Publications

2025
Working Paper

Pushing the Envelope: The Effects of Salary Negotiations

By: Zoë B. Cullen, Bobak Pakzad-Hurson and Ricardo Perez-Truglia

Salary negotiations are a widespread phenomenon that can shape key labor market outcomes, such as welfare and inequality. We provide novel empirical and theoretical insights into the causes and consequences of salary negotiations. We conducted two field experiments... View Details

Keywords: Compensation and Benefits; Negotiation; Policy; Gender; Equality and Inequality; Welfare

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May 2025
Background Note

Skills-First Talent Management: The Importance of Managers

By: Boris Groysberg, Nicole Zelazko, Tom Quinn, Robin Abrahams, Izzy Yeoh and Colleen Ammerman

This note supplements a 2025 series on skills-first talent management in organizations, comprising “Skills-First Talent Management: Hiring” (HBS No. 425-019), “Skills-First Talent Management: Onboarding, Development, and Performance Management” (HBS No. 425-020), and... View Details

Keywords: Competency and Skills; Talent and Talent Management; Experience and Expertise; Job Design and Levels; Employment; Human Capital; Management Practices and Processes; United States

March 2025 (Revised June 2025)
Case

Designing the Future of Work: Atlassian’s Distributed Work Practices

By: Ashley Whillans and Gabriel Rondón Ichikawa

In early 2020, the software company Atlassian made a bold commitment: employees could work from anywhere—forever. While many tech peers reversed course on remote work, Atlassian worked to optimize their fully distributed model across 13 countries. This case follows... View Details

February 2025
Case

Luca de Meo at Renault Group (A)

By: Emily Truelove, Linda A. Hill and Lydia Begag

When Luca de Meo became CEO of Renault Group in 2020, the 122-year-old French automaker faced financial challenges and the double technological disruption of the automotive industry: the shift to electric vehicles (EVs) and the rise of software-defined vehicles (SDVs).... View Details

February 2025
Case

Luca de Meo at Renault Group (A) (Abridged)

By: Emily Truelove, Linda A. Hill and Lydia Begag

When Luca de Meo became CEO of Renault Group in 2020, the 122-year-old French automaker faced financial challenges and the double technological disruption of the automotive industry: the shift to electric vehicles (EVs) and the rise of software-defined vehicles (SDVs).... View Details

2025
Article

Emotion Regulation Contagion Drives Reduction in Negative Intergroup Emotions

By: Michael Pinus, Yajun Cao, Eran Halperin, Alin Coman, James J. Gross and Amit Goldenberg

When emotions occur in groups, they sometimes impact group behavior in undesired ways. Reducing group’s emotions with emotion regulation interventions can be helpful, but may also be a challenge, because treating every person in the group is often infeasible. One... View Details

Keywords: Emotion Contagion; Emotion; Emotion Regulation; Groups and Teams; Emotions; Conflict and Resolution

January 2025
Supplement

Colbún’s Angostura Dam Project (B)

By: James K. Sebenius and Nicolas Andrade

The A case describes Colbún Chile’s plans for the Angostura dam in the Bío Bío River, a hydroelectric construction venture with major challenges given the region’s history of indigenous resistance. This context was especially unfavorable given the highly contentious... View Details

Keywords: Bargaining; Dam; Stakeholder Analysis; Environmental Negotiation; Negotiation; Conflict and Resolution; Alternative Energy; Natural Environment; Environmental Sustainability; Business and Stakeholder Relations; Energy Industry; Chile

January 2025 (Revised January 2025)
Case

Colbún's Angostura Dam Project (A)

By: James K. Sebenius and Nicolas Andrade

The A case describes Colbún Chile’s plans for the Angostura dam in the Bío Bío River, a hydroelectric construction venture with major challenges given the region’s history of indigenous resistance. This context was especially unfavorable given the highly contentious... View Details

Keywords: Bargaining; Conflict Resolution; Dam; Stakeholder Analysis; Environmental Negotiation; Negotiation; Energy Generation; Construction; Business and Stakeholder Relations; Conflict and Resolution; Energy Industry; Chile

January 24, 2025
Article

Behaviorally Designed Training Leads to More Diverse Hiring

By: Cansin Arslan, Edward H. Chang, Siri Chilazi, Iris Bohnet and Oliver P. Hauser

