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      • Faculty Publications  (1,384)

      Decision Making Remove Decision Making →

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      Featured Topic: Human behavior and decision-making
      A collective of featured works, most recent HBS publications, and the School's approach to research on the topic of human behavior and...
      Human Behavior & Decision-Making
      Skip to Main Content HBS Home About Academic Programs Alumni Faculty & Research Baker Library Giving Harvard Business Review Initiatives News Recruit...
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      • 2021
      • Article

      Does Fair Ranking Improve Minority Outcomes? Understanding the Interplay of Human and Algorithmic Biases in Online Hiring

      By: Tom Suhr, Sophie Hilgard and Himabindu Lakkaraju
      Ranking algorithms are being widely employed in various online hiring platforms including LinkedIn, TaskRabbit, and Fiverr. Prior research has demonstrated that ranking algorithms employed by these platforms are prone to a variety of undesirable biases, leading to the...  View Details
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      Suhr, Tom, Sophie Hilgard, and Himabindu Lakkaraju. "Does Fair Ranking Improve Minority Outcomes? Understanding the Interplay of Human and Algorithmic Biases in Online Hiring." AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (2021).
      • March 2021
      • Supplement

      Artea (A), (B), (C), and (D): Designing Targeting Strategies

      By: Eva Ascarza and Ayelet Israeli
      Power Point Supplement to Teaching Note for HBS No. 521-021,521-022,521-037,521-043. This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on...  View Details
      Keywords: Targeted Advertising; Targeting; Algorithmic Data; Bias; A/b Testing; Experiment; Gender; Race; Diversity; Marketing; Customer Relationship Management; Prejudice and Bias; Retail Industry; Apparel and Accessories Industry; Technology Industry; United States
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      Ascarza, Eva, and Ayelet Israeli. "Artea (A), (B), (C), and (D): Designing Targeting Strategies." Harvard Business School PowerPoint Supplement 521-719, March 2021.
      • 2021
      • Working Paper

      Cognitive Biases: Mistakes or Missing Stakes?

      By: Benjamin Enke, Uri Gneezy, Brian Hall, David Martin, Vadim Nelidov, Theo Offerman and Jeroen van de Ven
      Despite decades of research on heuristics and biases, empirical evidence on the effect of large incentives—as present in relevant economic decisions—on cognitive biases is scant. This paper tests the effect of incentives on four widely documented biases: base rate...  View Details
      Keywords: Cognitive Biases; Incentives; Motivation and Incentives; Decision Making; Performance
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      Enke, Benjamin, Uri Gneezy, Brian Hall, David Martin, Vadim Nelidov, Theo Offerman, and Jeroen van de Ven. "Cognitive Biases: Mistakes or Missing Stakes?" Harvard Business School Working Paper, No. 21-102, March 2021.
      • 2021
      • Working Paper

      Accounting for Product Impact in the Water Utilities Industry

      By: George Serafeim and Katie Trinh
      We apply the product impact measurement framework of the Impact-Weighted Accounts Initiative (IWAI) in two competitor companies within the water utilities industry. We design a monetization methodology that allows us to calculate monetary impact estimates of water...  View Details
      Keywords: Product Innovation; Impact; Impact Investing; Impact Measurement; Esg; Esg (environmental, Social, Governance) Performance; Esg Ratings; Social Corporate Responsibility; Corporate Social Responsibility; Social Impact; Water; Utilities; Product Design; Product Positioning; Society; Product; Environmental Sustainability; Measurement and Metrics; Framework; Corporate Social Responsibility and Impact; Utilities Industry
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      Serafeim, George, and Katie Trinh. "Accounting for Product Impact in the Water Utilities Industry." Harvard Business School Working Paper, No. 21-104, March 2021.
      • 2021
      • Working Paper

      Accounting for Product Impact in the Telecommunications Industry

      By: George Serafeim and Katie Trinh
      We apply the product impact measurement framework of the Impact-Weighted Accounts Initiative (IWAI) in two competitor companies within the telecommunications industry. We design a monetization methodology that allows us to calculate monetary impact estimates of network...  View Details
      Keywords: Product Innovation; Impact; Impact Investing; Impact Measurement; Esg; Esg (environmental, Social, Governance) Performance; Esg Ratings; Social Corporate Responsibility; Corporate Social Responsibility; Social Impact; Telecommunications; Product Design; Product Positioning; Society; Product; Environmental Sustainability; Measurement and Metrics; Framework; Corporate Social Responsibility and Impact; Telecommunications Industry
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      Serafeim, George, and Katie Trinh. "Accounting for Product Impact in the Telecommunications Industry." Harvard Business School Working Paper, No. 21-105, March 2021.
      • March 2021 (Revised March 2021)
      • Case

