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March 2022
Case

Auto Mag (Abridged)

By: David E. Bell

A young HBS graduate purchases a publisher of specialty magazines that advertises second hand cars, boats, trucks, etc. The magazines carry photographs and a brief description of each article for sale. The company faces the problem of deciding on how many magazines to... View Details

Keywords: Distribution; Cost Management; Decision Choices and Conditions; Forecasting and Prediction

March 2022
Teaching Note

Tomorrow.io Goes To Space

By: Joshua Lev Krieger, Abhishek Nagaraj and James Barnett

Teaching Note for HBS Case No. 822-005. In March 2021, the weather company Tomorrow.io announced a new project to develop satellites equipped with radar for weather monitoring and launch them into Earth’s orbit. Company leadership considers execution strategies. View Details

Keywords: Communication; Competency and Skills; Decision Making; Design; Engineering; Globalization; Innovation and Invention; Performance; Technological Innovation; Aerospace Industry

March 2022 (Revised November 2022)
Case

When Should CEOs Speak Out Publicly? The 2021 Georgia Voting Law

By: William W. George, Hubert Joly and Amram Migdal

This case describes the March 2021 passage of a voting and elections law in the U.S. state of Georgia and reactions by corporations and corporate leaders to the law. Included are a brief history of voting rights in the United States and Georgia and an overview of the... View Details

March 2022 (Revised January 2023)
Case

Clara Wu Tsai and Brooklyn Loan Innovation

By: Archie L. Jones, Jeffrey J. Bussgang and Henry McGee

Philanthropist Clara Wu Tsai is committed to racial equity and investing in Brooklyn-based minority business owners. In the wake of the George Floyd murder, she decides to create a new initiative called the Social Justice Fund and commit an initial $50 million over 10... View Details

Keywords: Minority-owned Businesses; Racial Equity; Entrepreneurship; Race; Values and Beliefs; Small Business; Partners and Partnerships; Social Issues; Investment; Corporate Social Responsibility and Impact; Decision Making; Brooklyn

March 2022
Case

DealShare: Social E-Commerce for the Indian Mass Market

By: Krishna G. Palepu and Malini Sen

Launched in September 2018, e-retail startup DealShare has created a tech-enabled model for the Indian mass market that allows customers to buy together, save money on good quality goods, and at the same time have fun. It targets customers who are still getting used to... View Details

Keywords: Business Model; Disruption; Trends; Talent and Talent Management; Customer Focus and Relationships; Value; Cost vs Benefits; Value Creation; Internet and the Web; India

Article

Eliminating Unintended Bias in Personalized Policies Using Bias-Eliminating Adapted Trees (BEAT)

By: Eva Ascarza and Ayelet Israeli

An inherent risk of algorithmic personalization is disproportionate targeting of individuals from certain groups (or demographic characteristics such as gender or race), even when the decision maker does not intend to discriminate based on those “protected”... View Details

Keywords: Algorithm Bias; Personalization; Targeting; Generalized Random Forests (GRF); Discrimination; Customization and Personalization; Decision Making; Fairness; Mathematical Methods

March 2022 (Revised April 2022)
Case

MTN: Unlocking Value While Driving Socioeconomic Progress

By: Benjamin C. Esty, Pippa Tubman Armerding and Dilyana Karadzhova Botha

On March 10, 2021, Ralph Mupita the new CEO of MTN Group, Africa's largest telecommunications company, presented the group’s 2020 annual results and unveiled a new strategy to “drive growth and unlock value.” Despite MTN’s leadership in most of its markets, the... View Details

Keywords: Decision Making; Goals and Objectives; Valuation; Emerging Markets; Business Strategy; Financial Management; Information Technology; Corporate Finance; Telecommunications Industry; Africa; South Africa; Ghana; Nigeria

March 2022 (Revised November 2024)
Case

Aldrich Capital Partners

By: Jo Tango and Alys Ferragamo

By July 2016, the Aldrich Capital Partners team had spent over two years trying to raise their inaugural growth-equity fund. They had pitched to over 140 investors, but none had committed. Managing Partners Mirza Baig and Raz Zia each had extensive experience in the... View Details

Keywords: Growth Equity; Investment Evaluation; Entrepreneurship; Private Equity; Investment; Strategy; Decision Making; United States

March 2022
Teaching Note

Digital Manufacturing at Amgen

By: Shane Greenstein, Kyle R. Myers and Sarah Mehta

This teaching note provides guidance for instructors teaching “Digital Manufacturing at Amgen,” case no. 621-008. View Details

March 2022 (Revised October 2022)
Case

John F. Kennedy: Changing the World

By: Robert Simons and Max Saffer

This case traces the rise of John F. Kennedy from a wealthy family in Boston to president of the United States. The case describes how Kennedy, as a young man, lived a privileged life in the shadow of his older brother, Joe. When Joe was killed in World War II, Jack... View Details

