending has remained unchanged for decades, laden with frictions and barriers that prevent many small businesses from accessing the capital they need to succeed. Financial technology, or “fintech,” promises to change this trajectory. In 2010, new fintech...
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Keywords:
Big Data;
Fintech;
Artificial Intelligence;
Small Business;
Financing and Loans;
Capital;
Success;
AI and Machine Learning;
Analytics and Data Science
Mills, Karen G., and Annie Dang. "Building Small Business Utopia: How Artificial Intelligence and Big Data Can Increase Small Business Success." In Big Data in Small Business, edited by Carsten Lund Pedersen, Adam Lindgreen, Thomas Ritter, and Torsten Ringberg. Edward Elgar Publishing, 2021.
- 2023
- Working Paper
Loan Officers Impede Graduation from Microfinance: Strategic Disclosure in a Large Microfinance Institution
By: Natalia Rigol and Benjamin N. Roth
Graduating borrowers from microcredit to larger loans represents an important
opportunity for increasing livelihoods. We demonstrate that loan officers impede borrower
graduation due to common features of their compensation. We implement an
experiment with 243 loan...
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Keywords:
Loan Officers;
Strategic Behavior;
Strategic Disclosure;
Microfinance;
Financial Institutions;
Financing and Loans
Rigol, Natalia, and Benjamin N. Roth. "Loan Officers Impede Graduation from Microfinance: Strategic Disclosure in a Large Microfinance Institution." NBER Working Paper Series, No. 29427, October 2021. (Reject and Resubmit, Econometrica.)
- September 2021
- Article
Did Technology Contribute to the Housing Boom? Evidence from MERS
By: Stefan Lewellen and Emily Williams
We examine the effects of the Mortgage Electronic Registration System, or MERS, on mortgage origination volumes and foreclosure rates prior to the Great Recession. MERS was introduced in the late 1990s and significantly reduced the cost and time associated with...
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Keywords:
Credit Supply;
Housing Boom;
Financial Innovation;
Nonbank Lenders;
Mortgages;
Credit;
Expansion;
Information Technology;
Outcome or Result
Lewellen, Stefan, and Emily Williams. "Did Technology Contribute to the Housing Boom? Evidence from MERS." Journal of Financial Economics 141, no. 3 (September 2021): 1244–1261.
- September 2021 (Revised October 2021)
- Case
Dream: Impact Through Real Estate
By: Michael Chu and John Masko
The Canadian city of Toronto had one of the largest housing affordability problems of any city in the developed world. One company trying to address this problem was Dream, one of the largest real estate groups in Canada. In 2021, Dream had just launched a new system...
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Keywords:
Impact Investing;
Real Estate Development;
Renewable Energy;
Energy Conservation;
Income;
Values and Beliefs;
Borrowing and Debt;
Equity;
Private Equity;
Public Equity;
Financing and Loans;
City;
Government Legislation;
Immigration;
Housing;
Corporate Social Responsibility and Impact;
Mission and Purpose;
Property;
Business and Government Relations;
Civil Society or Community;
Human Needs;
Sustainable Cities;
Environmental Sustainability;
Social Enterprise;
Real Estate Industry;
Canada;
Toronto
Chu, Michael, and John Masko. "Dream: Impact Through Real Estate." Harvard Business School Case 322-041, September 2021. (Revised October 2021.)
- Article
The Harmonization of Lending Standards within Banks through Mandated Loan-Level Transparency
By: Jung Koo Kang, Maria Loumioti and Regina Wittenberg-Moerman
We explore whether the introduction of transparent reporting rules increases credit standard harmonization within a bank. We exploit the new loan-level reporting rules imposed on banks that borrow from the European Central Bank using repurchase agreements...
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Keywords:
Transparency;
External And Internal Reporting;
Credit Term Harmonization;
Regulatory Scrutiny;
Banks and Banking;
Credit;
Financial Reporting;
Governing Rules, Regulations, and Reforms;
Learning
Kang, Jung Koo, Maria Loumioti, and Regina Wittenberg-Moerman. "The Harmonization of Lending Standards within Banks through Mandated Loan-Level Transparency." Journal of Accounting & Economics 72, no. 1 (August 2021): 101386.
- 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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Keywords:
Nonbank Lending;
Credit Cycles;
CLO;
Mutual Funds;
Leveraged Lending;
COVID-19;
Great Migration;
Non-bank Financial Institutions;
Financing and Loans;
Business Cycles
Fleckenstein, Quirin, Manasa Gopal, German Gutierrez, and Sebastian Hillenbrand. "Nonbank Lending and Credit Cyclicality." Working Paper, June 2021.
- 2021
- Working Paper
The Dance Between Government and Private Investors: Public Entrepreneurial Finance around the Globe
By: Jessica Bai, Shai Bernstein, Abhishek Dev and Josh Lerner
This paper examines the interaction between governments and private capital investors when financing early-stage ventures. We first provide a simple conceptual framework to explore when collaboration between governments and private investors is likely to emerge. Using...
