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  • April 2020
  • Case

Ment.io: Knowledge Analytics for Team Decision Making

By: Yael Grushka-Cockayne, Jeffrey T. Polzer, Susie L. Ma and Shlomi Pasternak
Ment.io was a software platform that used proprietary data analytics technology to help organizations make informed and transparent decisions based on team input. Ment was born out of founder Joab Rosenberg’s frustration that, while organizations collected ever... View Details
Keywords: Decision Making; Information Technology; Knowledge; Knowledge Acquisition; Knowledge Management; Operations; Information Management; Product; Product Development; Entrepreneurship; Business Startups; Communications Industry; Information Industry; Information Technology Industry; Web Services Industry; Middle East; Israel
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Grushka-Cockayne, Yael, Jeffrey T. Polzer, Susie L. Ma, and Shlomi Pasternak. "Ment.io: Knowledge Analytics for Team Decision Making." Harvard Business School Case 420-078, April 2020.
  • Article

Corporate Stakeholders Management – An Empirical Study of Organisational Decision Making Criteria

By: Shashank Shah and Sudhir Bhaskar
Keywords: Stakeholder Management; Decision Making; India
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Shah, Shashank, and Sudhir Bhaskar. "Corporate Stakeholders Management – An Empirical Study of Organisational Decision Making Criteria." International Journal of Indian Culture and Business Management 4, no. 2 (2011): 218–239.
  • Research Summary

Decision making

Dr. Bos investigates how unconscious processes aid and improve performance. His work contests the common-sense notion that conscious deliberation always leads to the best outcomes. Dr. Bos and colleagues propose that, for complex decisions, the best outcomes result... View Details
  • September 2013 (Revised August 2015)
  • Background Note

Leadership and Teaming

By: Ethan Bernstein
Small differences in the leadership of teams can have large consequences for the success of their efforts. Many initiatives fail not because of a fatal error in judgment or insufficient ideas, knowledge, motivation, or capabilities to deliver a solution. They fail... View Details
Keywords: Teams; Teaming; Leadership And Managing People; Leadership; Team Effectiveness; Team Performance; Team Design; Team Leadership; Teamwork; Team Process; Team Function; Team Launch; 60/30/10 Rule; Team Boundary; Distribution Of Leadership Authority; Self-Managed Teams; Virtual Teams; Unbounded Teams; Acts Of Leadership; Execution Teams; Decision Making Teams; Creativity Teams; Team Size; Task Design; Team Timeline; Team Roles; Team Representation; Diversity; Team Familiarity; Collective Intelligence; Team Stages Of Development; Team Coaching; Performance Pressure; X-Teams; Team Focus; Interaction; Management Teams; Managerial Roles; Management Systems; Management Style; Management Skills; Management Practices and Processes; Organizational Design; Organizational Structure; Performance Effectiveness; Performance Efficiency; Performance Productivity; Groups and Teams; Networks; Social Psychology; Behavior; Conflict and Resolution; Creativity; Social and Collaborative Networks; Satisfaction; Prejudice and Bias; Power and Influence; Personal Characteristics; Familiarity; Cognition and Thinking; Attitudes; Projects; Organizational Culture; Organizational Change and Adaptation; Leadership Development; Leadership Style; Leading Change; Knowledge Use and Leverage; Knowledge Sharing; Collaborative Innovation and Invention; Innovation and Management; Innovation Leadership; Design; Interpersonal Communication; Accommodations Industry; Accounting Industry; Advertising Industry; Aerospace Industry; Agriculture and Agribusiness Industry; Air Transportation Industry; Apparel and Accessories Industry; Auto Industry; Banking Industry; Battery Industry; Beauty and Cosmetics Industry; Bicycle Industry; Biotechnology Industry; Chemical Industry; Communications Industry; Computer Industry; Construction Industry; Consulting Industry; Consumer Products Industry; Distribution Industry; Education Industry; Electronics Industry; Employment Industry; Energy Industry; Entertainment and Recreation Industry; Fashion Industry; Financial Services Industry; Fine Arts Industry; Food and Beverage Industry; Forest Products Industry; Forestry Industry; Green Technology Industry; Health Industry; Industrial Products Industry; Information Industry; Information Technology Industry; Insurance Industry; Journalism and News Industry; Legal Services Industry; Manufacturing Industry; Media and Broadcasting Industry; Medical Devices and Supplies Industry; Mining Industry; Motion Pictures and Video Industry; Motorcycle Industry; Music Industry; Pharmaceutical Industry; Public Administration Industry; Public Relations Industry; Publishing Industry; Pulp and Paper Industry; Rail Industry; Real Estate Industry; Retail Industry; Rubber Industry; Semiconductor Industry; Service Industry; Shipping Industry; Sports Industry; Steel Industry; Technology Industry; Telecommunications Industry; Tourism Industry; Transportation Industry; Travel Industry; Utilities Industry; Video Game Industry; Web Services Industry; Asia; North and Central America; South America; Atlantic Ocean; Central Asia; Europe; Latin America; Middle East; Oceania; West Indies
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Bernstein, Ethan. "Leadership and Teaming." Harvard Business School Background Note 414-033, September 2013. (Revised August 2015.)
  • Research Summary

Intra-Household Decision Making

Professor Ashraf's research in intra-household decision making examines how households make financial and health decisions, particularly in the presence of asymmetric information or benefits.

