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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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Pawelczyk, Martin, Teresa Datta, Johannes van-den-Heuvel, Gjergji Kasneci, and Himabindu Lakkaraju. "Probabilistically Robust Recourse: Navigating the Trade-offs between Costs and Robustness in Algorithmic Recourse." International Conference on Learning Representations (ICLR) (2023).
- January 2023
- Exercise
Identify the Health Care Venture
By: Regina E. Herzlinger and James Wallace
This case enables rapid learning of the key financial characteristics of many types of health care organizations and to diagnose their financial status. It is a surprisingly fun exercise (see the Teaching Note) accomplished by organizing groups of students that compete...
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Keywords:
Health Care;
Health Care Spending;
Health Care Financing;
Health Care Industry;
Health Care Operations;
Health Care Delivery
Herzlinger, Regina E., and James Wallace. "Identify the Health Care Venture." Harvard Business School Exercise 323-061, January 2023.
- December 2022
- Case
Taylor Farms: Adding Value to Fresh Produce
By: Forest L. Reinhardt, Jose B. Alvarez, Jenyfeer Martinez Buitrago and Pedro Levindo
In October 2022, Bruce Taylor (HBS MBA, 1981), Chairman and CEO of Taylor Farms, the leading producer of salads and healthy fresh foods in the United States, wondered whether this was the right time for Taylor Farms to venture into the Controlled Environment...
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- 2022
- Article
Flatten the Curve: Efficiently Training Low-Curvature Neural Networks
By: Suraj Srinivas, Kyle Matoba, Himabindu Lakkaraju and Francois Fleuret
Standard deep neural networks often have excess non-linearity, making them susceptible to issues such as low adversarial robustness and gradient instability. Commonmethods to address these downstream issues, such as adversarial training, are expensive and often...
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Srinivas, Suraj, Kyle Matoba, Himabindu Lakkaraju, and Francois Fleuret. "Flatten the Curve: Efficiently Training Low-Curvature Neural Networks." Advances in Neural Information Processing Systems (NeurIPS) (2022).
- 2022
- Article
Which Explanation Should I Choose? A Function Approximation Perspective to Characterizing Post hoc Explanations
By: Tessa Han, Suraj Srinivas and Himabindu Lakkaraju
A critical problem in the field of post hoc explainability is the lack of a common foundational goal among methods. For example, some methods are motivated by function approximation, some by game theoretic notions, and some by obtaining clean visualizations. This...
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Han, Tessa, Suraj Srinivas, and Himabindu Lakkaraju. "Which Explanation Should I Choose? A Function Approximation Perspective to Characterizing Post hoc Explanations." Advances in Neural Information Processing Systems (NeurIPS) (2022).
- November 2022
- Teaching Note
Proximie: Using XR Technology to Create Borderless Operating Rooms
By: Ariel D. Stern, Alpana Thapar and Menna Hassan
Founded by Nadine Hachach-Haram in 2016, Proximie was a digital medicine platform that used mixed reality and a host of digital audio and visual tools to enable clinicians, proctors, and medical device company personnel to be virtually present in operating rooms (ORs),...
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- 2022
- Book
Complicit: How We Enable the Unethical and How to Stop
By: Max H. Bazerman
It is easy to condemn obvious wrongdoers such as Elizabeth Holmes, Adam Neumann, Harvey Weinstein, and the Sackler family. But we rarely think about the many people who supported their unethical or criminal behavior. In each case there was a supporting cast of...
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Bazerman, Max H. Complicit: How We Enable the Unethical and How to Stop. Princeton, NJ: Princeton University Press, 2022.
- October 25, 2022
- Article
Why Sharing Economic Growth with the Community Is Good Business
By: José A. Tiburcio, Lino Miguel Dias and Robert S. Kaplan
Subsistence dairy ranchers in Central America struggle to stay afloat during the dry season when grass is scarce. Global life sciences company Bayer has launched a program to enable them to produce their own corn silage feed. The results of this program are helping to...
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Keywords:
Sharing Economy;
Innovation;
Economic Growth;
Poverty;
Production;
Supply Chain;
Social Enterprise;
Agriculture and Agribusiness Industry;
Central America
Tiburcio, José A., Lino Miguel Dias, and Robert S. Kaplan. "Why Sharing Economic Growth with the Community Is Good Business." Harvard Business Review (website) (October 25, 2022).
