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  • Research Summary

Attention Arousal Through Price Partitioning

Existing evidence suggests that preferences are affected by whether a price is presented as one all-inclusive expense or partitioned into a set of mandatory charges. To explain this phenomenon, we introduce a new mechanism whereby price partitioning affects a consumers... View Details
  • March – April 2009
  • Article

Market Research and Innovation Strategy in a Duopoly

By: Dominique Lauga and Elie Ofek
We model a duopoly in which ex-ante identical firms must decide where to direct their innovation efforts. The firms face market uncertainty about consumers' preferences for innovation on two product attributes and technology uncertainty about the success of their R&D... View Details
Keywords: Profit; Innovation and Management; Demand and Consumers; Duopoly and Oligopoly; Research and Development; Competitive Strategy
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Lauga, Dominique, and Elie Ofek. "Market Research and Innovation Strategy in a Duopoly." Marketing Science 28, no. 2 (March–April 2009): 373–396.
  • July 2012 (Revised July 2014)
  • Case

Warby Parker: Vision of a 'Good' Fashion Brand

By: Christopher Marquis and Laura Velez Villa
In its third year of existence and poised to double its workforce, Warby Parker attributed its success to an innovative approach in the eyewear industry and to the company culture that supported it. With a mission combining social and business goals, the company had... View Details
Keywords: Entrepreneurship; Innovation; Business And Society; Social Responsiblity; Organizational Behavior; Social Entrepreneurship; Growth Management; Corporate Social Responsibility and Impact; Brands and Branding; Organizational Culture; Marketing Strategy; Innovation and Invention; Apparel and Accessories Industry; Health Industry; United States
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Marquis, Christopher, and Laura Velez Villa. "Warby Parker: Vision of a 'Good' Fashion Brand." Harvard Business School Case 413-051, July 2012. (Revised July 2014.)
  • Working Paper

How Do Venture Capitalists Make Decisions?

By: Paul A. Gompers, William Gornall, Steven N. Kaplan and Ilya A. Strebulaev
We survey 885 institutional venture capitalists (VCs) at 681 firms to learn how they make decisions across eight areas: deal sourcing, investment selection, valuation, deal structure, post-investment value-added, exits, internal firm organization, and relationships... View Details
Keywords: Venture Capital; Decision Choices and Conditions
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Gompers, Paul A., William Gornall, Steven N. Kaplan, and Ilya A. Strebulaev. "How Do Venture Capitalists Make Decisions?" NBER Working Paper Series, No. 22587, September 2016.
  • Article

Eliminating Unintended Bias in Personalized Policies Using Bias-Eliminating Adapted Trees (BEAT)

By: Eva Ascarza and Ayelet Israeli

An inherent risk of algorithmic personalization is disproportionate targeting of individuals from certain groups (or demographic characteristics such as gender or race), even when the decision maker does not intend to discriminate based on those “protected”... View Details

Keywords: Algorithm Bias; Personalization; Targeting; Generalized Random Forests (GRF); Discrimination; Customization and Personalization; Decision Making; Fairness; Mathematical Methods
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Ascarza, Eva, and Ayelet Israeli. "Eliminating Unintended Bias in Personalized Policies Using Bias-Eliminating Adapted Trees (BEAT)." e2115126119. Proceedings of the National Academy of Sciences 119, no. 11 (March 8, 2022).
  • March 2017 (Revised September 2017)
  • Case

