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- All HBS Web
(1,976)
- People (2)
- News (200)
- Research (1,351)
- Events (14)
- Multimedia (14)
- Faculty Publications (899)
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- January 2021
- Article
Machine Learning for Pattern Discovery in Management Research
By: Prithwiraj Choudhury, Ryan Allen and Michael G. Endres
Supervised machine learning (ML) methods are a powerful toolkit for discovering robust patterns in quantitative data. The patterns identified by ML could be used for exploratory inductive or abductive research, or for post-hoc analysis of regression results to detect... View Details
Keywords: Machine Learning; Supervised Machine Learning; Induction; Abduction; Exploratory Data Analysis; Pattern Discovery; Decision Trees; Random Forests; Neural Networks; ROC Curve; Confusion Matrix; Partial Dependence Plots; AI and Machine Learning
Choudhury, Prithwiraj, Ryan Allen, and Michael G. Endres. "Machine Learning for Pattern Discovery in Management Research." Strategic Management Journal 42, no. 1 (January 2021): 30–57.
- 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
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.)
- 31 Oct 2017
- First Look
New Research and Ideas, October 31, 2017
issues in business history concerned how business enterprises innovated and created wealth as well as patterns of success and failure in that process. There now exists, after a lag, a compelling stream of research focused on the... View Details
Keywords: by Sean Silverthorne
- May 2020
- Article
Into the Fray: Adaptive Approaches to Studying Novel Teamwork Forms
By: Michaela Kerrissey, Patricia Satterstrom and Amy C. Edmondson
Novel forms of teamwork—created by rapid change and growing diversity among collaborators—are increasingly common, and they present substantial methodological challenges for research. We highlight two aspects of new team forms that challenge conventional methods.... View Details
Keywords: Team Member Fluidity; Temporary Teams; Knowledge Diversity; Entitativity; Concordance; Methods; Groups and Teams; Problems and Challenges; Research
Kerrissey, Michaela, Patricia Satterstrom, and Amy C. Edmondson. "Into the Fray: Adaptive Approaches to Studying Novel Teamwork Forms." Special Issue on The Challenges of Working with "Real" Teams. Organizational Psychology Review 10, no. 2 (May 2020): 62–86.
- 2014
- Chapter
Building an Infrastructure for Empirical Research on Social Enterprise: Challenges and Opportunities
By: Matthew Lee, Julie Battilana and Ting Wang
Purpose: Despite the increase in empirical studies of social enterprise in management and organization research, the lack of a cohesive knowledge base in this area is concerning. In this chapter, we propose that the underdevelopment of the attendant research... View Details
Keywords: Social Entrepreneurship
Lee, Matthew, Julie Battilana, and Ting Wang. "Building an Infrastructure for Empirical Research on Social Enterprise: Challenges and Opportunities." In Social Entrepreneurship and Research Methods. Vol. 9, edited by Jeremy C. Short, David J. Ketchen, and Donald D. Bergh, 241–264. Research Methodology in Strategy and Management. Emerald Group Publishing, 2014.
- 01 Aug 2017
- First Look
First Look at New Research and Ideas, August 1
cybersecurity. Revenues declined, criticism grew, and challenges of change remained. Watson businesses were new, unproven, and required change in nearly every aspect of legacy operations and culture. To increase speed and agility, Rometty used View Details
Keywords: Sean Silverthorne
- 05 Dec 2017
- First Look
First Look at New Research and Ideas, December 5, 2017
S. Fader, Sunil Gupta, Bruce Hardie, Aurelie Lemmens, Barak Libai, David T. Neal, Foster Provost, and Rom Schrift Abstract—In today’s turbulent business environment, customer retention presents a significant challenge for many service companies. Academics have... View Details
Keywords: Sean Silverthorne
- 18 Apr 2018
- First Look
First Look at New Research and Ideas, April 18, 2018
forthcoming Academy of Management Journal Ideological Misfit? Political Affiliation and Employee Departure in the Private-Equity Industry By: Bermiss, Y. Sekou, and Rory McDonald Abstract—Though organizations are increasingly active participants in the political realm,... View Details
Keywords: Sean Silverthorne
- 23 Oct 2018
- First Look
New Research and Ideas, October 23, 2018
researchers to test and build new theories at a more granular level. Publisher's link: https://www.hbs.edu/faculty/Pages/item.aspx?num=55151 forthcoming American Economic Review Beliefs about Gender By: Bordalo, Pedro, Katherine Baldiga... View Details