Keywords: Politics; Business And Government; Legacy; Leadership Development; Personal Characteristics; Business and Government Relations; Success; Power and Influence; Decision Making; Personal Development and Career; United States

March 2022 (Revised May 2022)
Case

Winning Business at Russell Reynolds (A)

By: Ethan Bernstein and Cara Mazzucco

In an effort to make compensation drive collaboration, Russell Reynolds Associates’ (RRA) CEO Clarke Murphy sought to re-engineer the bonus system for his executive search consultants in 2016. As his HR analytics guru, Kelly Smith, points out, that risks upsetting–and... View Details

March 2022
Supplement

Winning Business at Russell Reynolds (B)

By: Ethan Bernstein and Cara Mazzucco

In an effort to make compensation drive collaboration, Russell Reynolds Associates’ (RRA) CEO Clarke Murphy sought to re-engineer the bonus system for his executive search consultants in 2016. As his HR analytics guru, Kelly Smith, points out, that risks upsetting–and... View Details

2022
Article

Open or Closed? Your Mind, Your Decision!

By: Gerald Zaltman

The marketing profession faces challenging times. The shelf life for decisions and the half-life of the knowledge used, are becoming shorter and shorter while the problems addressed are becoming messier. Fortunately, the emergence of what I call the “prosthetic age” is... View Details

Keywords: Marketing; Information; Cognition and Thinking; Innovation and Invention

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March 2022 (Revised December 2022)
Case

Perch

By: Jeffrey F. Rayport, Stacy Straaberg and Julia Kelley

In May 2021, Perch CEO Chris Bell needed to decide whether his e-commerce aggregator company, which bought and scaled Amazon Marketplace brands, should acquire up to three acquisition targets. The prospective acquisitions, Web Deals Direct, HomeCo, and Future Brands,... View Details

March 2022
Article

Sensitivity Analysis of Agent-based Models: A New Protocol

By: Emanuele Borgonovo, Marco Pangallo, Jan Rivkin, Leonardo Rizzo and Nicolaj Siggelkow

Agent-based models (ABMs) are increasingly used in the management sciences. Though useful, ABMs are often critiqued: it is hard to discern why they produce the results they do and whether other assumptions would yield similar results. To help researchers address such... View Details

Keywords: Agent-based Modeling; Sensitivity Analysis; Design Of Experiments; Total Order Sensitivity Indices; Organizations; Behavior; Decision Making; Mathematical Methods

Article

The Messy but Essential Pursuit of Purpose

By: Ranjay Gulati

Most forward-thinking executives have embraced the notion that purpose-driven companies can solve social and environmental problems while also generating wealth, creating win-win outcomes that benefit everyone. But ideal solutions are rare. Many purpose-driven... View Details

Keywords: Purpose; Sustainability; Mission and Purpose; Social Issues; Environmental Sustainability; Profit; Business and Stakeholder Relations; Decision Making

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Article

Use Purpose to Transform Your Workplace

By: Leena Nair, Nick Dalton, Patrick Hull and William Kerr

Is keeping pace with the future of work incompatible with using purpose to guide the organization? Unilever is stretching its well-known commitment to purpose for a new and daunting challenge—the transformation of its workforce of more than 149,000 employees. Its... View Details

Keywords: Future Of Work; Purpose; Unilever; Organizations; Mission and Purpose; Talent and Talent Management; Transition; Decision Making; Transformation

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February 2022 (Revised May 2025)
Case

Resident 2020

By: Jeffrey F. Rayport and Thomas O. Jones

Launched in 2016, Resident was a leading player in the direct-to-consumer bed-in-a-box mattress market, where it was one of at least 175 venture-backed companies competing in the space. By late 2020, it had realized over $500 million in revenue, profitability in the... View Details

Keywords: Digital Marketing; Business Growth and Maturation; Operations; Entrepreneurship; Competitive Strategy; Initial Public Offering; Decisions; Marketing Strategy; Cash Flow; Demand and Consumers

February 2022 (Revised May 2022)
Case

Jaypee Infratech and the Indian Bankruptcy Code

By: Kristin Mugford, William Vrattos and Radhika Kak

In 2016, India passed a new bankruptcy law (IBC) to counter a brewing bank crisis and increased corporate distress. Homebuilder Jaypee Infratech, one of India largest distressed companies (the “dirty dozen”) began restructuring under the IBC in 2017. Two years later,... View Details

February 2022
Case

CityScore: Big Data Comes to Boston

By: Boris Groysberg and Sarah L. Abbott

In 2016, Martin “Marty” Walsh, the Mayor of Boston, introduced CityScore, a data dashboard that measured the city’s progress across a range of metrics. The dashboard was updated daily and publicly available. The mayor frequently discussed the CityScore targets in... View Details

Keywords: Analytics and Data Science; Government Administration; Leadership; Transformation; City; Measurement and Metrics; Public Administration Industry; Boston; United States

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