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June 2024 (Revised September 2024)
Case

Driving Scale with Otto

By: Rebecca Karp, David Allen and Annelena Lobb

This case asks how startup founders make scaling decisions in light of their priorities for their business and for themselves. Otto was a technology company that applied artificial intelligence technology to sales. It deployed natural language processing to find sales... View Details

Keywords: Artificial Intelligence; Natural Language Processing; B2B; B2B Innovation; Scaling; Scaling Tech Ventures; Business Startups; AI and Machine Learning; Finance; Sales; Business Strategy; Growth and Development Strategy; Entrepreneurship; Information Technology Industry; United States; Cambridge; New York (city, NY); Spain

June 2024 (Revised March 2025)
Case

Wemade: (Re)Establishing Trust in Blockchain Games (A)

By: Jung Koo Kang, Charles C.Y. Wang, David Allen and Kwangmoon So

This case explores the fundamental challenges and accounting issues arising from the integration of blockchain technology into traditional business models. It features Wemade, a South Korean online gaming company that has staked its future on blockchain-based games.... View Details

Keywords: Blockchain; Cryptocurrency; Video Games; Accounting; Financial Reporting; Revenue Recognition; Games, Gaming, and Gambling; Corporate Disclosure; Information Technology; Technology Adoption; Information Technology Industry; Information Technology Industry; Information Technology Industry; South Korea

June 2024 (Revised February 2025)
Case

Accounting for Loans at SoFi Technologies

By: Joseph Pacelli and Michael Norris

At the release of its first quarter earnings report on May 1, 2023, digital bank SoFi beat its earnings guidance by 25%. On May 2, Wedbush Securities analyst David Chiaverini issued a report downgrading the stock. A second downgrade followed from Chiaverini on May 15.... View Details

Keywords: Accounting; Banks and Banking; Financing and Loans; Valuation; Stocks; Banking Industry; United States

2025
Working Paper

Investor Influence on Media Coverage: Evidence from Venture Capital-Backed Startups

By: Brian K. Baik and Albert Shin

We examine whether and how investors influence media coverage of their private portfolio companies. Using a stacked difference-in-differences design, we find that media coverage of startups increases significantly following venture capital (VC) investment. The effect... View Details

Keywords: Venture Capital; Entrepreneurship; Media; Reputation; Information

June 2024
Case

Building Innovation at VINCI

By: Dennis Campbell, Aluna Wang and Carlota Moniz

This case study explores how the VINCI Group, a French multinational operating in concessions, energy, and construction, bolstered awareness and adoption rates of new technologies within the organization. Through its separate innovation hub, Leonard, VINCI aimed to... View Details

June 2024
Article

Enhancing Value and Well-Being: The Basket of Motivators Framework for Aligning Neurology Clinical Practices with Performance Outcomes

By: Peter N. Hadar, Susanna Gallani and Lidia Moura

Physician burnout, which is prevalent in neurology, has accelerated in recent years. While multifactorial, a major contributing factor to burnout is a payment model that rewards volume over quality, leaving physicians overburdened and unfulfilled. The aim of this... View Details

Keywords: Compensation and Benefits; Personal Development and Career; Well-being; Motivation and Incentives

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June 2024
Article

Going Digital: Implications for Firm Value and Performance

By: Wilbur Chen and Suraj Srinivasan

We examine firm value and performance implications of the growing trend of non-technology companies engaging in digital transformation. We measure digital activities in firms based on the disclosure of digital words in the business description section of 10-Ks. Digital... View Details

Keywords: Digital Technologies; Valuation; Return Predictability; Financial Statement Analysis; Performance; Value; Information Technology

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June 2024
Article

Information Spillovers in Experience Goods Competition

By: Zhuoqiong Charlie Chen, Christopher Stanton and Catherine Thomas

When experience goods compete, consuming one product can be informative about value for similar untried products. We study a two-period model of duopoly competition in markets that have this feature and where firms can price discriminate between consumers based on... View Details

Keywords: Experience Goods; Competition; Information; Demand and Consumers; Profit; Price

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June 2024
Article

Real Growth in Space Manufacturing Output Substantially Exceeds Growth in the Overall Space Economy

By: Tina Highfill and Matthew Weinzierl

Accurately measuring real economic output in the space economy is made difficult by the rapid increase in capabilities and decrease in prices of launch and satellite technologies achieved over the past two decades. Nominal measures of output in space will tend to... View Details

Keywords: Technological Innovation; Economic Growth; Price; Production; Aerospace Industry