      Hotwire.com: Navigating Through Turbulence

      By: Jeffrey F. Rayport, Manny de Zarraga and Eric Levine
      On September 10, 2001, after speaking at an industry conference at New York’s World Trade Center, Hotwire co-founder Spencer Rascoff boarded a flight from Newark to San Francisco. After returning home, Rascoff awoke the next morning to a phone call informing him that...  View Details
      Keywords: San Francisco
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      Rayport, Jeffrey F., Manny de Zarraga, and Eric Levine. "Hotwire.com: Navigating Through Turbulence." Harvard Business School Case 821-084, March 2021. (Revised March 2021.)
      • 2021
      • Working Paper

      Judging Foreign Startups

      By: Nataliya Langburd Wright, Rembrand Koning and Tarun Khanna
      Can accelerators and investors pick the most promising startup ideas no matter their provenance? We investigate this question using unique data from a global accelerator in which judges across international regions are randomly assigned to evaluate startups...  View Details
      Keywords: Entrepreneurial Financing; Innovation; Bias; International; Strategy; Entrepreneurship; Global Strategy; Business Startups; Financing and Loans; Decision Making
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      Wright, Nataliya Langburd, Rembrand Koning, and Tarun Khanna. "Judging Foreign Startups." Harvard Business School Working Paper, No. 21-097, March 2021. (Revised April 2021.)
      • March 2020
      • Case

      The Trouble with TCE

      By: Vincent Pons, Rafael Di Tella and Galit Goldstein
      Trichloroethylene, or TCE, was a chemical used by tens of thousands of businesses in the United States. It was an affordable tool for many. Yet, TCE had been associated with important health risks, including cancer and autoimmune disease. TCE potentially posed other...  View Details
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      Pons, Vincent, Rafael Di Tella, and Galit Goldstein. "The Trouble with TCE." Harvard Business School Case 721-031, March 2021.
      • March 2021
      • Article

      Opting-in to Prosocial Incentives

      By: Daniel Schwartz, Elizabeth A. Keenan, Alex Imas and Ayelet Gneezy
      The design of effective incentive schemes that are both successful in motivating employees and keeping down costs is of critical importance. Research has demonstrated that prosocial incentives, where individuals’ effort benefits a charitable organization, can sometimes...  View Details
      Keywords: Incentives; Prosocial Behavior; Behavioral Economics; Field Experiments; Recycling; Prosocial Motivation; Decision Making; Motivation and Incentives; Behavior
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      Schwartz, Daniel, Elizabeth A. Keenan, Alex Imas, and Ayelet Gneezy. "Opting-in to Prosocial Incentives." Organizational Behavior and Human Decision Processes 163 (March 2021): 132–141.
      • March–April 2021
      • Article

      How Venture Capitalists Make Decisions

      By: Paul A. Gompers, Will Gornall, Steven Kaplan and Ilya Strebulaev
      For decades now, venture capitalists have played a crucial role in the economy by financing high-growth start-ups. While the companies they’ve backed—Amazon, Apple, Facebook, Google, and more—are constantly in the headlines, very little is known about what VCs actually...  View Details
      Keywords: Venture Capital; Investment; Decision Making
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      Gompers, Paul A., Will Gornall, Steven Kaplan, and Ilya Strebulaev. "How Venture Capitalists Make Decisions." Harvard Business Review 99, no. 2 (March–April 2021).
      • March–April 2021
      • Article

      What Professional Service Firms Must Do to Thrive

      By: Ashish Nanda and Das Narayandas
      When the going gets tough, professional service firms (PSFs) often get desperate and chase all kinds of business just to keep the lights on. Consultancies, financial services firms, VC/PE firms, and the like offer services and sign up clients they should never have...  View Details
      Keywords: Professional Service Firms; Client Mix; Strategic Positioning; Organizations; Performance Effectiveness; Decision Making; Framework
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      Nanda, Ashish, and Das Narayandas. "What Professional Service Firms Must Do to Thrive." Harvard Business Review 99, no. 2 (March–April 2021): 98–107.
      • March 2021
      • Case

