Publications

2024
Working Paper

Private Equity and Digital Transformation

By: Brian K. Baik, Wilbur Chen and Suraj Srinivasan

We study the role which private equity (PE) plays in digital transformation. We find that PE investment is associated with greater investments into portfolio firm’s digital technologies, as measured by IT expenditures and the hiring demand for AI skills. This... View Details

Keywords: Digital Transformation; Private Equity; Selection and Staffing; Investment Portfolio; Value Creation

2024
Working Paper

The Value of AI Innovations

By: Wilbur Xinyuan Chen, Terrence Tianshuo Shi and Suraj Srinivasan

We study the value of AI innovations as it diffuses across general and application sectors, using the United States Patent and Trademark Office’s (USPTO) AI patent dataset. Investors value these innovations more than others, as AI patents exhibit a 9% value premium,... View Details

Keywords: AI and Machine Learning; Valuation; Technological Innovation; Open Source Distribution; Patents; Policy; Knowledge Sharing; Technology Industry

May 2024
Supplement

HubSpot and Motion AI (B): Generative AI Opportunities

By: Jill Avery

The technologies driving artificial intelligence (AI) had progressed significantly since HubSpot’s acquisition of Motion AI in 2017. Generative AI was the newest major development. Software-as-a-service (SaaS) companies such as HubSpot were analyzing how generative AI... View Details

Keywords: Artificial Intelligence; CRM; Chatbots; Sales Management; Generative Ai; SaaS; Marketing; Sales; AI and Machine Learning; Customer Relationship Management; Applications and Software; Technological Innovation; Competitive Advantage; Technology Industry; United States

May 2024
Supplement

Forest Park Capital (A)

By: Richard S. Ruback and Royce Yudkoff

During the Covid-19 Pandemic in 2020, Betsy Harbison formed the search fund Forest Park Capital with the intention of purchasing a small business. The case conveys the details of Betsy’s final decision at the terminus of her search, between a software company... View Details

Keywords: Search Fund; Entrepreneurship Through Acquisition; Acquisition; Small Business; Cost vs Benefits; Decisions; Business Education; Corporate Entrepreneurship; Leadership Style; Business or Company Management; Problems and Challenges; Tourism Industry; Web Services Industry; North America; Missouri

May 2024
Supplement

Forest Park Capital (B)

By: Richard S. Ruback and Royce Yudkoff

During the Covid-19 Pandemic in 2020, Betsy Harbison formed the search fund Forest Park Capital with the intention of purchasing a small business. The case conveys the details of Betsy’s final decision at the terminus of her search, between a software company... View Details

Keywords: Search Fund; Entrepreneurship Through Acquisition; Acquisition; Small Business; Cost vs Benefits; Decisions; Business Education; Corporate Entrepreneurship; Leadership Style; Leading Change; Business or Company Management; Problems and Challenges; Tourism Industry; Web Services Industry; North America; Missouri

May 2024
Article

The Health Risks of Generative AI-Based Wellness Apps

By: Julian De Freitas and G. Cohen

Artifcial intelligence (AI)-enabled chatbots are increasingly being used to help people manage their mental health. Chatbots for mental health and particularly ‘wellness’ applications currently exist in a regulatory ‘gray area’. Indeed, most generative AI-powered... View Details

Keywords: AI and Machine Learning; Well-being; Governing Rules, Regulations, and Reforms; Applications and Software

April 2024 (Revised May 2024)
Case

Anthropic: Building Safe AI

By: Shikhar Ghosh and Shweta Bagai

In March 2024, Anthropic, a leading AI safety and research company, made headlines with the launch of Claude 3, its most advanced AI model. This marked Anthropic’s bold entry into the multimodal GenAI domain, showcasing capabilities extending to both image and text... View Details

Keywords: AI and Machine Learning; Corporate Accountability; Corporate Social Responsibility and Impact; Business Growth and Maturation; Corporate Strategy; Technology Industry; United States

April 2024
Article

Detecting Routines: Applications to Ridesharing CRM

By: Ryan Dew, Eva Ascarza, Oded Netzer and Nachum Sicherman

Routines shape many aspects of day-to-day consumption. While prior work has established the importance of habits in consumer behavior, little work has been done to understand the implications of routines—which we define as repeated behaviors with recurring, temporal... View Details

Keywords: Ride-sharing; Routine; Machine Learning; Customer Relationship Management; Consumer Behavior; Segmentation

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March 2024
Tutorial

FRC: The Balanced Scorecard

By: Trevor Fetter

This brief video tutorial explains the concept and application of The Balanced Scorecard, developed by Prof. Robert Kaplan of HBS. It has been used in the MBA required course, Financial Reporting and Control. View Details

Keywords: Balanced Scorecard

March 2024
Case

Teamworks: Tackling a Forecasting Fumble (A)

By: N. Louis Shipley and Stacy Straaberg

In late March 2018, Teamworks CEO Zach Maurides learned Q1 2018 sales were at risk for a large forecasting miss. Founded in 2004, Teamworks’s software application assisted support staff in messaging, scheduling, and sharing documents with collegiate and professional... View Details

