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July–August 2024
Article

Doing More with Less: Overcoming Ineffective Long-Term Targeting Using Short-Term Signals

By: Ta-Wei Huang and Eva Ascarza

Firms are increasingly interested in developing targeted interventions for customers with the best response, which requires identifying differences in customer sensitivity, typically through the conditional average treatment effect (CATE) estimation. In theory, to... View Details

Keywords: Long-run Targeting; Heterogeneous Treatment Effect; Statistical Surrogacy; Customer Churn; Field Experiments; Consumer Behavior; Customer Focus and Relationships; AI and Machine Learning; Marketing Strategy

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2024
Working Paper

Navigating Software Vulnerabilities: Eighteen Years of Evidence from Medium and Large U.S. Organizations

By: Raviv Murciano-Goroff, Ran Zhuo and Shane Greenstein

How prevalent are severe software vulnerabilities, how fast do software users respond to the availability of secure versions, and what determines the variance in the installation distribution? Using the largest dataset ever assembled on user updates, tracking server... View Details

Keywords: Cybersecurity; Applications and Software; Technology Adoption; Consumer Behavior

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July–September 2024
Article

Psychological Ownership for Overcoming Departmental Barriers to Innovation: A Study of Innovation Handoffs

By: Alf Steinar Sætre, Amy C. Edmondson, Oda Dregelid and Sofie Rud Zimmer

Effective collaboration across departments in an organization is critical to innovation success. Our purpose was to investigate factors contributing to successful innovation involving multiple organizational departments. We employed a multiple-case design with three... View Details

Keywords: Psychological Ownership; Collaborative Innovation and Invention; Management; Groups and Teams; Organizational Design

July 2024
Article

Whether to Apply

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

Labor market outcomes depend, in part, upon an individual’s willingness to put herself forward for different opportunities. We use a series of experiments to explore gender differences in willingness to apply for higher return, more challenging work. We find that, in... View Details

Keywords: Beliefs; Recruitment; Job Search; Gender; Attitudes

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2024
Working Paper

What Makes Players Pay? An Empirical Investigation of In-Game Lotteries

By: Tomomichi Amano and Andrey Simonov

In 2020, gamers spent more than $15 billion on loot boxes, lotteries of virtual items in video games. Paid loot boxes are contentious. Game producers argue that loot boxes complement the gameplay and expenditures on loot boxes reflect players’ enjoyment of the game.... View Details

Keywords: Consumer Behavior; Policy; Games, Gaming, and Gambling; Product Design; Ethics; Governing Rules, Regulations, and Reforms; Video Game Industry

June 2024
Case

SnapTravel: Betting on 'Super.com'

By: Reza Satchu and Tom Quinn

This case explores SnapTravel, a travel startup offering discounted hotel rooms, and its founders’ desire to pivot to a “super app” that saved customers money across many different purchase types. During the COVID-19 pandemic, Hussein Fazal and Henry Shi saw SnapTravel... View Details

June 2024
Teaching Note

Major League Baseball: Changing the Rules of America's Pastime

By: Stephen A. Greyser, Mac Levin and Brent Schwarz

Teaching Note for HBS Case No. 924-307. The Teaching Note offers suggestions for using the case as a “product innovation” for different levels of students and their knowledge of baseball. Discussion plan questions for instructors are provided in the context of MLB’s... View Details

Keywords: Business Model; Business and Stakeholder Relations; Media; Product; Sports Industry

2024
Working Paper

Incrementality Representation Learning: Synergizing Past Experiments for Intervention Personalization

By: Ta-Wei Huang, Eva Ascarza and Ayelet Israeli

This paper introduces Incrementality Representation Learning (IRL), a novel multitask representation learning framework that predicts heterogeneous causal effects of marketing interventions. By leveraging past experiments, IRL efficiently designs and targets... View Details

Keywords: Heterogeneous Treatment Effect; Multi-task Learning; Representation Learning; Personalization; Promotion; Deep Learning; Field Experiments; Customer Focus and Relationships; Customization and Personalization

2025
Working Paper

Evaluations Amid Measurement Error: Determining the Optimal Timing for Workplace Interventions