      Nayana Mawilmada: Transforming Urban Development in Sri Lanka

      By: Joshua D. Margolis and Mahima Rao-Kachroo
      In February 2018, Nayana Mawilmada (Nayana), investment head for the Sri Lankan government’s ambitious $40 billion Megapolis project, must weigh an attractive job offer to move from the public sector to the private sector. A massive government project aimed at...  View Details
      Keywords: Change Management; Transformation; Decision Making; Public Sector; Experience and Expertise; Strategic Planning; Work-Life Balance; Transportation; Risk and Uncertainty; Power and Influence; Personal Development and Career; Real Estate Industry; Rail Industry; Transportation Industry; South Asia; Sri Lanka; Boston; Virginia; United States
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      Margolis, Joshua D., and Mahima Rao-Kachroo. "Nayana Mawilmada: Transforming Urban Development in Sri Lanka." Harvard Business School Case 421-065, March 2021.
      • February 2021
      • Case

      Threadless: The Renewal of an Online Community

      By: Shane Greenstein, Karim Lakhani and Christian Godwin
      Threadless, an online apparel company and artist community which Jake Nickell founded in 2000, continued to maintain its status as a top company in the online apparel industry during its second decade. From 2010 to 2020, Threadless continued to operate its...  View Details
      Keywords: Business Model; Decision Making; Entrepreneurship; Innovation and Invention; Leading Change; Management; Marketing; Product Launch; Operations; Supply Chain; Distribution; Networks; Sales; Strategy; Adaptation; Technology; Software; Technology Platform; Apparel and Accessories Industry; Technology Industry; North America
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      Greenstein, Shane, Karim Lakhani, and Christian Godwin. "Threadless: The Renewal of an Online Community." Harvard Business School Case 621-056, February 2021.
      • February 2021
      • Case

      Apple: Privacy vs. Safety (A)

      By: Henry McGee, Nien-hê Hsieh and Christian Godwin
      In 2015, Apple CEO Tim Cook debuted the iPhone 6S with enhanced security measures that enflamed a debate on privacy and public safety around the world. The iPhone 6S, amid a heightened concern for privacy following the 2013 revelation of clandestine U.S. surveillance...  View Details
      Keywords: Iphone; Encryption; Data Privacy; Corporate Social Responsibility And Impact; Mobile Technology; Civil Society Or Community; Customers; Customer Focus and Relationships; Decision Making; Ethics; Values and Beliefs; Globalized Firms and Management; Government and Politics; National Security; Law; Law Enforcement; Leadership; Markets; Safety; Social Issues; Technology; Technology Industry; Consumer Products Industry; Telecommunications Industry; Electronics Industry; United States; China; Hong Kong
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      McGee, Henry, Nien-hê Hsieh, and Christian Godwin. "Apple: Privacy vs. Safety (A)." Harvard Business School Case 321-004, February 2021.
      • February 2021
      • Supplement

      Apple: Privacy vs. Safety (B)

      By: Henry McGee, Nien-hê Hsieh and Christian Godwin
      In 2020, as the COVID-19 pandemic swept across the globe, Apple and Google partnered to develop a contract tracing application that would collect information about users infected with the disease and notify those who they had been in contact with. While Apple/Google’s...  View Details
      Keywords: Iphone; Encryption; Data Privacy; Customers; Customer Focus and Relationships; Decision Making; Ethics; Values and Beliefs; Globalized Firms and Management; Government and Politics; Health; Health Pandemics; Leadership; Markets; Safety; Social Issues; Technology; Telecommunications Industry; Technology Industry; Consumer Products Industry; Electronics Industry; Health Industry; United States; Europe
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      McGee, Henry, Nien-hê Hsieh, and Christian Godwin. "Apple: Privacy vs. Safety (B)." Harvard Business School Supplement 321-117, February 2021.
      • February 2021
      • Case

      SafeGraph: Selling Data as a Service

      By: Ramana Nanda, Abhishek Nagaraj and Allison Ciechanover
      Set in January 2021, the CEO of SafeGraph, a four-year-old startup that sold Data as a Service, looked to the future. His aim was to become the most trusted source for data about a physical place. The company provided points of interest (POI) and foot traffic data on...  View Details
      Keywords: Data As A Service; Monetization; Pricing; Business Startups; Data and Data Sets; Consumer Behavior; Analysis; Business Model; Health Pandemics; Information Industry; United States
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      Nanda, Ramana, Abhishek Nagaraj, and Allison Ciechanover. "SafeGraph: Selling Data as a Service." Harvard Business School Case 821-082, February 2021.
      • February 2021 (Revised April 2021)
      • Case

      Board Director Dilemmas—Back the SPAC?

