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All HBS Web
(1,969)
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- News (200)
- Research (1,346)
- Events (14)
- Multimedia (14)
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- 08 Jan 2019
- First Look
New Research and Ideas, January 8, 2019
Accordingly, this review provides a framework for optimizing efficiency in the cardiac cath lab. The authors outline a management method based on the Nadler-Tushman Congruence Model, a commonly used business tool by which a company can...
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Dina Gerdeman
- 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...
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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.)
- Teaching Interest
Overview
Michaela teaches management, healthcare and research methods courses across the undergraduate, master and executive levels. Her recent courses include organizational behavior, negotiation, research in health policy, and social entrepreneurship.
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- 20 Nov 2018
- First Look
New Research and Ideas, November 20, 2018
different methods of selecting peers, sampling, different proxies and estimation techniques. Download working paper: https://www.hbs.edu/faculty/Pages/item.aspx?num=55265 Corporate Legal Structure and Bank Loan Spreads By: Sikochi,...
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Dina Gerdeman
- 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...
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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.
- 2023
- Chapter
Marketing Through the Machine’s Eyes: Image Analytics and Interpretability
By: Shunyuan Zhang, Flora Feng and Kannan Srinivasan
he growth of social media and the sharing economy is generating abundant unstructured image and video data. Computer vision techniques can derive rich insights from unstructured data and can inform recommendations for increasing profits and consumer utility—if only the...
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Zhang, Shunyuan, Flora Feng, and Kannan Srinivasan. "Marketing Through the Machine’s Eyes: Image Analytics and Interpretability." Chap. 8 in Artificial Intelligence in Marketing. 20, edited by Naresh K. Malhotra, K. Sudhir, and Olivier Toubia. Review of Marketing Research. Emerald Publishing Limited, forthcoming.
- 28 Aug 2018
- First Look
New Research and Ideas, August 28, 2018
scant direct empirical research on how human interaction patterns change as a result of these architectural changes. In two intervention-based field studies of corporate headquarters transitioning to more open office spaces, we...
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Dina Gerdeman
- 30 May 2017
- First Look
First Look at New Research and Ideas, May 30
Despite recent advances in our understanding of how locations impact the creation and appropriation of value by firms, the speed of these changes has often surpassed the speed of research on the connections between geography and firms....
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Sean Silverthorne
- 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...
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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.
- April 2014
- Tutorial
Conjoint Analysis: Online Tutorial
By: Elie Ofek and Olivier Toubia
The Conjoint Analysis: Online Tutorial is an interactive pedagogical vehicle intended to facilitate understanding of one of the most popular market research methods in academia and practice, namely conjoint analysis. The aim is to provide students or executives going...
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- 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...
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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....
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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.
- 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
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Sean Silverthorne
- 17 Oct 2017
- First Look
First Look at New Research and Ideas, October 17, 2017
teams, (3) board-management relations, and (4) executive compensation. We discuss theoretical implications, and consider future directions and research opportunities. Publisher's link: https://www.hbs.edu/faculty/Pages/item.aspx?num=53344...
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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...
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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,...
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Sean Silverthorne
- 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...
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- 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...
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Sean Silverthorne
- 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...
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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...
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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.