- October 2022 (Revised December 2022)
- Case
Reimagining Enel: Enabling Sustainable Progress
By: Michael L. Tushman and Kerry Herman
CEO Francesco Starace is considering what is next for Enel SpA, one of world's largest energy companies. From 2014 to 2022, he has wrought a dramatic transformation at Enel, restructuring the company's business units; redeploying senior talent across functions and...
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Keywords:
Leadership;
Leadership And Change Management;
Leadership Style;
Leadership Succession;
Renewables;
Energy;
Transformation;
Renewable Energy;
Business Divisions;
Digital Transformation;
Restructuring;
Organizational Structure;
Energy Industry;
Europe;
Latin America;
North America;
Spain;
Italy
Tushman, Michael L., and Kerry Herman. "Reimagining Enel: Enabling Sustainable Progress." Harvard Business School Case 423-001, October 2022. (Revised December 2022.)
- October 2022
- Case
EducationSuperHighway 2.0
By: William A. Sahlman, Allison M. Ciechanover and Emily Grandjean
In 2012, Evan Marwell launched EducationSuperHighway (ESH) to address a major problem: though most public K-12 schools in the US had access to the Internet, only roughly 30% had true broadband access that would enable every student to have high speed connectivity. ...
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Keywords:
Nonprofit Organizations;
Social Entrepreneurship;
Social Issues;
Leading Change;
Early Childhood Education;
Infrastructure;
Internet and the Web;
Telecommunications Industry;
Education Industry;
Technology Industry;
United States;
San Francisco
Sahlman, William A., Allison M. Ciechanover, and Emily Grandjean. "EducationSuperHighway 2.0." Harvard Business School Case 823-060, October 2022.
- September 2022 (Revised December 2022)
- Case
Navya: Steering Toward a Driverless Future
By: Julian De Freitas, Elie Ofek, Shaun Ingledew and Tonia Labruyere
In 2022, Sophie Desormière arrived at French roboshuttle producer Navya, tasked with charting a new course in a challenging sector. The company, which had recently listed on the Paris Stock Exchange, was burning through cash reserves and needed to transform the promise...
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Keywords:
Autonomous Vehicles;
Market Entry and Exit;
Opportunities;
Governing Rules, Regulations, and Reforms;
Consumer Behavior;
Business Model;
Auto Industry;
Transportation Industry;
France;
United States
De Freitas, Julian, Elie Ofek, Shaun Ingledew, and Tonia Labruyere. "Navya: Steering Toward a Driverless Future." Harvard Business School Case 523-046, September 2022. (Revised December 2022.)
- September 6, 2022
- Article
Creating a Platform for Costless Personalization in Clothing
By: Shane Greenstein
This study analyzes the role of co-invention in the creation of a platform for print-on-demand-clothing, or PODC. Co-invention is the invention of a new business process to complement new technology, and turn it into a valuable commercial service. PODC copies a design...
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Keywords:
Print-on-demand-clothing;
Customization and Personalization;
Digital Platforms;
Apparel and Accessories Industry
Greenstein, Shane. "Creating a Platform for Costless Personalization in Clothing." Frontiers in Research Metrics and Analytics (September 6, 2022).
- August 2022 (Revised August 2022)
- Case
Icario Health: AI to Drive Health Engagement
By: David C. Edelman
Icario Health has built a market-leading AI engine to help health insurers drive better health behaviors for their members, enabling the insurers to improve their Medicare.
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- 2022
- Working Paper
Are Transformational Ideas Harder to Fund? Resource Allocation to R&D Projects at a Global Pharmaceutical Firm
By: Joshua Krieger and Ramana Nanda
We study resource allocation to early-stage ideas at an internal startup program of one the largest pharmaceutical firms in the world. Our research design enables us to elicit every evaluator's scores across five different attributes, before seeing how would allocate...
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Keywords:
Project Selection;
Pharmaceuticals;
Financing Innovation;
Resource Allocation;
Innovation and Invention;
Research and Development
Krieger, Joshua, and Ramana Nanda. "Are Transformational Ideas Harder to Fund? Resource Allocation to R&D Projects at a Global Pharmaceutical Firm." Harvard Business School Working Paper, No. 23-014, August 2022.
