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  • All HBS Web  (11,280)
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  • 2023
  • Working Paper

The Complexity of Economic Decisions

By: Xavier Gabaix and Thomas Graeber
We propose a theory of the complexity of economic decisions. Leveraging a macroeconomic framework of production functions, we conceptualize the mind as a cognitive economy, where a task’s complexity is determined by its composition of cognitive operations. Complexity... View Details
Keywords: Decisions; Complexity; Perception; Consumer Behavior; Production
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Gabaix, Xavier, and Thomas Graeber. "The Complexity of Economic Decisions." Harvard Business School Working Paper, No. 24-049, February 2024.
  • Article

Counterfactual Explanations Can Be Manipulated

By: Dylan Slack, Sophie Hilgard, Himabindu Lakkaraju and Sameer Singh
Counterfactual explanations are useful for both generating recourse and auditing fairness between groups. We seek to understand whether adversaries can manipulate counterfactual explanations in an algorithmic recourse setting: if counterfactual explanations indicate... View Details
Keywords: Machine Learning Models; Counterfactual Explanations
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Slack, Dylan, Sophie Hilgard, Himabindu Lakkaraju, and Sameer Singh. "Counterfactual Explanations Can Be Manipulated." Advances in Neural Information Processing Systems (NeurIPS) 34 (2021).
  • Research Summary

Overview

By: Himabindu Lakkaraju
I develop machine learning tools and techniques which enable human decision makers to make better decisions. More specifically, my research addresses the following fundamental questions pertaining to human and algorithmic decision-making:

1. How to build... View Details
Keywords: Artificial Intelligence; Machine Learning; Decision Analysis; Decision Support
  • August 2018 (Revised October 2019)
  • Case

C3.ai—Driven to Succeed

By: Robert Simons and George Gonzalez
CEO Tom Siebel navigates his artificial intelligence (ai) startup through a series of pivots, market expansions, and even an elephant attack to become a leading platform ad service provider. The case describes his unusual management approach emphasizing employee... View Details
Keywords: Strategy Execution; Performance Measurement; Critical Performance Variables; Strategic Boundaries; Internet Of Things; Artificial Intelligence; Software Development; Big Data; Machine Learning; Business Startups; Management Style; Business Strategy; Performance; Measurement and Metrics; Organizational Culture; AI and Machine Learning; Digital Transformation; Applications and Software; Digital Marketing; Analytics and Data Science; Technology Industry; United States; California
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Simons, Robert, and George Gonzalez. "C3.ai—Driven to Succeed." Harvard Business School Case 119-004, August 2018. (Revised October 2019.)
  • January 1993 (Revised June 1993)
  • Background Note

Challenge of Commitment,The

By: Michael Beer and Michael J. Gibbs
Defines commitment, describes the psychological and organizational factors that underly it, and provides a comprehensive discussion of the policies and practices managers can employ to enhance commitment. Identifies control and commitment as two critical strategies... View Details
Keywords: Ethics; Governance Controls; Policy; Management Practices and Processes; Managerial Roles; Strategy
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Beer, Michael, and Michael J. Gibbs. "Challenge of Commitment,The." Harvard Business School Background Note 493-046, January 1993. (Revised June 1993.)
  • December 2020
  • Supplement

VIA Science (B)

By: Juan Alcácer, Rembrand Koning, Annelena Lobb and Kerry Herman
Via (a) captures the early days of the data analytics startup as founders Gounden and Ravanis considered which markets offer the right opportunities for their firm and what kinds of experiments will help them narrow their choice. Supplement Via (b) reveals the... View Details
Keywords: Data Analytics; Machine Learning; Artificial Intelligence; Strategy; Business Startups; AI and Machine Learning; Telecommunications Industry; Utilities Industry; United States; Japan
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Alcácer, Juan, Rembrand Koning, Annelena Lobb, and Kerry Herman. "VIA Science (B)." Harvard Business School Supplement 721-368, December 2020.
  • April 2019 (Revised February 2020)
  • Case

Ripple: The Business of Crypto

By: David B. Yoffie and George Gonzalez
The case explores Ripple CEO Brad Garlinghouse’s mission to disrupt the global payments industry by leveraging the cryptocurrency XRP. Students will learn about Bitcoin and the blockchain industry, as well as Ripple’s unique crypto business model. The case provides an... View Details
Keywords: Payment Systems; Cryptocurrency; Bitcoin; Blockchain; Fintech; Business Startups; Business Model; Disruption; Strategy; Banking Industry; Technology Industry
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Yoffie, David B., and George Gonzalez. "Ripple: The Business of Crypto." Harvard Business School Case 719-506, April 2019. (Revised February 2020.)
  • 04 Feb 2018
  • Working Paper Summaries