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  • September 2021
  • Article

Gender Stereotypes in Deliberation and Team Decisions

By: Katherine B. Coffman, Clio Bryant Flikkema and Olga Shurchkov
We explore how groups deliberate and decide on ideas in an experiment with communication. We find that gender biases play a significant role in which group members are chosen to answer on behalf of the group. Conditional on the quality of their ideas, individuals are... View Details
Keywords: Gender Differences; Stereotypes; Teams; Economic Experiments; Gender; Prejudice and Bias; Groups and Teams; Perception
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Coffman, Katherine B., Clio Bryant Flikkema, and Olga Shurchkov. "Gender Stereotypes in Deliberation and Team Decisions." Games and Economic Behavior 129 (September 2021): 329–349.
  • 2017
  • Working Paper

The 4 Minds of the Customer: A Framework for Understanding and Applying the Science of Decision Making

By: Ryan Hamilton and Uma R. Karmarkar
Scientists have spent decades creating powerful and detailed descriptions of how people make decisions. Unfortunately, many of these theories make contradictory predictions and are difficult to understand and implement. We introduce the 4 Minds framework as a practical... View Details
Keywords: Consumer Choice; Market Research; Decision Making Process; Decision; Marketing Research; Consumer Behavior; Decision Choices and Conditions; Marketing; Decision Making; Segmentation; Research
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Hamilton, Ryan, and Uma R. Karmarkar. "The 4 Minds of the Customer: A Framework for Understanding and Applying the Science of Decision Making." Marketing Science Institute Report, No. 17-109, May 2017.
  • 2025
  • Working Paper

How to Choose Among Technologies with Learning Curves: Making Better Investment Decisions

By: Christian Kaps and Arielle Anderer
Learning curves, the fact that technologies improve as a function of cumulative experience or investment, are desirable-think inexpensive solar panels or higher performing semiconductors. But, for firms that need to pick one technology among several candidates, such as... View Details
Keywords: Learning Curve; Technology; Innovation; Batteries; Energy Storage; Sequential Decision Making; TELCO; Exploration; Exploitation; Problems and Challenges; Cost vs Benefits; Technology Adoption; Battery Industry
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Kaps, Christian, and Arielle Anderer. "How to Choose Among Technologies with Learning Curves: Making Better Investment Decisions." Working Paper, March 2025.
  • 2023
  • Working Paper

Senior Team Emotional Dynamics and Strategic Decision Making at a Platform Transition

By: Timo O. Vuori and Michael L. Tushman
Based on an inductive case study, we develop an emotional-temporal process model of an incumbent’s strategic decision making at a platform transition. We describe the senior team’s emotional response to this transition and the impact of these emotions on their... View Details
Keywords: Emotions; Decision Choices and Conditions; Transition; Digital Platforms
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Vuori, Timo O., and Michael L. Tushman. "Senior Team Emotional Dynamics and Strategic Decision Making at a Platform Transition." Harvard Business School Working Paper, No. 23-054, March 2023.
  • September 1989
  • Background Note

Introduction to Decision Making

By: Francis Aguilar
Describes the process of decision making (establish objectives, generate alternatives, and so on) emphasizing the human side of it (using rules of thumb, favoring one's own pet projects) yet demonstrating the role an analytic/quantitative contribution has to make. View Details
Keywords: Decision Making; Goals and Objectives; Mathematical Methods; Perspective
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Aguilar, Francis. "Introduction to Decision Making." Harvard Business School Background Note 390-048, September 1989.
  • October 2003 (Revised January 2005)
  • Case

Shared Decision Making

By: Richard M.J. Bohmer, Karen Sepucha and Laura Feldman
The Foundation for Informed Medical Decision-Making has created an interactive videodisc system that provides patients with customized support regarding medical treatment or screening decisions when they face a choice between two equally effective courses of action.... View Details
Keywords: Decision Choices and Conditions; Borrowing and Debt; Health Care and Treatment; Innovation Strategy; Technological Innovation; Product Marketing; Distribution Channels; Production; Partners and Partnerships; Research and Development; Information Technology
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Bohmer, Richard M.J., Karen Sepucha, and Laura Feldman. "Shared Decision Making." Harvard Business School Case 604-001, October 2003. (Revised January 2005.)
  • 2013
  • Book

