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  • 2020
  • Working Paper

Machine Learning for Pattern Discovery in Management Research

Supervised machine learning (ML) methods are a powerful toolkit for discovering robust patterns in quantitative data. The patterns identified by ML could be used as an observation for further inductive or abductive research, but should not be treated as the result of a... View Details
Keywords: Machine Learning; Theory Building; Induction; Decision Trees; Random Forests; K-nearest Neighbors; Neural Network; P-hacking; Analytics and Data Science; Analysis
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Choudhury, Prithwiraj, Ryan Allen, and Michael G. Endres. "Machine Learning for Pattern Discovery in Management Research." Harvard Business School Working Paper, No. 19-032, September 2018. (Revised June 2020.)
  • 06 Jan 2016
  • What Do You Think?

Why Do Leaders Get Their Timing Wrong?

Summing Up Is Good Timing in Management Primarily a Function of Strategy or Culture? Timing in executing change is an important responsibility of leadership. Responses to this month’s column suggest that if timing is the result of one person’s judgment, that judgment... View Details
Keywords: by James Heskett; Auto; Fashion
  • Research Summary

Making Machine Learning Models Fair

By: Himabindu Lakkaraju
The goal of this research direction is to ensure that the machine learning models we build and deploy do not discriminate against individuals from minority groups. View Details
  • 15 Nov 2006
  • Research & Ideas

Lessons Not Learned About Innovation

Every managerial generation rediscovers the need for innovation to drive growth but, decade after decade, "grand declarations about innovation are followed by mediocre execution that produces anemic results, and innovation groups are... View Details
Keywords: by Sean Silverthorne
  • November 2023 (Revised April 2024)
  • Case

Khanmigo: Revolutionizing Learning with GenAI

By: William A. Sahlman, Allison M. Ciechanover and Emily Grandjean
Already a leader in the edtech space since its 2008 launch, Khan Academy was now one of the first edtech organizations to embrace generative artificial intelligence ("genAI"). In March 2023, Khan Academy began beta testing Khanmigo, a genAI “guide” and tutor built with... View Details
Keywords: Technology Adoption; Leading Change; Entrepreneurship; Risk and Uncertainty; Education; AI and Machine Learning; Corporate Social Responsibility and Impact; Education Industry; Technology Industry; United States; San Francisco
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Sahlman, William A., Allison M. Ciechanover, and Emily Grandjean. "Khanmigo: Revolutionizing Learning with GenAI." Harvard Business School Case 824-059, November 2023. (Revised April 2024.)
  • 04 Feb 2002
  • Research & Ideas

How To Do Business in Islamic Countries

the Challenge." He was joined by a specialist in Islamic law, Harvard Law School professor Frank E. Vogel, for the series' discussion on doing business in the Islamic world. Vogel and Hayes are also... View Details
Keywords: by Martha Lagace
  • 24 Sep 2012
  • Research & Ideas

Why Do We Tax?

tax policy. Of course, these issues have been faced by human society forever, and resolving them with a definitive answer is impossible. My research, rather than trying to decide which idea of justice is "right," seeks to capture the... View Details
Keywords: by Martha Lagace; Legal Services
  • 04 Nov 2010
  • What Do You Think?

Why Do We Chase Stars?

the time to learn their new company's management processes." Stephen Basikoti put it this way: "The fact that some transplanted leaders do not succeed does not negate the fact that management... View Details
Keywords: by Jim Heskett
  • July 2017
  • Teaching Note

Designing Transformational Customer Experiences

By: Stefan Thomke
Keywords: Customer Experience; Design; Exercise; Learning By Doing; LEGO; Storytelling; Transformation
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Thomke, Stefan. "Designing Transformational Customer Experiences." Harvard Business School Teaching Note 618-014, July 2017.
  • July 2006
  • Article