The Long-Run Dynamics of Electricity Demand: Evidence from Municipal Aggregation

Keywords: by Alexander MacKay, Tatyana Deryugina, and Julian Reif; Utilities
  • April 2019
  • Article

Rituals and Nuptials: The Emotional and Relational Consequences of Relationship Rituals

By: Ximena Garcia-Rada, Ovul Sezer and Michael I. Norton
Four studies reveal the benefits of relationship rituals: couples with relationship rituals report more positive emotions and greater relationship satisfaction and commitment than those without them. We show that rituals are crucial for understanding consumption... View Details
Keywords: Rituals; Relationship Satisfaction; Relationships; Satisfaction; Spending; Behavior; Perception; Emotions
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Garcia-Rada, Ximena, Ovul Sezer, and Michael I. Norton. "Rituals and Nuptials: The Emotional and Relational Consequences of Relationship Rituals." Journal of the Association for Consumer Research 4, no. 2 (April 2019): 185–197.
  • November 2008 (Revised March 2018)
  • Case

Transformation of COFCO in a Changing Environment

By: Ray A. Goldberg and Kefei Yang
China's COFCO, the country's leading edible oil and food importer and exporter and its largest food manufacturer, had in its 50-plus years of operation undergone four stages of transformation and was about to embark on a fifth. The global agriculture system was... View Details
Keywords: Food; Leadership; Change Management; Transformation; Globalization; Organizational Change and Adaptation; Food and Beverage Industry; China
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Goldberg, Ray A., and Kefei Yang. "Transformation of COFCO in a Changing Environment." Harvard Business School Case 909-403, November 2008. (Revised March 2018.)
  • March–April 2019
  • Article

The Future of Leadership Development

By: Das Narayandas and Mihnea Moldoveanu
The need for leadership development has never been more urgent. Companies of all sorts realize that to survive in today’s volatile, uncertain, complex, and ambiguous environment, they need different leadership skills and organizational capabilities from those that... View Details
Keywords: Talent Management; Executive Education; Leadership Development; Business Education; Management Skills; Learning; Online Technology
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Narayandas, Das, and Mihnea Moldoveanu. "The Future of Leadership Development." Harvard Business Review 97, no. 4 (March–April 2019): 40–48. (Spotlight Talent Management.)
  • October 2023
  • Article

Improving Regulatory Effectiveness Through Better Targeting: Evidence from OSHA

By: Matthew S. Johnson, David I. Levine and Michael W. Toffel
We study how a regulator can best target inspections. Our case study is a U.S. Occupational Safety and Health Administration (OSHA) program that randomly allocated some inspections. On average, each inspection averted 2.4 serious injuries (9%) over the next five years.... View Details
Keywords: Safety Regulations; Regulations; Regulatory Enforcement; Machine Learning Models; Safety; Operations; Service Operations; Production; Forecasting and Prediction; Decisions; United States
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Johnson, Matthew S., David I. Levine, and Michael W. Toffel. "Improving Regulatory Effectiveness Through Better Targeting: Evidence from OSHA." American Economic Journal: Applied Economics 15, no. 4 (October 2023): 30–67. (Profiled in the Regulatory Review.)
  • January 2015 (Revised April 2018)
  • Case

CJ E&M: Creating a K-Culture in the U.S.

By: Elie Ofek, Sang-Hoon Kim and Michael Norris
Buoyed by the success of K-pop music and K-drama television shows in Asian countries, Chairman Jay Lee, of the South Korean conglomerate CJ Group, believed that the time was ripe for taking Korean cultural content to the West. One initiative, carried out by the Group's... View Details
Keywords: Cultural Consumption; Media Businesses; International Marketing; Event Marketing; Creative Industries; Cross-cultural Adaptation; Ethnic Marketing; South Korea; Marketing Strategy; Entertainment; Global Strategy; Cross-Cultural and Cross-Border Issues; Entertainment and Recreation Industry; United States; South Korea
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Ofek, Elie, Sang-Hoon Kim, and Michael Norris. "CJ E&M: Creating a K-Culture in the U.S." Harvard Business School Case 515-015, January 2015. (Revised April 2018.)
  • 2020
  • Working Paper

