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  • All HBS Web  (26,017)
    • People  (104)
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  • Article

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: CEOs; Communication Style; Machine Learning; Spoken Communication; Nonverbal Communication; Personal Characteristics; Analysis; 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." Strategic Management Journal 40, no. 11 (November 2019): 1705–1732.
  • 2021
  • Working Paper

Entrepreneurial Learning and Strategic Foresight

By: Aticus Peterson and Andy Wu
We study how learning by experience across projects affects an entrepreneur's strategic foresight. In a quantitative study of 314 entrepreneurs across 722 crowdfunded projects supplemented with a program of qualitative interviews, we counterintuitively find that... View Details
Keywords: Experience; Interdependency; Strategic Foresight; Crowdfunding; Timeline; Delay; Forecasting; Entrepreneurship; Learning; Complexity; Forecasting and Prediction; Product Development; Planning
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Peterson, Aticus, and Andy Wu. "Entrepreneurial Learning and Strategic Foresight." Harvard Business School Working Paper, No. 21-123, January 2021. (Revised May 2021.)
  • 2014
  • Working Paper

Profits and Economic Development

By: Dan Schwab and Eric Werker
Are rents, or excess profits, good for development? Using industry-level manufacturing data, this paper demonstrates a negative effect of rents, measured by the mark-up ratio, on productivity growth. The negative effect is strongest in poor countries, suggesting that... View Details
Keywords: Firm Performance; Rent; Mark-up; Competition; Manufacturing; Development Economics; Profit; Economic Growth; Renting or Rental
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Schwab, Dan, and Eric Werker. "Profits and Economic Development." Harvard Business School Working Paper, No. 14-087, March 2014. (Revised April 2014.)
  • February 1990 (Revised August 1990)
  • Background Note

Questionnaire Design and Development

By: Alvin J. Silk
An introduction to the design of questionnaires administered in surveys undertaken in management and social science research. Outlines a multistep process for developing a questionnaire. View Details
Keywords: Questionnaires
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Silk, Alvin J. "Questionnaire Design and Development." Harvard Business School Background Note 590-015, February 1990. (Revised August 1990.)
  • December 2021
  • Article

Entrepreneurial Learning and Strategic Foresight

By: Aticus Peterson and Andy Wu
We study how learning by experience across projects affects an entrepreneur's strategic foresight. In a quantitative study of 314 entrepreneurs across 722 crowdfunded projects supplemented with a program of qualitative interviews, we counterintuitively find that... View Details
Keywords: Crowdfunding; Experience; Prediction; Timeline; Complexity; Entrepreneurship; Learning; Experience and Expertise; Forecasting and Prediction
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Peterson, Aticus, and Andy Wu. "Entrepreneurial Learning and Strategic Foresight." Art. 1. Strategic Management Journal 42, no. 13 (December 2021): 2357–2388. (Lead article.)
  • 09 Feb 2018
  • Working Paper Summaries

Developing Novel Drugs

Keywords: by Joshua Krieger, Danielle Li, and Dimitris Papanikolaou; Pharmaceutical
  • April 2023
  • Article

Learning Down to Train Up: Mentors Are More Effective When They Value Insights from Below

By: Ting Zhang, Dan Wang and Adam D. Galinsky
Although mentorship is vital for individual success, potential mentors often view it as a costly burden. To understand what motivates mentors to overcome this barrier and more fully engage with their mentees, we introduce a new construct, learning direction, which... View Details
Keywords: Mentoring; Learning Direction; Interpersonal Communication; Learning; Leadership Development
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Zhang, Ting, Dan Wang, and Adam D. Galinsky. "Learning Down to Train Up: Mentors Are More Effective When They Value Insights from Below." Academy of Management Journal 66, no. 2 (April 2023): 604–637.
  • 02 May 2014
  • Working Paper Summaries

Profits and Economic Development

Keywords: by Dan Schwab & Eric Werker
  • October 2021
  • Article

Changing Gambling Behavior through Experiential Learning

By: Shawn A. Cole, Martin Abel and Bilal Zia
This paper tests experiential learning as a debiasing tool to reduce gambling in South Africa, through a randomized field experiment. The study implements a simple, interactive game that simulates the odds of winning the national lottery through dice rolling.... View Details
Keywords: Debiasing; Experiential Learning; Behavioral Economics; Financial Education; Learning; Games, Gaming, and Gambling; Behavior; Decision Making
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Cole, Shawn A., Martin Abel, and Bilal Zia. "Changing Gambling Behavior through Experiential Learning." World Bank Economic Review 35, no. 3 (October 2021): 745–763.
  • 2017
  • Article

Agricultural Insurance and Economic Development

By: Shawn A. Cole and Wentao Xiong
This article provides a review of recent research on agricultural insurance (AI) in developing countries. Agricultural producers face a variety of significant risks; historically, only government-subsidized products have achieved widespread adoption. A recent... View Details
Keywords: Agribusiness; Insurance; Developing Countries and Economies; Adoption; Risk Management; Research; Agriculture and Agribusiness Industry
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Cole, Shawn A., and Wentao Xiong. "Agricultural Insurance and Economic Development." Annual Review of Economics 9 (2017): 235–262.
  • Article

Multivariate Unsupervised Machine Learning for Anomaly Detection in Enterprise Applications