Dynamic Mixed Duopoly: A Model Motivated by Linux vs. Windows

By: Ramon Casadesus-Masanell and Pankaj Ghemawat
This paper analyzes a dynamic mixed duopoly in which a profit-maximizing competitor interacts with a competitor that prices at zero (or marginal cost), with the cumulation of output affecting their relative positions over time. The modeling effort is motivated by... View Details
Keywords: Open Source Software; Demand-side Learning; Network Effects; Linux; Mixed Duopoly; Competitive Dynamics; Business Models; Duopoly and Oligopoly; Information Technology; Applications and Software; Business Model; Mathematical Methods; Digital Platforms; Profit; Balance and Stability; Management Analysis, Tools, and Techniques; SWOT Analysis; Competition; Price; Information Technology Industry
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Casadesus-Masanell, Ramon, and Pankaj Ghemawat. "Dynamic Mixed Duopoly: A Model Motivated by Linux vs. Windows." Management Science 52, no. 7 (July 2006): 1072–1084.
  • 21 Nov 2019
  • Research & Ideas

Do TV Debates Sway Voters?

the election don’t do it following TV debates. "We find that debates don’t have any effect on any group of voters." “There’s this perception that debates are this great democratic tool, where voters can find out what candidates... View Details
Keywords: by Danielle Kost
  • 11 Mar 2014
  • Working Paper Summaries

Return Migration and Geography of Innovation in MNEs: A Natural Experiment of On-the-Job Learning of Knowledge Production by Local Workers Reporting to Return Migrants

Keywords: by Prithwiraj Choudhury; Technology
  • Research Summary

Front-Line Organizational Learning

Dr. Tucker uses operations management and organizational learning theory to understand and improve front-line work processes.  Specifically, she examines the conditions under which the problem solving routines of front-line workers are likely to result in positive... View Details
  • 23 May 2023
  • Research & Ideas

Face Value: Do Certain Physical Features Help People Get Ahead?

empirically predicted with a machine learning model, suggests work by Shunyuan Zhang, an assistant professor at Harvard Business School, and collaborators. “Our research represents the first empirical... View Details
Keywords: by Kara Baskin
  • 08 Oct 2018
  • Working Paper Summaries

Developing Theory Using Machine Learning Methods

Keywords: by Prithwiraj Choudhury, Ryan Allen, and Michael G. Endres
  • 19 Mar 2006
  • Research & Ideas

Do I Dare Say Something?

a mutual desire to better understand the phenomena of upward voice, leadership behavior, and organizational learning processes and the organizations' desire to improve its capacity to learn and prosper View Details
Keywords: by Sarah Jane Gilbert
  • May 2016
  • Article

Learn to Love Networking. Even People Who Find It Repugnant Can Do It Effectively

By: T. Casciaro, F. Gino and M. Kouchaki
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Casciaro, T., F. Gino, and M. Kouchaki. "Learn to Love Networking. Even People Who Find It Repugnant Can Do It Effectively." Harvard Business Review 94, no. 5 (May 2016): 104–107.
  • 12 Nov 2001
  • Research & Ideas

Can Religion and Business Learn From Each Other?

constructive among the business community; and you had it being a "stand with the poor" among the religious community.   Well, both views are important, we do need to stand with the poor; but if you can't imagine any kind of... View Details
Keywords: by Martha Lagace
  • June 2012
  • Article

The Transparency Paradox: A Role for Privacy in Organizational Learning and Operational Control

By: Ethan S. Bernstein
Using data from embedded participant-observers and a field experiment at the second largest mobile phone factory in the world, located in China, I theorize and test the implications of transparent organizational design on workers' productivity and organizational... View Details
Keywords: Transparency; Privacy; Organizational Learning; Operational Control; Organizational Performance; Chinese Manufacturing; Field Experiment; Rights; Interpersonal Communication; Management Practices and Processes; Ethics; Corporate Disclosure; Performance Productivity; Boundaries; Organizations; Social and Collaborative Networks; Labor and Management Relations; Power and Influence; Manufacturing Industry; China
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Bernstein, Ethan S. "The Transparency Paradox: A Role for Privacy in Organizational Learning and Operational Control." Administrative Science Quarterly 57, no. 2 (June 2012): 181–216.
  • 25 Oct 2017
  • Research & Ideas

Will Machine Learning Make You a Better Manager?

to the point where analysts can “fingerprint” particular authors by the probability of how they use connecting words like “the,” “and,” and “that.” More recently, machine learning has moved into the realm of... View Details
Keywords: by Michael Blanding; Information Technology
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