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  • Article

Who, When, and Why: A Machine Learning Approach to Prioritizing Students at Risk of Not Graduating High School on Time

By: Everaldo Aguiar, Himabindu Lakkaraju, Nasir Bhanpuri, David Miller, Ben Yuhas, Kecia Addison and Rayid Ghani
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  • November 2013
  • Article

Investment Cycles and Startup Innovation

By: Ramana Nanda and Matthew Rhodes-Kropf
We find that VC-backed firms receiving their initial investment in hot markets are more likely to go bankrupt, but conditional on going public are valued higher on the day of their IPO, have more patents, and have more citations to their patents. Our results suggest... View Details
Keywords: Innovation; Market Cycles; Financing Risk; Risk and Uncertainty; Venture Capital; Investment; Innovation and Invention
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  • Article

Accuracy First: Selecting a Differential Privacy Level for Accuracy-Constrained ERM

By: Katrina Ligett, Seth Neel, Aaron Leon Roth, Bo Waggoner and Steven Wu
Traditional approaches to differential privacy assume a fixed privacy requirement ϵ for a computation, and attempt to maximize the accuracy of the computation subject to the privacy constraint. As differential privacy is increasingly deployed in practical settings, it... View Details
Keywords: Differential Privacy; Empirical Risk Minimization; Accuracy First
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  • Article

Hurry or Wait: The Pros and Cons of Going Fast or Slow on Climate Change

By: Eleanor Denny and Jurgen Weiss
Climate change risk will likely force the de-carbonization of our electricity sector and thus involve massive investments in long-lived assets using many new and emerging technologies. Since technological progress (independent or dependent on deployment) will likely... View Details
Keywords: Electricity Sector; Environmental Risks; Fat Tails; Greenhouse Gas Emissions; Climate Change; Information Technology; Investment; Technological Innovation; Cost vs Benefits
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  • 2017
  • Report

The American Angel: The First In-Depth Report on the Demographics and Investing Activity of Individual American Angel Investors

By: Laura Huang, Andy Wu, Min Ju Lee, Jiayi Bao, Marianne Hudson and Elaine Bolle
Early-stage financing from angel investors is critical to the success of high-growth startups. Recent estimates suggest that annual US angel investment activity may total as much as $24 billion each year, contributing to the growth and success of more than 64,000... View Details
Keywords: Angel Investors; Geography; Risk; Entrepreneurship; Venture Capital; Demographics; Geographic Location; Decision Making; Financial Services Industry; Technology Industry; United States
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  • July 2014 (Revised October 2014)
  • Supplement

McKinsey & Co. - Protecting its Reputation (B)

By: Jay Lorsch and Emily McTague
On Tuesday March 15, 2011, all 1,200 global Partners of McKinsey & Co. gathered at the Gaylord National Hotel & Convention Center near Washington, DC for their annual Partners' conference. The atmosphere was tense as Partners, in addition to their normal agenda,... View Details
Keywords: Board; McKinsey; CONSULTING Firms; Risk; Risk Assessment; Partnerships; Insider Trading; Confidentiality; Personal Investing; Reputation; Corporate Accountability; Corporate Governance; Management Practices and Processes; Risk Management; Construction Industry; United States; California
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  • April 2011 (Revised March 2021)
  • Case

BANEX and the No Pago Movement (A)

By: Shawn Cole and Baily Blair Kempner
This case examines Grassroots Capital's decision of whether or not to continue investing in a Bolivian microfinance bank that is suffering financial distress. View Details
Keywords: Base Of The Pyramid; Political Risk; Microfinance; Insolvency and Bankruptcy; Government and Politics; Investment; Risk Management; Financial Services Industry; Bolivia
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  • 2018
  • Book

A Crisis of Beliefs: Investor Psychology and Financial Fragility

By: Nicola Gennaioli and Andrei Shleifer
The collapse of Lehman Brothers in September 2008 caught markets and regulators by surprise. Although the government rushed to rescue other financial institutions from a similar fate after Lehman, it could not prevent the deepest recession in postwar history. A... View Details
Keywords: Financial Fragility; Economic Risk; Investor Behavior; Behavioral Economics; Financial Crisis; Risk and Uncertainty; Financial Markets; Investment; Values and Beliefs; United States
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  • September–October 2012
  • Article

One-Switch Conditions for Multiattribute Utility Functions

By: Ali E. Abbas and David E. Bell
We introduce a variety of new independence conditions for multiattribute utility functions that permit preference dependencies among the attributes of a decision problem. The hierarchy of new conditions varies in the degree to which it specifies the functional form,... View Details
Keywords: One-switch; Utility Independence; Risk Aversion; Multiattribute Utility; Decision Making
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  • June 2023 (Revised February 2024)
  • Case

Betting on Green Steel

By: George Serafeim and Sofoklis Melissovas
'Betting on Green Steel' traces the innovative journey embarked upon by a group of MBA students who have set out to conceive a novel steelmaker that pioneers the production of green steel. The ensemble is confronted with a series of critical choices that will shape the... View Details
Keywords: Decarbonization; Sustainability Management; Technology; Industrialization; Climate Risk; Energy; Entrepreneurship; Environmental Sustainability; Technology Adoption; Climate Change; Innovation and Invention; Business Strategy; Family Business; Steel Industry; Middle East; India
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  • Teaching Interest

