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  • All HBS Web  (11,305)
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  • 21 Aug 2019
  • Research & Ideas

What Machine Learning Teaches Us about CEO Leadership Style

CEOs are communicators. Studies show that CEOs spend 85 percent of their time in communication-related activities, including speeches, meetings, and phone calls with people both inside and outside the firm. Now, new research using machine... View Details
Keywords: by Michael Blanding
  • 19 Jun 2017
  • Working Paper Summaries

Learning to Manage: A Field Experiment in the Indian Startup Ecosystem

Keywords: by Aaron Chatterji, Solene Delecourt, Sharique Hasan, and Rembrand Koning; Technology
  • Article

The Price Impact of Joining a Currency Union: Evidence from Latvia

By: Alberto Cavallo, Brent Neiman and Roberto Rigobon
Does membership in a currency union matter for a country’s international relative prices? The answer to this question is critical for thinking about the implications of joining (or exiting) a common currency area. This paper is the first to use high-frequency... View Details
Keywords: Currency Union; Exchange Rate; Law Of One Price; Currency Exchange Rate; Price; Latvia
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Cavallo, Alberto, Brent Neiman, and Roberto Rigobon. "The Price Impact of Joining a Currency Union: Evidence from Latvia." IMF Economic Review 63, no. 2 (September 2015): 281–297.
  • March 27, 2017
  • Article

How the Water Industry Learned to Embrace Data

By: Frank V. Cespedes and Amir Peleg
Most current talk about “big data” seems to assume the disintermediation or replacement of physical assets by digital technologies. But a bigger and more impactful trend is the use of online tools to improve physical asset utilization in many traditional off-line... View Details
Keywords: Information Technology; Analytics and Data Science; Organizational Change and Adaptation; Utilities Industry
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Cespedes, Frank V., and Amir Peleg. "How the Water Industry Learned to Embrace Data." Harvard Business Review (website) (March 27, 2017).
  • 2021
  • Chapter

Towards a Unified Framework for Fair and Stable Graph Representation Learning

By: Chirag Agarwal, Himabindu Lakkaraju and Marinka Zitnik
As the representations output by Graph Neural Networks (GNNs) are increasingly employed in real-world applications, it becomes important to ensure that these representations are fair and stable. In this work, we establish a key connection between counterfactual... View Details
Keywords: Graph Neural Networks; AI and Machine Learning; Prejudice and Bias
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Agarwal, Chirag, Himabindu Lakkaraju, and Marinka Zitnik. "Towards a Unified Framework for Fair and Stable Graph Representation Learning." In Proceedings of the 37th Conference on Uncertainty in Artificial Intelligence, edited by Cassio de Campos and Marloes H. Maathuis, 2114–2124. AUAI Press, 2021.
  • 2024
  • Working Paper

Incrementality Representation Learning: Synergizing Past Experiments for Intervention Personalization

By: Ta-Wei Huang, Eva Ascarza and Ayelet Israeli
This paper introduces Incrementality Representation Learning (IRL), a novel multitask representation learning framework that predicts heterogeneous causal effects of marketing interventions. By leveraging past experiments, IRL efficiently designs and targets... View Details
Keywords: Heterogeneous Treatment Effect; Multi-task Learning; Representation Learning; Personalization; Promotion; Deep Learning; Field Experiments; Customer Focus and Relationships; Customization and Personalization
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Huang, Ta-Wei, Eva Ascarza, and Ayelet Israeli. "Incrementality Representation Learning: Synergizing Past Experiments for Intervention Personalization." Harvard Business School Working Paper, No. 24-076, June 2024.
  • 2005
  • Chapter

Learning for Leadership: The 'Engineering' and 'Clinical' Approaches

Meaningful leadership development requires a deeper and more fundamental approach than is usually deployed in university classrooms and corporate training centers. It needs to incorporate difficult emotions and unconscious forces, and provide a safe place for their... View Details
Keywords: Leadership Development; Behavior; Cognition and Thinking; Emotions
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Petriglieri, Gianpiero, and Jack D. Wood. "Learning for Leadership: The 'Engineering' and 'Clinical' Approaches." In Mastering Executive Education: How to Combine Content with Context and Emotion, edited by Paul J. Strebel and Tracy Keys, 140–154. London: Financial Times Prentice Hall, 2005.
  • September 10, 2020
  • Editorial