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Keywords:
Public Entrepreneurship;
Subsidy;
Industrial Policy;
Entrepreneurship;
Public Sector;
Financing and Loans;
Venture Capital;
Global Range
Bai, Jessica, Shai Bernstein, Abhishek Dev, and Josh Lerner. "The Dance Between Government and Private Investors: Public Entrepreneurial Finance around the Globe." Harvard Business School Working Paper, No. 21-120, April 2021. (Revised January 2022.)
- 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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Keywords:
Big Data;
Elastic Net;
GDP Growth;
Machine Learning;
Macro Forecasting;
Short Fat Data;
Accounting;
Economic Growth;
Forecasting and Prediction;
Analytics and Data Science
Datar, Srikant, Apurv Jain, Charles C.Y. Wang, and Siyu Zhang. "Is Accounting Useful for Forecasting GDP Growth? A Machine Learning Perspective." Harvard Business School Working Paper, No. 21-113, December 2020.
- April–May 2021
- Article
The Influence of Loan Officers on Loan Contract Design and Performance
By: Robert Bushman, Janet Gao, Xiumin Martin and Joseph Pacelli
We investigate the extent to which loan officers generate independent, individual effects on the design and performance of syndicated loans. We construct a large database containing the identities of loan officers involved in structuring syndicated loan deals, allowing...
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Keywords:
Loan Officers;
Covenants;
Interest Spreads;
Syndicated Loans;
Banks and Banking;
Financing and Loans;
Design;
Performance
Bushman, Robert, Janet Gao, Xiumin Martin, and Joseph Pacelli. "The Influence of Loan Officers on Loan Contract Design and Performance." Journal of Accounting & Economics 71, nos. 2-3 (April–May 2021).
- March 2021 (Revised April 2021)
- Case
Making Impact Investing Markets: IFC (A)
By: Shawn A. Cole, John Masko and T. Robert Zochowski
In 2017, the International Finance Corporation (IFC) faced the first big investment decision in its new Scaling Solar project. Founded in 1956, IFC was an international investment body with national governments as shareholders, whose mission was to promote economic...
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Keywords:
Impact Investing;
Development Economics;
Developing Countries and Economies;
Renewable Energy;
Climate Change;
Environmental Sustainability;
Borrowing and Debt;
Credit;
Equity;
Bonds;
Financing and Loans;
Growth and Development;
Emerging Markets;
Non-Governmental Organizations;
Corporate Social Responsibility and Impact;
Investment;
Decision Making;
Financial Services Industry;
Energy Industry;
Zambia
Cole, Shawn A., John Masko, and T. Robert Zochowski. "Making Impact Investing Markets: IFC (A)." Harvard Business School Case 221-061, March 2021. (Revised April 2021.)
- March 2021
- Supplement
Making Impact Investing Markets: IFC (B)
By: Shawn A. Cole, John Masko and T. Robert Zochowski
In 2018, Thailand’s Bank of Ayudhya (known as Krungsri), was considering whether to participate in the first issue of a new financial instrument from the International Finance Corporation (IFC), known as a gender bond. Building on the success of the Green Bond program...
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Keywords:
Impact Investment;
Development Economics;
Developing Countries and Economies;
Borrowing and Debt;
Credit;
Equity;
Bonds;
Financing and Loans;
Growth and Development;
Emerging Markets;
Non-Governmental Organizations;
Corporate Social Responsibility and Impact;
Financial Instruments;
Gender;
Financial Services Industry;
Thailand
Cole, Shawn A., John Masko, and T. Robert Zochowski. "Making Impact Investing Markets: IFC (B)." Harvard Business School Supplement 221-081, March 2021.
- 2023
- Working Paper
Judging Foreign Startups
By: Nataliya Langburd Wright, Rembrand Koning and Tarun Khanna
Can accelerators pick the most promising startup ideas no matter their provenance? Using unique data from a global accelerator where judges are randomly assigned to evaluate startups headquartered across the globe, we show that judges are less likely to recommend...
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Keywords:
Entrepreneurship And Strategy;
Entrepreneurial Financing;
Innovation;
Bias;
International;
Strategy;
Entrepreneurship;
Global Strategy;
Business Startups;
Financing and Loans;
Decision Making
Wright, Nataliya Langburd, Rembrand Koning, and Tarun Khanna. "Judging Foreign Startups." Harvard Business School Working Paper, No. 21-097, March 2021. (Revised January 2023. Accepted at the Strategic Management Journal.)
- March 2021 (Revised October 2021)
- Teaching Note
Afterpay U.S.: The Omnichannel Dilemma
By: Antonio Moreno and Anibha Singh
Teaching Note for HBS Case No. 519-086. In 2018, Nick Molnar, the founder of the Australia-based online payment service Afterpay began its expansion to the U.S. market. The service had gained a loyal following in Australia by enabling customers to pay for online...
