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2024
Working Paper

Scaling Core Earnings Measurement with Large Language Models

By: Matthew Shaffer and Charles CY Wang

We study the application of large language models (LLMs) to the estimation of core earnings, i.e., a firm's persistent profitability from its core business activities. This construct is central to investors' assessments of economic performance and valuations. However,... View Details

Keywords: Large Language Models; AI and Machine Learning; Accounting; Profit; Corporate Disclosure; Analytics and Data Science; Measurement and Metrics

November 2024 (Revised January 2025)
Case

MiDAS: Automating Unemployment Benefits

By: Shikhar Ghosh and Shweta Bagai

In 2015, the state of Michigan considered whether to nominate its Michigan Integrated Data Automated System (MiDAS) for a prestigious state technology award. Launched in 2013 amid severe budget pressures, the $47 million automated fraud detection system was designed to... View Details

November 2024 (Revised January 2025)
Case

Balancing Impact: Modeling the Future at British International Investment

By: Shawn Cole and Jonah Zahnd

In 2022, British International Investment (BII), the £8.1 billion development finance arm of the British government, implemented a new impact measurement system called the Impact Score to align its financial and impact objectives systematically. The tool was designed... View Details

November 2024
Technical Note

Is a Single-Family Office Right For You?

By: Christina R. Wing, George Jackoboice and Justin Huang

Twenty years ago, the term “family office” was used infrequently and often reserved for the most storied families such as the Rockefellers or the Kennedys. Now, “family office” is on the tip of the tongue of every investor, wealth manager, and company. However, the... View Details

November–December 2024
Article

Retire Without Regrets

By: Teresa M. Amabile, Lotte Bailyn, Marcy Crary, Douglas T. "Tim" Hall and Kathy E. Kram

This article explores the significant transition of retirement and offers insights into creating a satisfying postcareer life. It highlights the contrasting experiences of Irene and Lawrence, two retirees who navigated this change differently. Irene embraced retirement... View Details

Keywords: Retirement; Satisfaction; Transition; Identity

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2024
Working Paper

Generative AI and the Nature of Work

By: Manuel Hoffmann, Sam Boysel, Frank Nagle, Sida Peng and Kevin Xu

Recent advances in artificial intelligence (AI) technology demonstrate considerable potential to complement human capital intensive activities. While an emerging literature documents wide-ranging productivity effects of AI, relatively little attention has been paid... View Details

Keywords: Generative Ai; Digital Work; Open Source Software; Knowledge Economy; AI and Machine Learning; Open Source Distribution; Organizational Structure; Performance Productivity; Labor

October 2024 (Revised February 2025)
Case

Lanco Medical Group: Fostering Happiness for Growth

By: Susanna Gallani, Jenyfeer Martínez Buitrago and Katherine Sonnefeldt

This case describes how Lanco Medical Group, a fast-growing pharmaceutical distributor serving Latin America, approached the design of their employee benefits and incentives program. After learning about gaps between what leadership believed motivated employees and... View Details

Keywords: Fairness; Compensation and Benefits; Retention; Growth Management; Motivation and Incentives; Expansion; Pharmaceutical Industry; Latin America

October 2024
Module Note

Purpose of the Firm

By: Debora L. Spar and Julia M. Comeau

Purpose of the Firm (PoF) is a short module designed to explore how, and under what circumstances, business leaders can harness the power of capitalism and markets to “make a difference in the world”—that is, to address a significant societal problem as a commercial... View Details

Keywords: Social Accounting; Purpose; Corporate Social Responsibility and Impact; Social Enterprise; Mission and Purpose; Leadership

October 2024
Background Note

The Semiconductor Industry

By: Andy Wu, Steve Blank and Matt Higgins

The semiconductor industry powers modern technology, from consumer electronics to data centers. This background note explores the layers of the semiconductor inudstry value chain, including Integrated Device Manufacturers (IDMs), fabless companies, and foundries, while... View Details

Keywords: Strategy; Supply Chain; Product Design; Customer Value and Value Chain; Manufacturing Industry; Technology Industry; Semiconductor Industry; United States; China; Taiwan

October 16, 2024
Article

Physicians Can Help Cut Costs. They Just Need the Right Incentives.