Keywords: Dina Gerdeman
- 20 Feb 2018
- First Look
First Look at New Research and Ideas, February 20, 2018
priors/worldviews, or relevant features of a problem not being top of mind. Most research studying such losses does not empirically distinguish between these mechanisms. Instead, we show that most highly cited papers in this area presume... View Details
Keywords: Sean Silverthorne
- 27 Feb 2018
- First Look
First Look at New Research and Ideas, February 27, 2018
December 2017 Journal of Creative Behavior In Pursuit of Everyday Creativity By: Amabile, Teresa M. Abstract—Creativity researchers have long paid careful attention to individual creativity, beginning with studies of well-known geniuses... View Details
Keywords: Sean Silverthorne
- 21 Aug 2018
- First Look
New Research and Ideas, August 21, 2018
We implement a variety of machine learning methods to forecast daily sales. We find that using social media information results in statistically significant improvements in the out-of-sample accuracy of the forecasts, with relative... View Details
Keywords: Dina Gerdeman
- 04 Dec 2018
- First Look
New Research and Ideas, December 4, 2018
implications for the assets that enable value creation. The framework for value creation and capture in bilateral start-up-incumbent collaborations extends to start-up-incumbent collaborations in a platform and ecosystem context where there are fruitful future View Details
Keywords: Dina Gerdeman
- 03 Oct 2017
- First Look
First Look at Research and Ideas, October 3, 2017
to shape the use of commercial activity by social venture founders, our findings contribute to research on hybrid organizations in the social sector, communities as a context for the enactment of gender, and the enactment of gender in... View Details
Keywords: by Sean Silverthorne
- 24 Jul 2018
- First Look
New Research and Ideas, July 24, 2018
postadoption behavior varies depending on customer acquisition method and dynamic states. At the total usage level, in one context (an annotation and note-taking service), customers who heard about the service through search and... View Details
Keywords: Dina Gerdeman
- 15 Jan 2019
- First Look
New Research and Ideas, January 15, 2019
Human Decision Processes Seeker Beware: The Interpersonal Costs of Ignoring Advice By: Blunden, Hayley, Jennifer M. Logg, Alison Wood Brooks, Leslie John, and Francesca Gino Abstract—Prior advice research has focused on understanding when... View Details
Keywords: Dina Gerdeman
- 09 Jan 2018
- First Look
First Look at New Research and Ideas, January 9, 2018
type of entrepreneurial population studied (e.g., Main Street vs. those backed by venture capital) to identify interesting and irreducible parts of this heterogeneity, while also identifying places where we anticipate future large-scale View Details
Keywords: Sean Silverthorne
- 2015
- Chapter
How Leaders Use Values-based Guidance Systems to Create Dynamic Capabilities
How do strategic leaders create change-adept organizations? Based on qualitative field research, this chapter argues that well-defined institutionalized purpose, values, and principles act as an organizational guidance system that integrates and strengthens the... View Details
Keywords: Dynamic Capabilities; Field Research; Intrinsic Motivation; Organizational Identity; Ecosystem; Organizational Change and Adaptation; Mission and Purpose; Motivation and Incentives; Research; Management Systems; Change
Kanter, Rosabeth M., Matthew Bird, Ethan Bernstein, and Ryan Raffaelli. "How Leaders Use Values-based Guidance Systems to Create Dynamic Capabilities." Chap. 2 in The Oxford Handbook of Dynamic Capabilities, edited by David J. Teece and Sohvi Leih. Oxford University Press, 2015. Electronic.
- 06 Feb 2018
- First Look
First Look at New Research and Ideas: February 6, 2018
history? American Capitalism presents a sampling of cutting-edge research from prominent scholars. These broad-minded and rigorous essays venture new angles on finance, debt, and credit; women’s rights; slavery and political economy; the... View Details
- 06 Jun 2017
- First Look
First Look at New Research and Ideas: June 6, 2017
forthcoming American Economic Journal: Economic Policy Selection and Market Reallocation: Productivity Gains from Multinational Production By: Alfaro, Laura, and Maggie X. Chen Abstract—Assessing the productivity gains from multinational production has been a vital... View Details
Keywords: Sean Silverthorne