Many organizations have shown interest in increasing the diversity of their workforces for various reasons. Collectively, they have spent millions of dollars and countless employee hours on diversity training. Yet, there is little empirical evidence that such training... View Details

Keywords: Training; Diversity; Selection and Staffing; Behavior; Outcome or Result; Organizational Change and Adaptation

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October 2024
Supplement

Skills-First Hiring at IBM

By: Boris Groysberg and Sarah Mehta

A video supplement to accompany "Skills-First Hiring at IBM" (case no. 422-013) View Details

Keywords: Competency and Skills; Experience and Expertise; Talent and Talent Management; Human Resources; Employees; Recruitment; Retention; Selection and Staffing; Jobs and Positions; Job Design and Levels; Job Interviews; Society; Social Issues; Technology Industry; United States; New York (state, US)

September–October 2024
Article

How AI Can Power Brand Management

By: Julian De Freitas and Elie Ofek

Marketers have begun experimenting with AI to improve their brand-management efforts. But unlike other marketing tasks, brand management involves more than just repeatedly executing one specialized function. Long considered the exclusive domain of creative talent, it... View Details

Keywords: Creativity; AI and Machine Learning; Brands and Branding; Product Positioning; Customer Focus and Relationships

August 2024 (Revised September 2024)
Case

Dishoom: From Bombay with Love

By: Anjali M. Bhatt and Thomas J. DeLong

Shamil and Kavi Thakrar, co-founders of Dishoom, faced critical decisions as they looked to expand the UK-based restaurant group. Shamil, the CEO, was confident in Dishoom's potential for growth but he was concerned about preserving the culture and values centered... View Details

Keywords: Human Resource Management; Growth And Scaling; Organizational Culture; Values and Beliefs; Growth Management; Expansion; United Kingdom

July 2024
Article

Chatbots and Mental Health: Insights into the Safety of Generative AI

By: Julian De Freitas, Ahmet Kaan Uğuralp, Zeliha Uğuralp and Stefano Puntoni

Chatbots are now able to engage in sophisticated conversations with consumers. Due to the ‘black box’ nature of the algorithms, it is impossible to predict in advance how these conversations will unfold. Behavioral research provides little insight into potential safety... View Details

Keywords: Autonomy; Chatbots; New Technology; Brand Crises; Mental Health; Large Language Model; AI and Machine Learning; Behavior; Well-being; Technological Innovation; Ethics

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

2024
Working Paper

Webmunk: A New Tool for Studying Online Behavior and Digital Platforms

By: Chiara Farronato, Andrey Fradkin and Chris Karr

Understanding the behavior of users online is important for researchers, policymakers, and private companies alike. But observing online behavior and conducting experiments is difficult without direct access to the user base and software of technology companies. We... View Details

Keywords: Policy; Technology Adoption; Behavior; Research; Consumer Behavior; Internet and the Web

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June 2024
Teaching Note

Skills-First Hiring at IBM

By: Boris Groysberg and Sarah Mehta

Teaching note for “Skills-First Hiring at IBM,” case no. 422-013. View Details

Keywords: Competency and Skills; Experience and Expertise; Talent and Talent Management; Human Resources; Human Capital; Employees; Recruitment; Retention; Selection and Staffing; Jobs and Positions; Job Design and Levels; Job Interviews; Society; Societal Protocols; Technology Industry; United States; New York (state, US)

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

SSRN

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

SSRN

2024
Working Paper

Advancing Personalization: How to Experiment, Learn & Optimize

By: Aurelie Lemmens, Jason M.T. Roos, Sebastian Gabel, Eva Ascarza, Hernan Bruno, Elea McDonnell Feit, Brett Gordon, Ayelet Israeli, Carl F. Mela and Oded Netzer

Personalization has become the heartbeat of modern marketing. Advances in causal inference and machine learning enable companies to understand how the same marketing action can impact the choices of individual customers differently. This article provides an academic... View Details

Keywords: Personalization; Targeting; Experiments; Observational Studies; Policy Implementation; Policy Evaluation; Customization and Personalization; Marketing Strategy; AI and Machine Learning