Today's Awkward Zoom Classes Could Bring a New Era of Higher Education

By: D. L. Spar
Keywords: Higher Education; Online Learning; Coronavirus
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Spar, D. L. "Today's Awkward Zoom Classes Could Bring a New Era of Higher Education." EdSurge (September 10, 2020).
  • July – August 2011
  • Article

Deliberate Learning to Improve Performance in Dynamic Service Settings: Evidence from Hospital Intensive Care Units

By: I. M. Nembhard and A. L. Tucker
Dynamic service settings-characterized by workers who interact with customers to deliver services in a rapidly changing, uncertain, and complex environment (e.g., hospitals)-play an important role in the economy. Organizational learning studies in these settings have... View Details
Keywords: Experience and Expertise; Customer Focus and Relationships; Learning; Health Care and Treatment; Service Delivery; Performance Improvement; Quality; Groups and Teams; Cooperation; Health Industry
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Nembhard, I. M., and A. L. Tucker. "Deliberate Learning to Improve Performance in Dynamic Service Settings: Evidence from Hospital Intensive Care Units." Organization Science 22, no. 4 (July–August 2011): 907–922.
  • March 2019
  • Article

Consuming Together (versus Separately) Makes the Heart Grow Fonder

By: Ximena Garcia-Rada, Lalin Anik and Dan Ariely
Across three studies, we investigate how consumers in romantic relationships make decisions when choosing an item to share with their partner. We show that consumers will forgo their preferred alternative for an option that is more aligned with the preferences of their... View Details
Keywords: Shared Consumption; Close Relationships; Conflicting Preferences; Spending; Decision Making; Relationships; Motivation and Incentives
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Garcia-Rada, Ximena, Lalin Anik, and Dan Ariely. "Consuming Together (versus Separately) Makes the Heart Grow Fonder." Marketing Letters 30, no. 1 (March 2019): 27–43.
  • 2024
  • Working Paper

Charting (and Updating) the Path: A Bayesian Perspective on Entrepreneurial Learning

By: Joshua L. Krieger
This chapter explores two distinct modes of entrepreneurial learning: assessing venture viability and choosing between alternative development paths. It introduces a framework for decomposing venture viability into technological feasibility, commercial potential and... View Details
Keywords: Decision Making; Entrepreneurship; Growth and Development Strategy; Learning
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Krieger, Joshua L. "Charting (and Updating) the Path: A Bayesian Perspective on Entrepreneurial Learning." Harvard Business School Working Paper, No. 25-031, December 2024.
  • 15 Feb 2012
  • Working Paper Summaries

Learning from My Success and From Others’ Failure: Evidence from Minimally Invasive Cardiac Surgery

Keywords: by KC Diwas, Bradley R. Staats & Francesca Gino; Health
  • 22 Mar 2021
  • Research & Ideas

How to Learn from the Big Mistake You Almost Make

What if businesses could learn from their worst mistakes without actually making them? How might the same progress and innovation occur, without firms incurring the costs associated with such errors? The results View Details
Keywords: by Kristen Senz; Health
  • 2021
  • Working Paper

Once Bitten, Twice Shy: Learning from Corporate Fraud and Corporate Governance Spillovers

By: Trung Nguyen
This paper finds that investors learn from their experience with corporate fraud and financial misconduct and modify their investment behavior to avoid suspicious firms and increase corporate governance efforts. More specially, mutual funds that experienced corporate... View Details
Keywords: Institutional Investors; Investor Experience; Shareholder Voting; Corporate Fraud; Corporate Governance; Institutional Investing; Behavior; Change; Learning
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Nguyen, Trung. "Once Bitten, Twice Shy: Learning from Corporate Fraud and Corporate Governance Spillovers." Harvard Business School Working Paper, No. 21-135, June 2021.
  • 1989
  • Book

When Giants Learn to Dance: Mastering the Challenges of Strategy, Management, and Careers in the 1990s

