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  • 2019
  • Working Paper

Machine Learning Approaches to Facial and Text Analysis: Discovering CEO Oral Communication Styles

By: Prithwiraj Choudhury, Dan Wang, Natalie A. Carlson and Tarun Khanna
We demonstrate how a novel synthesis of three methods—(1) unsupervised topic modeling of text data to generate new measures of textual variance, (2) sentiment analysis of text data, and (3) supervised ML coding of facial images with a cutting-edge convolutional neural... View Details
Keywords: Spoken Communication; Business History; Analytics and Data Science; Finance; Performance
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Choudhury, Prithwiraj, Dan Wang, Natalie A. Carlson, and Tarun Khanna. "Machine Learning Approaches to Facial and Text Analysis: Discovering CEO Oral Communication Styles." Harvard Business School Working Paper, No. 18-064, January 2018. (Revised May 2019.)
  • Article

Robust and Stable Black Box Explanations

By: Himabindu Lakkaraju, Nino Arsov and Osbert Bastani
As machine learning black boxes are increasingly being deployed in real-world applications, there has been a growing interest in developing post hoc explanations that summarize the behaviors of these black boxes. However, existing algorithms for generating such... View Details
Keywords: Machine Learning; Black Box Models; Framework
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Lakkaraju, Himabindu, Nino Arsov, and Osbert Bastani. "Robust and Stable Black Box Explanations." Proceedings of the International Conference on Machine Learning (ICML) 37th (2020): 5628–5638. (Published in PMLR, Vol. 119.)
  • 04 Apr 2011
  • Research & Ideas

Attention Medical Shoppers: What Health Care Can Learn from Walmart and Amazon

In order to get its financial and management woes under control, the health care industry might want to peek at the playbooks of retail giants like Walmart, Google, and Amazon.com. This was a key conversation point at "Perspectives... View Details
Keywords: by Carmen Nobel; Health
  • January–February 2025
  • Article

Want Your Company to Get Better at Experimentation?: Learn Fast by Democratizing Testing

By: Iavor Bojinov, David Holtz, Ramesh Johari, Sven Schmit and Martin Tingley
For years, online experimentation has fueled the innovations of leading tech companies, enabling them to rapidly test and refine new ideas, optimize product features, personalize user experiences, and maintain a competitive edge. The widespread availability and lower... View Details
Keywords: Technological Innovation; AI and Machine Learning; Analytics and Data Science; Product Development; Competitive Advantage
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Bojinov, Iavor, David Holtz, Ramesh Johari, Sven Schmit, and Martin Tingley. "Want Your Company to Get Better at Experimentation? Learn Fast by Democratizing Testing." Harvard Business Review 103, no. 1 (January–February 2025): 96–103.
  • 2008
  • Article

Learning (Not) to Talk About Race: When Older Children Underperform in Social Categorization

By: Evan P. Apfelbaum, Kristin Pauker, Nalini Ambady, Samuel R. Sommers and Michael I. Norton
The present research identifies an anomaly in sociocognitive development, whereby younger children (8 and 9 years) outperform their older counterparts (10 and 11 years) in a basic categorization task in which the acknowledgment of racial difference facilitates... View Details
Keywords: Transition; Age; Race; Society; Cognition and Thinking
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Apfelbaum, Evan P., Kristin Pauker, Nalini Ambady, Samuel R. Sommers, and Michael I. Norton. "Learning (Not) to Talk About Race: When Older Children Underperform in Social Categorization." Developmental Psychology 44, no. 5 (2008).
  • December 2002
  • Article

Something Old, Something New: A Longitudinal Study of Search Behavior and New Product Introduction

By: Riitta Katila and Gautam Ahuja
We examine how firms search, or solve problems, to create new products. According to organizational learning research, firms position themselves in a unidimensional search space that spans a spectrum from local to distant search. Our findings in the global robotics... View Details
Keywords: Problem Solving; New Products; Organizational Learning; Uncertainty; Organizational Research; Knowledge Management; Robotics; Organizational Behavior; Organizational Effectiveness; Innovation Adoption; Strategy; Product Design; Business Processes; Product Development
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Katila, Riitta, and Gautam Ahuja. "Something Old, Something New: A Longitudinal Study of Search Behavior and New Product Introduction." Academy of Management Journal 45, no. 6 (December 2002): 1183–1194.
  • February 2019
  • Case

Miroglio Fashion (A)