Keywords: Acquisition; Business Growth and Maturation; Communication Strategy; Decisions; Forecasting and Prediction; Business Cycles; Technological Innovation; Sports; Growth and Development Strategy; Resource Allocation; Marketing; Sales; Business Strategy; Expansion; Sports Industry; Technology Industry; United States; North Carolina

March 2024
Supplement

Teamworks: Tackling a Forecasting Fumble (B)

By: N. Louis Shipley, Stacy Straaberg and Tom Quinn

In late March 2018, Teamworks CEO Zach Maurides learned Q1 2018 sales were at risk for a large forecasting miss. Founded in 2004, Teamworks’s software application assisted support staff in messaging, scheduling, and sharing documents with collegiate and professional... View Details

Keywords: Acquisition; Business Growth and Maturation; Communication Strategy; Decisions; Forecasting and Prediction; Business Cycles; Technological Innovation; Sports; Growth and Development Strategy; Resource Allocation; Marketing; Sales; Business Strategy; Expansion; Valuation; Sports Industry; Technology Industry; United States; North Carolina

March 2024 (Revised July 2024)
Case

The CHIPS Program Office

By: Mitchell B. Weiss and Sebastian Negron-Reichard

In February 2023, U.S. Commerce Secretary Gina Raimondo weighed signing off on a Notice of Funding Opportunity (“NOFO”) with at least one unconventional provision: a pre-application (“pre-app”) to the actual application for parts of $39 billion in direct semiconductor... View Details

Keywords: Entrepreneurship; Public Sector; Government Administration; Government Legislation; Motivation and Incentives; Semiconductor Industry; Public Administration Industry; United States

March 2024
Teaching Note

CoPilot(s): Generative AI at Microsoft and GitHub

By: Frank Nagle and Maria P. Roche

This teaching note is the companion to case N9-624-010 CoPilot(s): Generative AI at Microsoft and GitHub, which takes place in late 2021. The case briefly describes the history of both GitHub and Microsoft with a particular focus on open source software (OSS)—software... View Details

Keywords: Mergers and Acquisitions; AI and Machine Learning; Applications and Software; Technological Innovation; Product Launch; Open Source Distribution; Product Development; Commercialization; Competition; Resource Allocation; Technology Industry

2024
Working Paper

Anytime-Valid Inference in Linear Models and Regression-Adjusted Causal Inference

By: Michael Lindon, Dae Woong Ham, Martin Tingley and Iavor I. Bojinov

Linear regression adjustment is commonly used to analyze randomized controlled experiments due to its efficiency and robustness against model misspecification. Current testing and interval estimation procedures leverage the asymptotic distribution of such estimators to... View Details

Keywords: Mathematical Methods; Analytics and Data Science

2023
Working Paper

Design-Based Inference for Multi-arm Bandits

By: Dae Woong Ham, Iavor I. Bojinov, Michael Lindon and Martin Tingley

Multi-arm bandits are gaining popularity as they enable real-world sequential decision-making across application areas, including clinical trials, recommender systems, and online decision-making. Consequently, there is an increased desire to use the available... View Details

Keywords: Analytics and Data Science; Mathematical Methods

2024
Book

Deals: The Economic Structure of Business Transactions

By: Guhan Subramanian and Michael Klausner

Drawing on real-life cases from a wide range of industries, two acclaimed experts offer a sophisticated but accessible guide to business deals, designed to maximize value for your side.

Business transactions take widely varying forms—from multibillion-dollar... View Details

Keywords: Negotiation; Contracts

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March 2024
Article

Flight to Safety: How Economic Downturns Affect Talent Flows to Startups

By: Shai Bernstein, Richard Townsend and Ting Xu

Using proprietary data from AngelList Talent, we study how individuals’ job search and application behavior changed during the COVID-19 downturn. We find that job seekers shifted their searches toward more established firms and away from early-stage startups, even... View Details

Keywords: Startup Labor Market; Flight To Safety; COVID-19; Recession; Job Search; Behavior

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February 2024
Course Overview Note

The Anatomy of Fraud

By: Jonas Heese

Corporate fraud remains a serious problem. Learning how to detect and prevent it, and make better investment decisions, has broad applicability for private and public market investors, as well as for people joining or running companies. This course note describes a... View Details

Keywords: Crime and Corruption; Investment; Accounting; Business or Company Management

February 2024
Case

Innovation Strategy at Stanley Black & Decker: Setting the Direction for Growth

By: David L. Ager and Antonio Manuel Oftelie

On July 1, 2022, Don Allan was appointed Chief Executive Officer of Stanley Black & Decker (SBD). Although Allan had been with the firm for 23 years, most recently serving as President and Chief Financial Officer, he recognized that he was stepping into his new role as... View Details

Keywords: Health Pandemics; Collaborative Innovation and Invention; Innovation Leadership; Growth Management; Business and Stakeholder Relations