Facebook Fake News in the Post-Truth World

By: John R. Wells and Carole A. Winkler
In January 2017, Mark Zuckerberg, founder and CEO of Facebook, was surrounded by controversy. The election of Donald Trump as the next president of the United States in November 2016 had triggered a national storm of protests, and many attributed Trump’s victory to... View Details
Keywords: Facebook; Fake News; Mark Zuckerberg; Donald Trump; Algorithms; Social Networks; Partisanship; Social Media; App Development; Instagram; WhatsApp; Smartphone; Silicon Valley; Office Space; Digital Strategy; Democracy; Entry Barriers; Online Platforms; Controversy; Tencent; Agility; Social Networking; Gaming; Gaming Industry; Computer Games; Mobile Gaming; Messaging; Monetization Strategy; Advertising; Digital Marketing; Business Ventures; Acquisition; Mergers and Acquisitions; Business Growth and Maturation; Business Headquarters; Business Organization; For-Profit Firms; Trends; Communication; Communication Technology; Forms of Communication; Interactive Communication; Interpersonal Communication; Talent and Talent Management; Crime and Corruption; Voting; Demographics; Entertainment; Games, Gaming, and Gambling; Moral Sensibility; Values and Beliefs; Initial Public Offering; Profit; Revenue; Geography; Geographic Location; Global Range; Local Range; Country; Cross-Cultural and Cross-Border Issues; Globalized Firms and Management; Globalized Markets and Industries; Governing Rules, Regulations, and Reforms; Government and Politics; International Relations; National Security; Political Elections; Business History; Recruitment; Selection and Staffing; Information Management; Information Publishing; News; Newspapers; Innovation and Management; Innovation Strategy; Technological Innovation; Knowledge Dissemination; Human Capital; Law; Leadership Development; Leadership Style; Leading Change; Business or Company Management; Crisis Management; Goals and Objectives; Growth and Development Strategy; Growth Management; Management Practices and Processes; Management Style; Management Systems; Management Teams; Managerial Roles; Marketing Channels; Social Marketing; Network Effects; Market Entry and Exit; Digital Platforms; Marketplace Matching; Industry Growth; Industry Structures; Monopoly; Media; Product Development; Service Delivery; Corporate Social Responsibility and Impact; Mission and Purpose; Organizational Change and Adaptation; Organizational Culture; Organizational Structure; Public Ownership; Problems and Challenges; Business and Community Relations; Business and Government Relations; Groups and Teams; Networks; Rank and Position; Opportunities; Behavior; Emotions; Identity; Power and Influence; Prejudice and Bias; Reputation; Social and Collaborative Networks; Status and Position; Trust; Society; Civil Society or Community; Culture; Public Opinion; Social Issues; Societal Protocols; Strategy; Adaptation; Business Strategy; Commercialization; Competition; Competitive Advantage; Competitive Strategy; Corporate Strategy; Customization and Personalization; Diversification; Expansion; Horizontal Integration; Segmentation; Information Technology; Internet and the Web; Mobile and Wireless Technology; Internet and the Web; Applications and Software; Information Infrastructure; Digital Platforms; Internet and the Web; Mobile and Wireless Technology; Valuation; Advertising Industry; Communications Industry; Entertainment and Recreation Industry; Information Industry; Information Technology Industry; Journalism and News Industry; Media and Broadcasting Industry; Service Industry; Technology Industry; Telecommunications Industry; Video Game Industry; United States; California; Sunnyvale; Russia
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Wells, John R., and Carole A. Winkler. "Facebook Fake News in the Post-Truth World." Harvard Business School Case 717-473, March 2017. (Revised September 2017.)
  • Research Summary

Lead-by-Help with Professor Jeff Polzer

This study examines if and under which conditions "lead-by-help," defined here as the extent to which leaders anticipatorily act to assist subordinates in completing their work, may not be viewed as favorable as would rationally be expected.  In both... View Details
  • November 2007 (Revised April 2008)
  • Case

Russian Standard

By: Rohit Deshpande and Seth Schulman
In September 2006, Russian billionaire Roustam Tariko, founder and owner of Russian Standard, needed to develop a strategy for introducing Russia's most popular brand of premium vodka (RSO) to American consumers. In the past year, he had introduced Imperia, the firm's... View Details
Keywords: Brands and Branding; Marketing Strategy; Product Positioning; Food and Beverage Industry; Russia; United States
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Deshpande, Rohit, and Seth Schulman. "Russian Standard." Harvard Business School Case 508-053, November 2007. (Revised April 2008.)
  • Article