Business Opportunties in Climate Adaptation

By: John D. Macomber

This is a Short Intensive Program or SIP at Harvard Business School.  It’s an optional student offering prior to the formal start of the Spring semester the following week.  SIPs tend to cover new material on current topics, to be less formal than the HBS Case Study... View Details

Keywords: Resilience; Climate Risk; Climate Impact; Fire Protection; Insurance Risk Exposure; Hedge Fund; Public Health; Public Health Measures; Climate Change; Adaptation; Infrastructure; Real Estate Industry; Transportation Industry; Insurance Industry; United States; Africa; Latin America
  • 2022
  • Working Paper

The Issuance and Design of Sustainability-linked Loans

By: Maria Loumioti and George Serafeim
Sustainability-linked loans (i.e., syndicated loans for which pricing is linked to a sustainability performance indicator) have rapidly evolved into a significant private debt product. We find that sustainability-linked lending has been available mostly to borrowers... View Details
Keywords: Sustainability; Sustainability Management; Credit Products; Loan Contracts; Loans; Corporate Finance; Credit Risk; Environment; ESG; ESG Ratings; Climate Change; Finance; Borrowing and Debt; Risk and Uncertainty; Credit
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  • 2016
  • Working Paper

Does Firm Innovation Affect Corporate Social Responsibility?

By: Rui Shen, Yi Tang and Ying Zhang
This study examines the relationship between firm innovation and CSR. Stakeholders’ concern over transaction-specific investments exacerbates when firms engage heavily in innovation activities. To secure stakeholders’ support, firms adopt CSR effectively as an ex ante... View Details
Keywords: Corporate Social Responsibility; Firm Innovation; Transaction-specific Investments; Firm Risk; Environmental Munificence; Corporate Social Responsibility and Impact; Business and Stakeholder Relations; Innovation and Invention
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  • 13 Mar 2015
  • News

If Greece Embraces Uncertainty, Innovation Will Follow

Keywords: Greece; innovation; risk tolerance; bureaucracy; entrepreneurship; Government
  • March 2023 (Revised May 2023)
  • Technical Note

Technical Note: The Traits of Entrepreneurs

By: Jo Tango and Alys Ferragamo
Why do some entrepreneurs succeed and others do not? Are there personality traits that lead someone to become an entrepreneur? Although many questions still remain, there has been significant research on the “entrepreneurial personality.” This note provides an... View Details
Keywords: Entrepreneur; Innovation; Personality; Personality Traits; Risk Preference; Big Five; Locus Of Control; Success; Entrepreneurship; Personal Characteristics
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  • January 2020 (Revised March 2020)
  • Case

Huawei: A Global Tech Giant in the Crossfire of a Digital Cold War

By: William C. Kirby, Billy Chan and John P. McHugh
By 2020, Ren Zhengfei, CEO of Huawei, had transformed the small telephone switch manufacturer he founded in 1987 into a $120 billion telecommunications company poised to lead the lucrative rollout of fifth-generation (5G) cellular networks. However, an emerging... View Details
Keywords: International Strategy; Government And Business; Digital Infrastructure; Political Risk; Information Technology; Infrastructure; Business and Government Relations; Government and Politics; Information Infrastructure; Technology Industry; China; United States
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  • 29 Mar 2019
  • News

Callaway Golf Takes a Swing at Outdoor Apparel

Keywords: golf; retail; aquisitions; leadership; risk; General Merchandise Stores; Retail Trade
  • August 2011 (Revised October 2015)
  • Case

Boardroom Battle Behind Bars: Gome Electrical Appliances Holdings—A Corporate Governance Drama

By: William C. Kirby and Tracy Yuen Manty
Despite widespread news of the incarceration of Gome Electronics' CEO, Huang Guangyu, Bain Capital felt they carefully undertook due diligence before making a significant investment in the company. The venture capital firm was confident that it and the current... View Details
Keywords: China; Legal Aspects Of Business; Corruption; Risk; Corporate Governance; Crime and Corruption; Power and Influence; Risk Management; Business and Shareholder Relations; Venture Capital; Ethics; Governing and Advisory Boards; Governing Rules, Regulations, and Reforms; Values and Beliefs; Private Equity; China
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  • October 2022
  • Case

Sustainable Finance at Itau BBA

By: George Serafeim, Maria Loumioti and Benjamin Maletta
As of August 2022, the Itau BBA had structured dozens of sustainability linked bonds, which made future interest payments a function of the borrower meeting a target for a sustainability metric, and had solidified its reputation as a pioneer of sustainable finance in... View Details
Keywords: Sustainable Finance; Corporate Social Responsibility; Environmental Sustainability; Growth Strategy; Debt Contracting; Performance Metrics; Risk Assessment; ESG (Environmental, Social, Governance) Performance; Financial Instruments; Risk Management; Debt Securities; Measurement and Metrics; Banking Industry; Pulp and Paper Industry; Latin America
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  • 1997
  • Dissertation

Risk-based Multi-Objective Optimization for the Control of Mobile-source Air Pollution: A Framework Methodology for Analyzing Risk Transferral among Exposure, Emissions, and Economic Costs

By: Martha Heitzmann
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