By: Daniel Elsner, Pouya Aleatrati Khosroshahi, Alan MacCormack and Robert Lagerström
Existing application performance management (APM) solutions lack robust anomaly detection capabilities and root cause analysis techniques that do not require manual efforts and domain knowledge. In this paper, we develop a density-based unsupervised machine learning... View Details
Keywords: Big Data; Data Science And Analytics Management; Governance And Compliance; Organizational Systems And Technology; Anomaly Detection; Application Performance Management; Machine Learning; Enterprise Architecture; Analytics and Data Science
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Elsner, Daniel, Pouya Aleatrati Khosroshahi, Alan MacCormack, and Robert Lagerström. "Multivariate Unsupervised Machine Learning for Anomaly Detection in Enterprise Applications." Proceedings of the Hawaii International Conference on System Sciences 52nd (2019): 5827–5836.
  • 2002
  • Chapter

Bridging Knowledge Gaps: Learning in Geographically Dispersed Cross-Functional Development Teams

By: D. Sole and A. Edmondson
Keywords: Knowledge Sharing; Knowledge Acquisition; Learning; Groups and Teams; Geographic Location; Organizational Structure
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Sole, D., and A. Edmondson. "Bridging Knowledge Gaps: Learning in Geographically Dispersed Cross-Functional Development Teams." In The Strategic Management of Intellectual Capital and Organizational Knowledge: A Collection of Readings, edited by C. W. Choo and N. Bontis. New York: Oxford University Press, 2002.
  • 03 Oct 2016
  • Working Paper Summaries

The Skills Gap and the Near-Far Problem in Executive Education and Leadership Development

Keywords: by Das Narayandas and Mihnea Moldoveanu; Education
  • 2017
  • Working Paper

Machine Learning Methods for Strategy Research

By: Mike Horia Teodorescu
Numerous applications of machine learning have gained acceptance in the field of strategy and management research only during the last few years. Established uses span such diverse problems as strategic foreign investments, strategic resource allocation, systemic risk... View Details
Keywords: Machine Learning; Natural Language Processing; Classification; Decision Trees; Strategic Decisions; Strategy; Research; Information Technology
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Teodorescu, Mike Horia. "Machine Learning Methods for Strategy Research." Harvard Business School Working Paper, No. 18-011, August 2017. (Revised October 2017.)
  • 2013
  • Article

The Strategic Fitness Process: A Collaborative Action Research Method for Developing Organizational Prototypes and Dynamic Capabilities

By: Michael Beer
Organizations underperform and sometimes fail because their leaders are unable to learn the unvarnished truth from relevant stakeholders about how the design and behavior of the organization is misaligned with its goals and strategy. The Strategic Fitness Process (SFP)... View Details
Keywords: Organization Alignment; Dynamic Capabilities; Organization Design; Organizational Prototyping; Organizational Silence; Organizational Learning; Organizational Change and Adaptation; Strategic Planning; Organizational Design
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Beer, Michael. "The Strategic Fitness Process: A Collaborative Action Research Method for Developing Organizational Prototypes and Dynamic Capabilities." Journal of Organization Design 2, no. 1 (2013).
  • 1995
  • Working Paper

Learning Before Doing in the Development of New Process Technology

By: Gary P. Pisano
Citation
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Pisano, Gary P. "Learning Before Doing in the Development of New Process Technology." Harvard Business School Working Paper, No. 96-013, September 1995.
  • 2000
  • Working Paper

Bridging Knowledge Gaps: Learning in Geographically Dispersed Cross-functional Development Teams

By: Deborah Sole and A. Edmondson
Citation
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Sole, Deborah, and A. Edmondson. "Bridging Knowledge Gaps: Learning in Geographically Dispersed Cross-functional Development Teams." Harvard Business School Working Paper, No. 00-093, June 2000.
  • December 2023
  • Article

Self-Orienting in Human and Machine Learning

By: Julian De Freitas, Ahmet Uğuralp, Zeliha Uğuralp, Laurie Paul, Joshua B. Tenenbaum and T. Ullman
A current proposal for a computational notion of self is a representation of one’s body in a specific time and place, which includes the recognition of that representation as the agent. This turns self-representation into a process of self-orientation, a challenging... View Details
Keywords: AI and Machine Learning; Behavior; Learning
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De Freitas, Julian, Ahmet Uğuralp, Zeliha Uğuralp, Laurie Paul, Joshua B. Tenenbaum, and T. Ullman. "Self-Orienting in Human and Machine Learning." Nature Human Behaviour 7, no. 12 (December 2023): 2126–2139.
  • February 2009 (Revised September 2009)
  • Case

Investing in Early Learning as Economic Development at the Minneapolis Federal Reserve Bank

By: Stacey M. Childress and Geoff Eckman Marietta
In his role as Senior Vice President and Director of Research at the Federal Reserve Bank of Minneapolis (Minneapolis Fed), Art Rolnick and his colleague, Rob Grunewald, had written "Early Childhood Development: Economic Development with a High Public Return." The... View Details
Keywords: Development Economics; Early Childhood Education; Investment Return; Demand and Consumers; Supply and Industry; Performance Effectiveness; Nonprofit Organizations; Minneapolis; Saint Paul
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Childress, Stacey M., and Geoff Eckman Marietta. "Investing in Early Learning as Economic Development at the Minneapolis Federal Reserve Bank." Harvard Business School Case 309-090, February 2009. (Revised September 2009.)
  • 22 Feb 2021
  • Working Paper Summaries

Private and Social Returns to R&D: Drug Development and Demographics

Keywords: by Efraim Benmelech, Janice Eberly, Dimitris Papanikolaou, and Joshua Krieger; Pharmaceutical
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