Sidetracked: Why Our Decisions Get Derailed and How We Can Stick to the Plan

By: Francesca Gino
You may not realize it but simple, irrelevant factors can have profound consequences on your decisions and behavior, often diverting you from your original plans and desires. Sidetracked will help you identify and avoid these influences so the decisions you make do... View Details
Keywords: Decision Making; Decision-making; Judgment; Decisions; Strategy; Behavior; Ethics; Attitudes
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Gino, Francesca. Sidetracked: Why Our Decisions Get Derailed and How We Can Stick to the Plan. Boston, MA: Harvard Business Review Press, 2013.
  • February 2017
  • Background Note

Decision Analysis

By: George Wu and Kathleen McGinn
Describes decision analysis, a systematic approach for analyzing decision problems. A running example illustrates problem structuring (decision trees), probability assessment, endpoint evaluation, “folding back the tree” as a method of analysis, and sensitivity... View Details
Keywords: Decision Analysis; Decision Trees; Probability; Decision Making; Analysis
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Wu, George, and Kathleen McGinn. "Decision Analysis." Harvard Business School Background Note 917-018, February 2017.
  • January 2013
  • Supplement

Cabot Corporation: The Fuel Cell Decision (B)

By: Willy Shih and Ying Zhou
Managers at Cabot Corporation are faced with deciding the future of its fuel cell program. The (A) case recounts the view of the business manager and the technical project lead, and the (B) case describes the perspective of a senior manager who is the head of the New... View Details
Keywords: Technical Decision-making; Decision Making Process; Fuel Cells; Decision Choices and Conditions; Decisions; Judgments; Business Plan; Business Exit or Shutdown; Energy Generation; Energy Sources; Innovation and Management; Innovation Strategy; Technological Innovation; Research and Development; Science-Based Business; Commercialization; Technology Industry; Manufacturing Industry; United States; Massachusetts
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Shih, Willy, and Ying Zhou. "Cabot Corporation: The Fuel Cell Decision (B)." Harvard Business School Supplement 613-067, January 2013.
  • Research Summary

Optimal Decision Making Under Uncertainty

Inventory control problems in supply chains.  In this stream of theoretical research, Professor Goh has investigated how inventory should be optimally managed in supply chains. Specifically, he has studied how supply chains can make decisions to operate... View Details

  • December 2014
  • Article

Team Reflexivity as an Antidote to Team Information Processing Failures

By: M. C. Schippers, A. C. Edmondson and M. A. West
This article proposes that team reflexivity—a deliberate process of discussing team goals, processes, or outcomes—can function as an antidote to team-level biases and errors in decision making. We build on prior work conceptualizing teams as information-processing... View Details
Keywords: Team Reflexivity; Team Information-processesing Failures; Team Regulatory Processes; Team Learning; Groups and Teams; Knowledge Management
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Schippers, M. C., A. C. Edmondson, and M. A. West. "Team Reflexivity as an Antidote to Team Information Processing Failures." Small Group Research 45, no. 6 (December 2014): 731–769.
  • 2013
  • Book

Judgment in Managerial Decision Making

By: Max Bazerman and Don A. Moore
Is your judgment influenced by personal biases? In situations requiring careful judgment, we're all influenced by our own biases to some extent. But, with Judgment in Managerial Decision Making, you can learn how to overcome those biases to make better... View Details
Keywords: Decision Choices and Conditions; Judgments; Management Practices and Processes; Management Skills; Managerial Roles; Performance Improvement; Prejudice and Bias
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Bazerman, Max, and Don A. Moore. Judgment in Managerial Decision Making. 8th ed. John Wiley & Sons, 2013.
  • Teaching Interest

Decision Making Under Uncertainty

By: David E. Bell

Many of the decisions we face are made complicated by having uncertain consequences: how should I set my inventory when I don’t know what demand will be, should I refinance my mortgage when rates might go lower, how big a bet shall I make in a new business, and so... View Details

  • 2016
  • Other Teaching and Training Material

Organizational Behavior Reading: Decision Making

By: Francesca Gino, Max Bazerman and Katherine Shonk
This Reading argues that decision making is systematically flawed and introduces methods to improve decision-making effectiveness. The Essential Reading section covers the rational decision-making model and three important ideas that challenge it: Herbert Simon's... View Details
Keywords: Game Theory; Decision Making
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Gino, Francesca, Max Bazerman, and Katherine Shonk. "Organizational Behavior Reading: Decision Making." Core Curriculum Readings Series. Boston, MA: Harvard Business Publishing 8383, 2016. Electronic.
  • 2008
  • Working Paper

How Can Decision Making Be Improved?

By: Katherine L. Milkman, Dolly Chugh and Max H. Bazerman
The optimal moment to address the question of how to improve human decision making has arrived. Thanks to fifty years of research by judgment and decision making scholars, psychologists have developed a detailed picture of the ways in which human judgment is bounded.... View Details
Keywords: Decision Making; Judgments; Performance Improvement; Research; Strategy
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Milkman, Katherine L., Dolly Chugh, and Max H. Bazerman. "How Can Decision Making Be Improved?" Harvard Business School Working Paper, No. 08-102, June 2008. (Revised July 2008.)
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