Managing Perceptions of Distress at Work: Reframing Emotion as Passion

By: Elizabeth Baily Wolf, Jooa Julia Lee, Sunita Sah and Alison Wood Brooks
Expressing distress at work can have negative consequences for employees: observers perceive employees who express distress as less competent than employees who do not. Across five experiments, we explore how reframing a socially inappropriate emotional expression... View Details
Keywords: Decision Making; Emotions; Perception
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Wolf, Elizabeth Baily, Jooa Julia Lee, Sunita Sah, and Alison Wood Brooks. "Managing Perceptions of Distress at Work: Reframing Emotion as Passion." Organizational Behavior and Human Decision Processes 137 (November 2016): 1–12.
  • Research Summary

Effective Learning from Failure

Professor Myers examines the traits and characteristics that make people effective at learning from experience—characteristics that are particularly important when they attempt to draw lessons from failure. Results of experiments indicate that individuals learn more... View Details

Keywords: Learning From Failure; Learning
  • December 1994 (Revised June 1995)
  • Case

State Street Boston Corporation: Leading with Information Technology

A financial institution, State Street Boston Corp., is transformed from regional bank to global custodian and money manager. The corresponding evolution of the company's information systems is illustrated, focusing on the role attributed to information technology in a... View Details
Keywords: Expansion; Information Technology; Business Strategy; Banks and Banking; Banking Industry; United States
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Stoddard, Donna B., and Chiara Francalanci. "State Street Boston Corporation: Leading with Information Technology." Harvard Business School Case 195-135, December 1994. (Revised June 1995.)
  • May 1992 (Revised January 2000)
  • Case

Asea Brown Boveri: The ABACUS System

By: Robert L. Simons
Describes the computer-based information system (ABACUS) used to monitor and control business operations in a complex, global company. Describes the technical attributes of the database system, financial reporting requirements, target setting and profit calculations on... View Details
Keywords: Financial Reporting; Profit; Business Growth and Maturation; Analytics and Data Science; Design; Accounting Audits; Growth and Development; Globalized Firms and Management; Complexity; Technology Industry
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Simons, Robert L. "Asea Brown Boveri: The ABACUS System." Harvard Business School Case 192-140, May 1992. (Revised January 2000.)
  • September 2000
  • Case

Renaming Computer Power Group

Presents results of a consumer survey used to guide selection of a new corporate brand name. Four alternative names are tested for their ability to communicate desired company attributes to consumers. The pros and cons of developing brand names at corporate versus... View Details
Keywords: Organizational Culture; Brands and Branding
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Fournier, Susan M., and Andrea Carol Wojnicki. "Renaming Computer Power Group." Harvard Business School Case 501-007, September 2000.
  • Article

Corporate Social Responsibility and Access to Finance

By: Beiting Cheng, Ioannis Ioannou and George Serafeim
In this paper, we investigate whether superior performance on corporate social responsibility (CSR) strategies leads to better access to finance. We hypothesize that better access to finance can be attributed to a) reduced agency costs due to enhanced stakeholder... View Details
Keywords: Corporate Social Responsibility; Sustainability; Capital Constraints; ESG (Environmental, Social, Governance) Performance; Stakeholder Engagement; Disclosure; Corporate Disclosure; Corporate Social Responsibility and Impact; Environmental Sustainability; Capital
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Cheng, Beiting, Ioannis Ioannou, and George Serafeim. "Corporate Social Responsibility and Access to Finance." Strategic Management Journal 35, no. 1 (January 2014): 1–23.
  • 2023
  • Article

Verifiable Feature Attributions: A Bridge between Post Hoc Explainability and Inherent Interpretability