      By: Suraj Srinivasan, David G. Fubini and Amram Migdal
      This case focuses on a board director of a diversified holding company. The firm’s longtime CEO had always exhibited a cautious, methodical approach to growth. Now, the CEO is raising the idea of joining with a special purpose acquisition company (SPAC) to spin off...  View Details
      Keywords: Board Director; Strategy; Change; Decision Making
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      Srinivasan, Suraj, David G. Fubini, and Amram Migdal. "Board Director Dilemmas—Back the SPAC?" Harvard Business School Case 121-042, February 2021. (Revised April 2021.)
      • February 2021
      • Case

      Board Director Dilemmas—New Year, New Timing

      By: Suraj Srinivasan, David G. Fubini and Amram Migdal
      This case focuses on a junior partner at a private equity (PE) firm who sits on the board of one of the firm’s portfolio companies. In the case, the board member asks the CEO to accelerate a cost-cutting initiative and looks to a seasoned industry veteran who is also a...  View Details
      Keywords: Board Directors; Governing and Advisory Boards; Strategy; Decision Making
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      Srinivasan, Suraj, David G. Fubini, and Amram Migdal. "Board Director Dilemmas—New Year, New Timing." Harvard Business School Case 121-043, February 2021.
      • February 2021
      • Teaching Plan

      Soofa: Displaying the Right Path?

      By: Jeffrey J. Bussgang and Amy Klopfenstein
      This teaching plan serves as a supplement to the case “Soofa: Displaying the Right Path?” HBS 820-098. The case explores the tension between two different financing and expansion plans for a startup, and explores issues related to business model pivots and industry...  View Details
      Keywords: Business Ventures; Business Model; Business Plan; Business Startups; Entrepreneurship; Decision Making; Decisions; Judgments; Ethics; Geography; Geopolitical Units; Finance; Investment; Markets; Market Entry and Exit; Demand and Consumers; Media; Society; Urban Development; Sustainable Cities; Technology; Hardware; Technology Platform; Strategy; Business Strategy; Expansion; Relationships; Capital; Venture Capital; Advertising Industry; Technology Industry; Media and Broadcasting Industry; North and Central America; United States; Massachusetts; Cambridge
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      Bussgang, Jeffrey J., and Amy Klopfenstein. "Soofa: Displaying the Right Path?" Harvard Business School Teaching Plan 821-055, February 2021.
      • February 2021
      • Case

      The Tulsa Massacre and the Call for Reparations

      By: Mihir Desai, Ruth Page, Suzanne Antoniou and Leanne Fan
      How should historic social injustices be addressed? Survivors of the 1921 Tulsa Massacre and their descendants, including Representative Regina Goodwin of Tulsa, believe they should be addressed through reparations and have consequently continued to push the government...  View Details
      Keywords: Costs And Consequences; Decisions; Judgment And Decision-making; Lawsuit; Leading Change; Conflict Resolution; Perspective Taking; Prejudice; Bias; Reparations; Decision Making; Decision Choices and Conditions; Cost vs Benefits; Judgments; Race; Ethics; Fairness; Moral Sensibility; Values and Beliefs; Conflict Management; Governance; Corporate Accountability; Corporate Governance; Governing Rules, Regulations, and Reforms; Policy; Government and Politics; Government Legislation; History; Lawsuits and Litigation; Legal Liability; Mission and Purpose; Corporate Social Responsibility and Impact; Motivation and Incentives; Civil Society or Community; Social Issues; Oklahoma; Tulsa; United States
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      Desai, Mihir, Ruth Page, Suzanne Antoniou, and Leanne Fan. "The Tulsa Massacre and the Call for Reparations." Harvard Business School Multimedia/Video Case 221-707, February 2021.
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      Featured Topic: Human behavior and decision-making
      A collective of featured works, most recent HBS publications, and the School's approach to research on the topic of human behavior and...
      Human Behavior & Decision-Making
      Skip to Main Content HBS Home About Academic Programs Alumni Faculty & Research Baker Library Giving Harvard Business Review Initiatives News Recruit...
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