Measuring the Cost of Corporate Water Usage

By: DG Park, George Serafeim and T. Robert Zochowski
We develop a methodology that calculates the impact that organizations have on the environment through their water consumption relating to water stress risk. Using the methodology, we derive estimates for four companies that show how assumptions on the geographic... View Details
Keywords: Water; Water Management; Environment; Sustainability; Environmental Impact; Impact-Weighted Accounts; IWAI; Organizations; Environmental Sustainability; Valuation
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Park, DG, George Serafeim, and T. Robert Zochowski. "Measuring the Cost of Corporate Water Usage." Harvard Business School Working Paper, No. 21-036, September 2020.
  • 2014
  • Working Paper

The Decoupling Effect of Digital Disruptors

By: Thales S. Teixeira and Peter Jamieson
While the Internet's first wave of disruption was marked by the unbundling of digital content, the second wave, decoupling, promises to generate more casualties in an even broader array of industries. Digital start-ups are disrupting traditional businesses by inserting... View Details
Keywords: Disruptive Innovation; Information Technology
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Teixeira, Thales S., and Peter Jamieson. "The Decoupling Effect of Digital Disruptors." Harvard Business School Working Paper, No. 15-031, October 2014.
  • Summer 2020
  • Article

Venture Capital's Role in Financing Innovation: What We Know and How Much We Still Need to Learn

By: Josh Lerner and Ramana Nanda
Venture capital is associated with some of the most high-growth and influential firms in the world. Academics and practitioners have effectively articulated the strengths of the venture model. At the same time, venture capital financing also has real limitations in its... View Details
Keywords: Innovation; Financing; Venture Capital; Financing and Loans; Technological Innovation
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Lerner, Josh, and Ramana Nanda. "Venture Capital's Role in Financing Innovation: What We Know and How Much We Still Need to Learn." Journal of Economic Perspectives 34, no. 3 (Summer 2020): 237–261.
  • July 2019 (Revised November 2019)
  • Case

Osaro: Picking the Best Path

By: William R. Kerr, James Palano and Bastiane Huang
The founder of Osaro saw the potential of deep reinforcement learning to allow robots to be applied to new applications. Osaro targeted warehousing, already a dynamic industry for robotics and automation, for its initial product—a system which would allow robotic arms... View Details
Keywords: Artificial Intelligence; Machine Learning; Robotics; Robots; Ecommerce; Fulfillment; Warehousing; AI; Startup; Technology Commercialization; Business Startups; Entrepreneurship; Logistics; Order Taking and Fulfillment; Information Technology; Commercialization; Learning; Complexity; Competition; E-commerce
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Kerr, William R., James Palano, and Bastiane Huang. "Osaro: Picking the Best Path." Harvard Business School Case 820-012, July 2019. (Revised November 2019.)
  • October 2007 (Revised March 2008)
  • Case

Dove: Evolution of a Brand

By: John A. Deighton
Examines the evolution of Dove from functional brand to a brand with a point of view after Unilever designated it as a masterbrand, and expanded its portfolio to cover entries into a number of sectors beyond the original bath soap category. The development causes the... View Details
Keywords: History; Expansion; Marketing Strategy; Social Marketing; Digital Marketing; Brands and Branding; Consumer Products Industry; Beauty and Cosmetics Industry
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Deighton, John A. "Dove: Evolution of a Brand." Harvard Business School Case 508-047, October 2007. (Revised March 2008.) (request a courtesy copy.)
  • October–December 2022
  • Article

Achieving Reliable Causal Inference with Data-Mined Variables: A Random Forest Approach to the Measurement Error Problem

By: Mochen Yang, Edward McFowland III, Gordon Burtch and Gediminas Adomavicius
Combining machine learning with econometric analysis is becoming increasingly prevalent in both research and practice. A common empirical strategy involves the application of predictive modeling techniques to "mine" variables of interest from available data, followed... View Details
Keywords: Machine Learning; Econometric Analysis; Instrumental Variable; Random Forest; Causal Inference; AI and Machine Learning; Forecasting and Prediction
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Yang, Mochen, Edward McFowland III, Gordon Burtch, and Gediminas Adomavicius. "Achieving Reliable Causal Inference with Data-Mined Variables: A Random Forest Approach to the Measurement Error Problem." INFORMS Journal on Data Science 1, no. 2 (October–December 2022): 138–155.
  • 26 Aug 2002
  • Research & Ideas

High-Stakes Decision Making: The Lessons of Mount Everest

symbolic power of their actions and the strength of the signals they send when they make decisions about the formation and structure of work teams in their organizations. View Details
Keywords: by Michael A. Roberto
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