By: Susanna Gallani and Derek A. Haas

Health care organizations have long tried to enlist physicians in their effort to control or reduce costs. One effective means for doing so is to create an incentive system that rewards physicians for their contributions. To design such a system, organizations should... View Details

Keywords: Cost; Motivation and Incentives; Compensation and Benefits; Health Industry

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October 2024 (Revised February 2025)
Case

AI and Brand Management: Promises and Perils

By: Julian De Freitas and Elie Ofek

As AI gains traction across industries, companies anticipate that AI will revolutionize both backend processes and customer-facing interactions—with brands eager to leverage AI for tailored marketing materials and automated consumer engagements. Yet, despite a dramatic... View Details

Fall 2024
Article

Redemption Mechanisms in Poison Pills: Evidence on Pill Design and Law Firm Effects

By: Olivier Baum and Guhan Subramanian

We present the first evidence on the incidence of “trip wire” versus “last look” poison pills. Using a hand-collected data set of 130 poison pills implemented and/or amended between January 1, 2020 and March 31, 2023, we find that pills are almost evenly divided... View Details

Keywords: Acquisition; Negotiation Tactics; Contracts

Fall, 2024
Article

Sixty Years of the Voting Rights Act: Progress and Pitfalls

By: Andrea Bernini, Giovanni Facchini, Marco Tabellini and Cecilia Testa

We review the literature on the effects of the 1965 Voting Rights Act (VRA), which removed formal restrictions to Black political participation. After a brief description of racial discrimination suffered by Black Americans since Reconstruction, we introduce the goals... View Details

Keywords: Prejudice and Bias; Equality and Inequality; Race; Political Elections; Voting; Policy; Outcome or Result; Government Legislation

October 2024
Article

Strategic Decision Making at Platform Transitions: The Case of Nokia (2010-2011).

By: Timo O. Vuori and Michael Tushman

We studied Nokia’s decision to adopt the Windows platform in 2011 to induce new theory on the emotional dynamics of incumbent firms’ strategic decision making at platform transitions. We find that platform companies’ entry into an established industry activates a... View Details

Keywords: Emotions; Technology Adoption; Corporate Strategy; Transition

Fall 2024
Article

The Three Traps That Stymie Reinvention: Organizational Identity, Architecture, and Collaboration Can Be Either Assets or Liabilities to Pursuing Growth in New Sectors

By: Ryan Raffaelli

In more than a decade of researching innovation, I have observed how organizations respond to new opportunities, technological changes, or unexpected market shifts that threaten to upend their current business model. This process, which I call reinvention, may occur... View Details

Keywords: Innovation And Strategy; Change Leadership; Collaboration; Architecture; Transformation; Disruption; Leading Change; Innovation Strategy; Identity; Organizational Culture; Organizational Structure

September 2024
Case

Faena: Magic in Mid-Miami Beach

By: Robin Greenwood, Denise Han, Dave Habeeb and Ruth Page

The link to this multimedia case should be provided to students in advance as preparation for classroom case discussion.

This multimedia case follows real estate developer Alan Faena as he expanded his luxury development business from Argentina to the... View Details

September 2024
Case

Xendit: Hiring for Growth

By: Jeffrey F. Rayport, Steve Castano, Quoc Anh Nguyen and Claire Wu

In 2019, Xendit, a growth-stage Southeast Asia (SEA) fintech venture based in Jakarta, was looking to hire a Head of Sales and Head of Product to lead its next phase of growth. Founded by Moses Lo and Tessa Wijaya, Xendit provided payment infrastructure, modeling... View Details

Keywords: Fintech; Financing and Loans; Entrepreneurship; Jobs and Positions; Sales; Product; Growth and Development; Selection and Staffing; Organizational Culture; Expansion; Financial Services Industry; Technology Industry; Southeast Asia; Indonesia; Philippines

September 2024
Background Note

Copyright and Fair Use

By: David B. Yoffie

The U.S. Copyright Office defines a copyright as “a type of intellectual property that protects original works of authorship as soon as an author fixes the work in a tangible form of expression.” Two core principles of copyright are originality and fixation. A work is... View Details

Keywords: AI and Machine Learning; Copyright; Lawsuits and Litigation

September 2024
Case

Comun: Partners in Peril

By: Jeffrey J. Bussgang and Alexis Lefort

In spring 2023, Abiel Gutierrez and Andres Santos, co-founders of Comun, faced a critical decision at their fintech startup serving Latino immigrants. Having launched their product the previous year, they experienced rapid growth but encountered rising fraud and... View Details

Keywords: Fintech; Business Development; Venture Capital; Business Startups; Partners and Partnerships; Governing Rules, Regulations, and Reforms; Financial Services Industry; Banking Industry; Latin America; United States

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

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