- August 2022
- Case
Air Wars: Deregulating the U.S. Airline Industry
By: Tom Nicholas and James Weber
In the early decades of the twentieth century, the U.S. government assisted in the development of an airline industry by subsidizing the delivery of mail and allowing mail carriers to also fly passengers. Because the government awarded mail routes to the lowest...
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Keywords:
Government Regulation;
Deregulation;
Change Management;
Economics;
Entrepreneurship;
Financial Management;
Business History;
Human Resources;
Compensation and Benefits;
Labor;
Labor Unions;
Leading Change;
Leadership Style;
Crisis Management;
Industry Structures;
Operations;
Strategy;
Adaptation;
Competition;
Air Transportation;
Air Transportation Industry;
United States
- 2022
- Working Paper
Scapegoating and Discrimination in Times of Crisis: Evidence from Airbnb
By: Michael Luca, Elizaveta Pronkina and Michelangelo Rossi
We present evidence that discrimination against Asian-American Airbnb users sharply increased
at the start of the COVID-19 pandemic. Using a DiD approach, we find that hosts
with distinctively Asian names experienced a 12 percent decline in guests relative to...
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Keywords:
Discrimination;
Behavioral Economics;
Market Design;
Health Pandemics;
Prejudice and Bias;
Digital Platforms;
Design
Luca, Michael, Elizaveta Pronkina, and Michelangelo Rossi. "Scapegoating and Discrimination in Times of Crisis: Evidence from Airbnb." Harvard Business School Working Paper, No. 23-012, August 2022.
- 2022
- Book
Making Meritocracy: Lessons from China and India, from Antiquity to the Present
By: Tarun Khanna and Michael Szonyi
How do societies identify and promote merit? Enabling all people to fulfill their potential, and ensuring the selection of competent and capable leaders are central challenges for any society. These are not new concerns. Scholars, educators, and political and economic...
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Keywords:
Merit;
Meritocracy;
Society;
Government and Politics;
History;
Power and Influence;
Leadership;
Competency and Skills;
China;
India
Khanna, Tarun, and Michael Szonyi, eds. Making Meritocracy: Lessons from China and India, from Antiquity to the Present. New York, NY: Oxford University Press, 2022.
- 2022
- Book
Purpose + Profit: How Business Can Lift Up the World
By: George Serafeim
The roadmap and best practices to reap the enormous value that can emerge when your business prioritizes social and environmental goals—such as climate change, diversity and inclusion, and sustainability—right alongside the pursuit of profit.
We not only... View Details
We not only... View Details
Keywords:
ESG (Environmental, Social, Governance) Performance;
Profitability;
Business And Society;
Organizations;
Mission and Purpose;
Goals and Objectives;
Social Issues;
Environmental Sustainability;
Value Creation;
Organizational Change and Adaptation
Serafeim, George. Purpose + Profit: How Business Can Lift Up the World. New York: HarperCollins Leadership, 2022.
- July 2022 (Revised October 2022)
- Case
Nestlé, Shared Value and KitKat Diplomacy
By: Geoffrey G. Jones and Sabine Pitteloud
The case revolves around the decision on March 23, 2022 by Mark Schneider, the chief executive of Swiss-based Nestlé, to withdraw the emblematic Kit Kat chocolate bar from sales in Russia in response to the invasion of Ukraine in the previous month, although not its...
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Keywords:
Shared Value;
Corporate Social Responsibility and Impact;
Globalized Economies and Regions;
Ethics;
War;
Social Issues
Jones, Geoffrey G., and Sabine Pitteloud. "Nestlé, Shared Value and KitKat Diplomacy." Harvard Business School Case 323-018, July 2022. (Revised October 2022.)
- June 2022
- Teaching Plan
Lifebank Nigeria
By: Brian Trelstad, Pippa Tubman Armerding and Wale Lawal
The aspiration of addressing maternal deaths in Nigeria, which were mostly caused by blood shortages, led Temie Giwa-Tubosun to found LifeBank in 2015. LifeBank developed an online platform that enabled hospitals to connect and purchase blood from local blood banks and...
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