By: Sunil Gupta and David Lane
Francesco Cavarero, chief information officer of Miroglio Fashion, Italy’s third-largest retailer of women’s apparel, was trying to bring analytical rigor to the company’s forecasting and inventory management decisions. But fashion is inherently hard to predict. Can... View Details
Keywords: Inventory Management; Demand Forecasting; Artificial Intelligence; Machine Learning; Forecasting and Prediction; Operations; Management; Decision Making; AI and Machine Learning; Apparel and Accessories Industry; Fashion Industry
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Gupta, Sunil, and David Lane. "Miroglio Fashion (A)." Harvard Business School Case 519-053, February 2019.
  • August 2013
  • Article

The Timing of Pay

By: Christopher Parsons and E. Van Wesep
There exists large and persistent variation in not only how, but when employees are paid, a fact unexplained by existing theory. This paper develops a simple model of optimal pay timing for firms. When workers have self-control problems, they under-save... View Details
Keywords: Payday Lending; Hyperbolic Discounting; Self-control Problems; Pay Frequency; Payday Loan Legislation; Paycheck Frequency; Time Inconsistency; Wages; Behavior; Employee Relationship Management
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Parsons, Christopher, and E. Van Wesep. "The Timing of Pay." Journal of Financial Economics 109, no. 2 (August 2013): 373–397.
  • 2019
  • Working Paper

Using Technology to Augment Professionals, Instead of Replacing Them, for Innovative Problem Solving

By: Hila Lifshitz - Assaf, Felicia Ng, Aniket Kittur and Robert Kraut
While in some technological and scientific areas innovation is flourishing, in others it is stalling, leaving important problems unsolved for decades. One explanation is professionals’ limitations as problem solvers, as accumulating depth of knowledge enhances one’s... View Details
Keywords: Innovation; Expertise; Future Of Work; Crowdsourcing; Artificial Intelligence; Problem Solving; Professionalism; Experience and Expertise; Collaborative Innovation and Invention; Problems and Challenges; Research and Development
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Lifshitz - Assaf, Hila, Felicia Ng, Aniket Kittur, and Robert Kraut. "Using Technology to Augment Professionals, Instead of Replacing Them, for Innovative Problem Solving." Working Paper, March 2019.
  • 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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Dew, Ryan, Eva Ascarza, Oded Netzer, and Nachum Sicherman. "Detecting Routines: Applications to Ridesharing CRM." Journal of Marketing Research (JMR) 61, no. 2 (April 2024): 368–392.
  • August 2016 (Revised November 2016)
  • Case

C.W. Dixey & Son

By: Anat Keinan and Michael B. Beverland
C.W. Dixey & Son is about to be relaunched as a luxury eyewear brand after a fifty-year absence from the marketplace. This case focuses on reviving a dormant brand with a 200-year plus heritage of innovation, craft excellence, and luxury. Drawing on extensive... View Details
Keywords: Luxury Branding; Authenticity; Inconspicuous Consumption; Brand Positioning; Brand Revitalization; Eyeyewear; Market Entry and Exit; Luxury; Market Participation; Brands and Branding; Consumer Products Industry
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Keinan, Anat, and Michael B. Beverland. "C.W. Dixey & Son." Harvard Business School Case 517-019, August 2016. (Revised November 2016.)
  • 29 Jul 2014
  • Working Paper Summaries

Learning from the Kursk Submarine Rescue Failure: The Case for Pluralistic Risk Management

Keywords: by Anette Mikes & Amram Migdal
  • March 2021
  • Article

Experimenting During the Shift to Virtual Team Work: Learnings from How Teams Adapted Their Activities During the COVID-19 Pandemic

By: Ashley V. Whillans, Leslie Perlow and Aurora Turek
Past research has focused on understanding the characteristics of work that are fully virtual or fully collocated. The present study seeks to expand our understanding of team work by studying knowledge workers' experiences as they were suddenly forced to transition to... View Details
Keywords: Team Work; Activities; Virtual Work; Digital Technologies; Groups and Teams; Health Pandemics; Internet and the Web; Adaptation
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Whillans, Ashley V., Leslie Perlow, and Aurora Turek. "Experimenting During the Shift to Virtual Team Work: Learnings from How Teams Adapted Their Activities During the COVID-19 Pandemic." Information and Organization 31, no. 1 (March 2021).
  • Mar 2021
  • Conference Presentation

Descent-to-Delete: Gradient-Based Methods for Machine Unlearning

By: Seth Neel, Aaron Leon Roth and Saeed Sharifi-Malvajerdi
We study the data deletion problem for convex models. By leveraging techniques from convex optimization and reservoir sampling, we give the first data deletion algorithms that are able to handle an arbitrarily long sequence of adversarial updates while promising both... View Details
Keywords: Machine Learning; Unlearning Algorithm; Mathematical Methods
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Neel, Seth, Aaron Leon Roth, and Saeed Sharifi-Malvajerdi. "Descent-to-Delete: Gradient-Based Methods for Machine Unlearning." Paper presented at the 32nd Algorithmic Learning Theory Conference, March 2021.
  • February 2015 (Revised September 2016)
  • Teaching Note

Making stickK Stick: The Business of Behavioral Economics

By: Leslie K. John and Michael Norton
Email mking@hbs.edu for a courtesy copy.