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June 2024
Article

Stereotypes and Belief Updating

By: Katherine B. Coffman, Manuela Collis and Leena Kulkarni

We explore how feedback shapes, and perpetuates, gender gaps in self-assessments. Participants in our experiment take tests of their ability across different domains. We elicit their beliefs of their performance before and after feedback. We find that, even after the... View Details

Keywords: Beliefs; Stereotypes; Self-assessment; Performance Evaluation; Gender; Cognition and Thinking; Perception; Knowledge Sharing

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Summer 2024
Article

The Business Revolution: Economy-Wide Impacts of Artificial Intelligence and Digital Platforms

By: Hanna Halaburda, Jeffrey Prince, D. Daniel Sokol and Feng Zhu

In this essay, we identify several themes of the digital business transformation, with a particular focus on the economy-wide impacts of artificial intelligence and digital platforms. In doing so, we highlight specific industries, beyond just the high-profile “Big... View Details

Keywords: Digital Transformation; Digital Platforms; AI and Machine Learning

June 2024
Article

The Monitoring Role of Social Media

By: Jonas Heese and Joseph Pacelli

In this study, we examine whether social media activity can reduce corporate misconduct. We use the staggered introduction of 3G mobile broadband access across the United States to identify exogenous increases in social media activity and test whether access to 3G... View Details

Keywords: Corporate Misconduct; Twitter; Corporate Accountability; Mobile and Wireless Technology; Social and Collaborative Networks

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June 2024
Article

Valuing the Societal Impact of Medicines and Other Health Technologies: A User Guide to Current Best Practices

By: Jason Shafrin, Jaehong Kim, Joshua T. Cohen, Louis P. Garrison, Dana A. Goldman, Jalpa A. Doshi, Joshua Krieger, Darius N. Lakdawalla, Peter J. Neumann, Charles E. Phelps, Melanie D. Whittington and Richard Willke

This study argues that value assessment conducted from a societal perspective should rely on the Generalized Cost-Effectiveness Analysis (GCEA) framework proposed herein. Recently developed value assessment inventories—such as the Second Panel on Cost-Effectiveness’s... View Details

Keywords: Health Care and Treatment; Valuation; Cost vs Benefits; Society

May 2024
Background Note

Net Revenue Retention: Unpacking the Dynamics of Customer Monetization

By: Elie Ofek, Barak Libai and Eitan Muller

Firms and investors alike are beginning to recognize the importance of tracking how revenues from existing customers are evolving over time and to appreciate the value in understanding what might explain changes in these revenues. Consequently, in addition to looking... View Details

Keywords: Customer Relationship Management; Revenue; Measurement and Metrics; Customer Value and Value Chain

2024
Case

EPCorp: Sell on Amazon or Invest in Our Data?

By: Jacob M. Cook

Amidst a history of exponential growth, Electronic Products Company (EPCorp) finds itself at a crossroads as its once thriving retail presence faces a downturn, despite hefty investments into a promising new direct-to-consumer e-commerce platform. Shivani, EPCorp s... View Details

Keywords: E-commerce; Technology Adoption; Cost vs Benefits; Organizational Culture; Retail Industry

May 2024
Supplement

gWorks (A)

By: Richard S. Ruback and Royce Yudkoff

In January of 2019, Joe Heieck, CEO of gWorks, was deciding whether to proceed with his acquisition of Data Tech, that was a business roughly the same size as gWorks. gWorks, which provided geospatial software to small city and rural county governments, was acquired by... View Details

May 2024
Supplement

gWorks (B)

By: Richard S. Ruback and Royce Yudkoff

In January of 2019, Joe Heieck, CEO of gWorks, was deciding whether to proceed with his acquisition of Data Tech, that was a business roughly the same size as gWorks. gWorks, which provided geospatial software to small city and rural county governments, was acquired by... View Details

May 2024
Case

Naked Wines: The Profit vs. Growth Decision

By: Benjamin C. Esty and Edward A. Meyer

Nick Devlin faced a difficult strategic decision in October 2022. As the CEO of a UK-based subscription business connecting wine drinkers in the US, UK, and Australia with winemakers from around the world (which one journalist called the “Netflix of Wine”), he had to... View Details

May 2024
Background Note

Pricing Strategy and Channels of Distribution: Where Value Delivery and Value Capture Intersect

Channels of distribution are a critical component of a firm’s go-to-market strategy. A company may elect to sell its products directly to customers (DTC) without the assistance of any intermediaries or, alternatively, it may seek several channel partners to help it... View Details

Keywords: Price; Distribution Channels; Business Strategy; Markets

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

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