By: Usha Bhalla, Suraj Srinivas and Himabindu Lakkaraju
With the increased deployment of machine learning models in various real-world applications, researchers and practitioners alike have emphasized the need for explanations of model behaviour. To this end, two broad strategies have been outlined in prior literature to... View Details
Keywords: AI and Machine Learning; Mathematical Methods
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Bhalla, Usha, Suraj Srinivas, and Himabindu Lakkaraju. "Verifiable Feature Attributions: A Bridge between Post Hoc Explainability and Inherent Interpretability." Advances in Neural Information Processing Systems (NeurIPS) (2023).
  • November 2016 (Revised April 2018)
  • Case

reMarkable: e-Writing the Future

By: Elie Ofek and Curtis Hsu
Magnus Wanberg is the creator of reMarkable, a breakthrough e-writer device set apart from similar products on the market by having solved the frustrating “slow ink” problem typically experienced on pen-based electronic devices, thus providing a “pen and paper” like... View Details
Keywords: Entrepreneurial Marketing; Innovation Management; Go To Market Strategy; Marketing Plan; Target Market; Digital Devices; Consumer Electronics; Forecasting; Information Technology; Marketing Strategy; Innovation and Management; Marketing Channels; Entrepreneurship; Forecasting and Prediction; Product Marketing; Product Development; Electronics Industry
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Ofek, Elie, and Curtis Hsu. "reMarkable: e-Writing the Future." Harvard Business School Case 517-018, November 2016. (Revised April 2018.)
  • August 2022
  • Article

What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features

By: Shunyuan Zhang, Dokyun Lee, Param Vir Singh and Kannan Srinivasan
We study how Airbnb property demand changed after the acquisition of verified images (taken by Airbnb’s photographers) and explore what makes a good image for an Airbnb property. Using deep learning and difference-in-difference analyses on an Airbnb panel dataset... View Details
Keywords: Sharing Economy; Airbnb; Property Demand; Computer Vision; Deep Learning; Image Feature Extraction; Content Engineering; Property; Marketing; Demand and Consumers
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Zhang, Shunyuan, Dokyun Lee, Param Vir Singh, and Kannan Srinivasan. "What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features." Management Science 68, no. 8 (August 2022): 5644–5666.
  • March 1997 (Revised April 1998)
  • Case

Amazon.com (A)

By: Jeffrey F. Rayport
Jeff Bezos, the founder and CEO of Amazon.com, an Internet-based bookseller, has created one of the most successful ventures for electronic commerce on the Web. With revenue growing at a pace of 30% per month, Bezos attributes the success of Amazon.com to its value... View Details
Keywords: Competition; Internet and the Web; Entrepreneurship; Retail Industry
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Rayport, Jeffrey F., and Dickson Louie. "Amazon.com (A)." Harvard Business School Case 897-128, March 1997. (Revised April 1998.)
  • 2024
  • Working Paper

The Wandering Scholars: Understanding the Heterogeneity of University Commercialization

By: Josh Lerner, Henry Manley, Carolyn Stein and Heidi Williams
University-based scientific research has long been argued to be a central source of commercial innovation and economic growth. Yet at the same time, there have been long-held concerns that many university-based discoveries never realize their potential social... View Details
Keywords: Research; Higher Education; Business Startups; Innovation and Invention
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Lerner, Josh, Henry Manley, Carolyn Stein, and Heidi Williams. "The Wandering Scholars: Understanding the Heterogeneity of University Commercialization." Harvard Business School Working Paper, No. 24-043, January 2024.
  • September 2019
  • Case

JTC: Stronger Together with Shared Ownership

By: Ethan Bernstein and Daniela Beyersdorfer
Nigel Le Quesne, CEO of Jersey-based financial services firm JTC, firmly believed that "shared ownership" was at the heart of his company’s successful track record. The firm had seen its revenues, profits, and number of clients and staff grow steadily throughout its... View Details
Keywords: Ownership; Employee Ownership; Leadership Style; Compensation and Benefits; Organizational Culture; Employee Stock Ownership Plan; Going Public; Mission and Purpose; Management Practices and Processes; Human Resources; Financial Services Industry; Channel Islands; Europe; United States
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Bernstein, Ethan, and Daniela Beyersdorfer. "JTC: Stronger Together with Shared Ownership." Harvard Business School Case 420-008, September 2019.
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