This Teaching Note explains the theory of the case and teaching plan for the case: Making sticK Stick: The Business of Behavioral Economics (514019). The case focuses on a... View Details
Keywords: Behavioral Economics; Behavior Change; B2B Vs. B2C; Human Resource Management; Marketing Of Innovations; Health & Wellness; Weight Loss; Charitable Giving; Marketing; Consumer Behavior; Entrepreneurship; Internet and the Web; Health; Business Model; Sales; Human Resources; Health Industry; United States
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John, Leslie K., and Michael Norton. "Making stickK Stick: The Business of Behavioral Economics." Harvard Business School Teaching Note 515-088, February 2015. (Revised September 2016.) (Email mking@hbs.edu for a courtesy copy.)
  • 2025
  • Working Paper

The Invention of Corporate Governance

By: Yueran Ma and Andrei Shleifer
The analysis of corporate governance begins with a central feature of modern capitalism—the separation of ownership and control in large corporations—first empirically documented by Berle and Means (1932). Such separation entails several agency problems reflecting... View Details
Keywords: Corporate Governance; Law; Business and Shareholder Relations
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Ma, Yueran, and Andrei Shleifer. "The Invention of Corporate Governance." NBER Working Paper Series, No. 33710, April 2025.
  • January 2021
  • Article

A Model of Relative Thinking

By: Benjamin Bushong, Matthew Rabin and Joshua Schwartzstein
Fixed differences loom smaller when compared to large differences. We propose a model of relative thinking where a person weighs a given change along a consumption dimension by less when it is compared to bigger changes along that dimension. In deterministic settings,... View Details
Keywords: Relative Thinking; Econometric Models; Behavior; Cognition and Thinking
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Bushong, Benjamin, Matthew Rabin, and Joshua Schwartzstein. "A Model of Relative Thinking." Review of Economic Studies 88, no. 1 (January 2021): 162–191.
  • Article

Creating Value in the Age of Distributed Capitalism

By: Shoshana Zuboff
Capitalism is a book of many chapters—and we are beginning a new one. Every century or so, fundamental changes in the nature of consumption create new demand patterns that existing enterprises can't meet. When a majority of people want things that remain priced at a... View Details
Keywords: Value Creation; Economic Systems; Transformation
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Zuboff, Shoshana. "Creating Value in the Age of Distributed Capitalism." McKinsey Quarterly, no. 4 (2010): 45–55.
  • May 2022
  • Case

Deborah Quazzo at GSV Ventures

By: William A. Sahlman, Michael D. Smith and Nicole Tempest Keller
As COVID-19 swept across the globe in 2020, the education sector faced unprecedented disruption. Schools and colleges worldwide shut down, forcing over a billion students and teachers to move to online learning. Investor interest in the EdTech space exploded as... View Details
Keywords: Edtech; Technology; Online Learning; COVID-19 Pandemic; Education; Information Technology; Venture Capital; Change Management; Strategy; Education Industry; Financial Services Industry; Chicago; California
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Sahlman, William A., Michael D. Smith, and Nicole Tempest Keller. "Deborah Quazzo at GSV Ventures." Harvard Business School Case 822-131, May 2022.
  • January 2016
  • Case

Sentient Jet: The Uber of Private Jets

By: Anat Keinan and Sandrine Crener
Founded in 1999 in the Boston area, Sentient Jet had become a leading private aviation company in the United States. Its success was built on the introduction of a groundbreaking membership program that offered business travelers the flexibility and convenience of... View Details
Keywords: Private Jets; Private Aviation; Luxury; Luxury Service; Uber; Branding; Growth Strategy; Client Acquisition; Innovative Business Model; Disruptive Innovation; Collaborative Consumption; Disruption; Disruptive Business Model; Travel; Reputation Management; Sharing Economy; Word Of Mouth; Customer Engagement; Aircraft; Membership Programs; Loyalty Program; Brand Positioning; Brand Building; Brand Differentiation; Customer Service; Exceeding Consumer Expectations; 2-way Business Model; Marketing Partnerships; Netjet; Air Transportation; Entrepreneurship; Growth and Development Strategy; Air Transportation Industry
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Keinan, Anat, and Sandrine Crener. "Sentient Jet: The Uber of Private Jets." Harvard Business School Case 516-066, January 2016.
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