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Keywords:
Omnichannel Retail;
Digital Marketing;
Business Startups;
Business Growth and Maturation;
Business Model;
Business Organization;
For-Profit Firms;
Change Management;
Customer Value and Value Chain;
Customer Relationship Management;
Customer Satisfaction;
Financing and Loans;
Microfinance;
Global Strategy;
Marketing Strategy;
Market Entry and Exit;
Digital Platforms;
Product Development;
Supply Chain Management;
Business and Stakeholder Relations;
Networks;
Network Effects;
Internet and the Web;
Financial Services Industry;
Technology Industry;
United States;
Australia
- Article
CDS Trading and Nonrelationship Lending Dynamics
By: Jung Koo Kang, Christopher Williams and Regina Wittenberg-Moerman
We investigate how credit default swaps (CDSs) affect lenders’ incentives to initiate new lending relationships. We predict that CDSs reduce adverse selection that nonrelationship lead arrangers face when competing for loans. Consistently, we find that a loan is...
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Keywords:
Credit Default Swaps;
CDS Market;
Non-relationship Lending;
Debt Contracts;
Adverse Selection;
Lending Monitoring;
Cross-selling
Kang, Jung Koo, Christopher Williams, and Regina Wittenberg-Moerman. "CDS Trading and Nonrelationship Lending Dynamics." Review of Accounting Studies 26, no. 1 (March 2021): 258–292.
- March 2021
- Article
Loan Guarantees and Credit Supply
By: Natalie Bachas, Olivia S. Kim and Constantine Yannelis
The efficiency of federal lending guarantees depends on whether guarantees increase lending supply or simply act as a subsidy to lenders. We use notches in the guarantee rate schedule for Small Business Administration (SBA) loans to estimate the elasticity of bank...
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Bachas, Natalie, Olivia S. Kim, and Constantine Yannelis. "Loan Guarantees and Credit Supply." Journal of Financial Economics 139, no. 3 (March 2021): 872–894.
- March 2021
- Article
On the Direct and Indirect Real Effects of Credit Supply Shocks
By: Laura Alfaro, Manuel García-Santana and Enrique Moral-Benito
We explore the real effects of bank-lending shocks and how they permeate the economy through buyer-supplier linkages. We combine administrative data on all Spanish firms with a matched bank-firm-loan dataset of all corporate loans from 2003 to 2013 to estimate...
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Keywords:
Credit Supply Shocks;
Bank Lending Channel;
Input-output Linkages;
Output;
Mechanisms;
Trade Credits;
Price Effects;
Economics;
Credit;
System Shocks;
Employment;
Investment;
Spain
Alfaro, Laura, Manuel García-Santana, and Enrique Moral-Benito. "On the Direct and Indirect Real Effects of Credit Supply Shocks." Journal of Financial Economics 139, no. 3 (March 2021): 895–921.
- March 2021
- Article
The Customer May Not Always Be Right: Customer Compatibility and Service Performance
This paper investigates the impact of customer compatibility – the degree of fit between the needs of customers and the capabilities of the operations serving them – on customer experiences and firm performance. We use a variance decomposition analysis to quantify the...
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Keywords:
Customer Compatibility;
Satisfaction;
Profitability;
Service Operations;
Customer Relationship Management;
Customer Satisfaction;
Performance
Buell, Ryan W., Dennis Campbell, and Frances X. Frei. "The Customer May Not Always Be Right: Customer Compatibility and Service Performance." Management Science 67, no. 3 (March 2021): 1468–1488.
- February 2021
- Case
Lidya: Bringing Nigerian FinTech Innovation to Global Small and Medium Enterprises
By: Lauren Cohen and Spencer C.N. Hagist
Lidya CEO Tunde Kehinde must size up options for the expansion of his novel lending practices that drastically reduce the credit cycle in his developing Nigeria, and determine if expansion into Eastern Europe will prove successful or disastrous.
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Cohen, Lauren, and Spencer C.N. Hagist. "Lidya: Bringing Nigerian FinTech Innovation to Global Small and Medium Enterprises." Harvard Business School Case 221-083, February 2021.
- February 6, 2021
- Editorial
The Chinese Debt Trap Is a Myth: The Narrative Wrongfully Portrays Both Beijing and the Developing Countries It Deals With.
By: Deborah Brautigam and Meg Rithmire
Our research shows that Chinese banks are willing to restructure the terms of existing loans and have never actually seized an asset from any country, much less the port of Hambantota. A Chinese company’s acquisition of a majority stake in the port was a cautionary...
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Brautigam, Deborah, and Meg Rithmire. "The Chinese Debt Trap Is a Myth: The Narrative Wrongfully Portrays Both Beijing and the Developing Countries It Deals With." The Atlantic (website) (February 6, 2021).