By: Matthew DosSantos DiSorbo, Iavor I. Bojinov and Fiammetta Menchetti

Researchers have embraced factorial experiments to simultaneously evaluate multiple treatments, each with different levels. Typically, in large-scale factorial experiments, the primary objective is identifying the treatment with the largest causal effect, especially... View Details

Keywords: Factorial Designs; Fisher Randomizations; Rank Estimators; Employer Interventions; Causal Inference; Mathematical Methods; Performance Improvement

2024
Working Paper

Demographically Biased Technological Change

By: Victor Manuel Bennett, John-Paul Ferguson, Masoomeh Kalantari and Rembrand Koning

Who gets the jobs that automation creates? A consensus has begun to emerge that said technologies complement rather than substitute for labor. However, they also shift the demand for specific types of skills and other worker competencies. Such shifts imply unequal... View Details

Keywords: Technological Innovation; Employment; Equality and Inequality; Demographics

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

June 2024
Article

Defining Who You Are by Whom You Serve? Strategies for Prosocial–Professional Identity Integration with Clients

By: Lakshmi Ramarajan and Julie Yen

Many professionals want to both achieve professional success and contribute to society. Yet, in some professional contexts, these aims are in tension because serving elite clients is considered the pinnacle of professional success, but professionals themselves may view... View Details

Keywords: Identity; Experience and Expertise; Corporate Social Responsibility and Impact; Behavior; Social Entrepreneurship

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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

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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June 2024
Article

The Diversity Heuristic: How Team Demographic Composition Influences Judgments of Team Creativity

By: Devon Proudfoot, Zachariah Berry, Edward H. Chang and Min B. Kay

Despite mixed evidence for the relationship between demographic diversity and creativity, we propose that observers hold a lay belief that demographic diversity increases creativity and apply this lay belief in judgments about teams and their creative work. Across... View Details

Keywords: Diversity; Race; Gender; Groups and Teams; Perception; Creativity

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May 2024 (Revised February 2025)
Case

Choosing the Course of Passion: Brooke Boyarsky Pratt at knownwell

By: Jon M. Jachimowicz and Alexis Lefort

Brooke Boyarsky Pratt (HBS ’13) enjoyed considerable success in her early career, quickly climbing the ranks to associate partner at McKinsey, and later becoming an executive vice president at Berkadia, a Berkshire Hathaway portfolio company. Throughout these years,... View Details

Keywords: Passion; Career; Career Planning; Purpose; Personal Development and Career; Mission and Purpose; Identity; Business Startups; Health Care and Treatment; Health Disorders; Growth and Development Strategy; Market Entry and Exit; Health Industry; United States

2024
Working Paper

Immigrant Entrepreneurship: New Estimates and a Research Agenda

By: Saheel Chodavadia, Sari Pekkala Kerr, William R. Kerr and Louis Maiden

Immigrants contribute disproportionately to entrepreneurship in many countries, accounting for a quarter of new employer businesses in the US. We review recent research on the measurement of immigrant entrepreneurship, the traits of immigrant founders, their economic... View Details

Keywords: Immigrant Employment; Immigration; Entrepreneurship; Demographics; Innovation and Invention

April 2024
Article

An Integrative Model of Hybrid Governance: The Role of Boards in Helping Sustain Organizational Hybridity

By: Anne-Claire Pache, Julie Battilana and Channing Spencer

Hybrid organizations must sustainably attend to multiple goals embedded in different institutional spheres. Past research has highlighted the value for hybrids in recruiting board members representing different logics to avoid attentional drifts; yet, diverse boards... View Details

Keywords: Governing and Advisory Boards; Business or Company Management; Organizational Structure

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April 2024 (Revised February 2025)
Teaching Note

eBee: Affordable Mobility for Africa

By: Ramon Casadesus-Masanell, Gamze Yucaoglu and Jordan Mitchell

Teaching Note for HBS Case No. 724-360.The case opens in March 2023, as Sten van der Ham and Jaap Maljers, CEO and co-founder of eBee, an electric bike (e-bike) company in Africa, are contemplating the different avenues for growth and path to profitability for the... View Details

Keywords: Business Model; Value Creation; Competition; Expansion; Logistics; Profit; Resource Allocation; Corporate Strategy; Business Startups; Growth and Development Strategy; Business Strategy; Product Marketing; Entrepreneurial Finance; Bicycle Industry; Africa; Kenya

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