By: Rosabeth M. Kanter
Keywords: Business History
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Kanter, Rosabeth M. When Giants Learn to Dance: Mastering the Challenges of Strategy, Management, and Careers in the 1990s. New York: Simon & Schuster, 1989. (Dutch, Swedish, French, Italian, Spanish, Finnish, Korean, Japanese, Portuguese, Norwegian. Chapters 3 & 4 in Strategic Synergy, edited by S.L. Yeung. London: Butterworth Heinemann, 1982. Chapters 5 & 6 in Planning Review.)
  • Article

Soul and Machine (Learning)

By: Davide Proserpio, John R. Hauser, Xiao Liu, Tomomichi Amano, Burnap Alex, Tong Guo, Dokyun (DK) Lee, Randall Lewis, Kanishka Misra, Eric Schwarz, Artem Timoshenko, Lilei Xu and Hema Yoganarasimhan
Machine learning is bringing us self-driving cars, medical diagnoses, and language translation, but how can machine learning help marketers improve marketing decisions? Machine learning models predict extremely well, are scalable to “big data,” and are a natural fit to... View Details
Keywords: Machine Learning; Marketing Applications; Knowledge; Technological Innovation; Core Relationships; Marketing; Applications and Software
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Proserpio, Davide, John R. Hauser, Xiao Liu, Tomomichi Amano, Burnap Alex, Tong Guo, Dokyun (DK) Lee, Randall Lewis, Kanishka Misra, Eric Schwarz, Artem Timoshenko, Lilei Xu, and Hema Yoganarasimhan. "Soul and Machine (Learning)." Marketing Letters 31, no. 4 (December 2020): 393–404.
  • 12 Oct 2022
  • Research & Ideas

When Design Enables Discrimination: Learning from Anti-Asian Bias on Airbnb

Airbnb hosts of Asian descent had significantly fewer stays early in the COVID-19 pandemic—and the design of the travel site may have inadvertently enabled discrimination that shut Asians out, says new... View Details
Keywords: by Pamela Reynolds; Technology; Travel
  • February 2024
  • Article

Diversification as an Adaptive Learning Process: An Empirical Study of General-Purpose and Market-Specific Technological Know-How in New Market Entry

By: Dominika Kinga Randle and Gary P. Pisano
An enduring trait of modern corporations is their propensity to diversify into multiple lines of business. Penrosian theories conceptualize diversification as a strategy to exploit a firm’s fungible, yet “untradeable”, resources and point to redeployment of... View Details
Keywords: Diversification; Market Entry and Exit; Assets
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Randle, Dominika Kinga, and Gary P. Pisano. "Diversification as an Adaptive Learning Process: An Empirical Study of General-Purpose and Market-Specific Technological Know-How in New Market Entry." Special Issue on Knowledge Resources and Heterogeneity of Entrants within and across Industries. Industrial and Corporate Change 33, no. 1 (February 2024): 238–252.
  • Article

Learning from Potentially Biased Statistics: Household Inflation Perceptions and Expectations in Argentina

By: Alberto Cavallo, Guillermo Cruces and Ricardo Perez-Truglia
When forming expectations, households may be influenced by perceived bias in the information they receive. In this paper, we study how individuals learn from potentially biased statistics using data from both a natural experiment and a survey experiment during a... View Details
Keywords: Inflation Expectations; Bayesian Estimation; Inflation and Deflation; Information; Household; Behavior; Argentina
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Cavallo, Alberto, Guillermo Cruces, and Ricardo Perez-Truglia. "Learning from Potentially Biased Statistics: Household Inflation Perceptions and Expectations in Argentina." Brookings Papers on Economic Activity (Spring 2016): 59–108.
  • 2024
  • Working Paper

Priors, Experiments, Learning and Persuasion in (Bayesian) Entrepreneurial Finance

By: Ramana Nanda
At the heart of entrepreneurial finance lies a persuasion challenge: regardless of the strength of an entrepreneur’s belief in the potential of their idea, they typically need to convince investors to provide the financial capital required for its... View Details
Keywords: Entrepreneurial Finance; Business Startups; Communication Intention and Meaning; Prejudice and Bias
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Nanda, Ramana. "Priors, Experiments, Learning and Persuasion in (Bayesian) Entrepreneurial Finance." Harvard Business School Working Paper, No. 25-020, October 2024.
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