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      • Faculty Publications  (165)

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      • June 2012 (Revised August 2013)
      • Case

      Driving Towards a Disruption?

      By: Willy Shih and William Noble
      As Clayton Christensen drove to the studio to deliver an online executive education class, he pondered the future of management education. How big a threat did online degree programs, corporate universities, and other innovations in the delivery of management training... View Details
      Keywords: Disruptive Technology; Performance Trajectories; Disruptive Innovations; Business Education; Business School; Internet And Online Services Industries; Disruptive Innovation; Higher Education; Corporate Strategy; Internet; Performance; Education Industry; Boston
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      Shih, Willy, and William Noble. "Driving Towards a Disruption?" Harvard Business School Case 612-101, June 2012. (Revised August 2013.)
      • May 2010
      • Article

      Bye Bye Bundles: The Unbundling of Music in Digital Channels

      By: Anita Elberse
      Fueled by digital distribution, unbundling is prevalent in many information industries. What is the effect of this unbundling on sales? And what bundle characteristics drive this effect? I empirically examine these questions in the context of the music industry, using... View Details
      Keywords: Unbundling; Bundling; Digital Distribution; System-of-equations Modeling; Sales; Distribution Channels; Framework; Mathematical Methods; Revenue; Reputation; Internet and the Web; System; E-commerce; Information Industry; Music Industry
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      Elberse, Anita. "Bye Bye Bundles: The Unbundling of Music in Digital Channels." Journal of Marketing 74, no. 3 (May 2010): 107–123.
      • March 2010
      • Article

      I'll Have the Ice Cream Soon and the Vegetables Later: A Study of Online Grocery Purchases and Order Lead Time

      By: Katherine L. Milkman, Todd Rogers and Max Bazerman
      How do decisions made for tomorrow or two days in the future differ from decisions made for several days in the future? We use data from an online grocer to address this question. In general, we find that as the delay between order completion and delivery increases,... View Details
      Keywords: Time Management; Service Delivery; Internet and the Web; Decisions; Customers; Retail Industry
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      Milkman, Katherine L., Todd Rogers, and Max Bazerman. "I'll Have the Ice Cream Soon and the Vegetables Later: A Study of Online Grocery Purchases and Order Lead Time." Marketing Letters 21, no. 1 (March 2010): 17–35.
      • February 2010 (Revised October 2010)
      • Case

      YouTube: Time to Charge Users?

      By: Anita Elberse and Sunil Gupta
      In January 2010, YouTube, the world's largest online video aggregator, was still seeking to become profitable. Was the time right for Google, YouTube's parent company, to charge users seeking to upload content, as some analysts had suggested—and if so, who should be... View Details
      Keywords: Digital Marketing; Business Model; Cost; Profit; Revenue; Consumer Behavior; Internet and the Web; Motion Pictures and Video Industry
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      Elberse, Anita, and Sunil Gupta. "YouTube: Time to Charge Users?" Harvard Business School Case 510-053, February 2010. (Revised October 2010.)
      • 2010
      • Article

      Impact of Online Consumer Reviews on Sales: The Moderating Role of Product and Consumer Characteristics

      By: Feng Zhu and Michael Zhang
      This article examines how product and consumer characteristics moderate the influence of online consumer reviews on product sales using data from the video game industry. The findings indicate that online reviews are more influential for less popular games and games... View Details
      Keywords: Internet Marketing; Online Consumer Reviews; Word Of Mouth; Long Tail; Internet and the Web; Marketing Reference Programs; Digital Marketing; Video Game Industry
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      Zhu, Feng, and Michael Zhang. "Impact of Online Consumer Reviews on Sales: The Moderating Role of Product and Consumer Characteristics." Journal of Marketing 74, no. 2 (March 2010): 133–148.
      • June 2009
      • Article

      Highbrow Films Gather Dust: Time-inconsistent Preferences and Online DVD Rentals

      By: Katherine L. Milkman, Todd Rogers and Max H. Bazerman
      We report on a field study demonstrating systematic differences between the preferences people anticipate they will have over a series of options in the future and their subsequent revealed preferences over those options. Using a novel panel data set, we analyze the... View Details
      Keywords: Decision Choices and Conditions; Forecasting and Prediction; Film Entertainment; Demand and Consumers; Renting or Rental; Power and Influence; Prejudice and Bias; Online Technology; Motion Pictures and Video Industry
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      Milkman, Katherine L., Todd Rogers, and Max H. Bazerman. "Highbrow Films Gather Dust: Time-inconsistent Preferences and Online DVD Rentals." Management Science 55, no. 6 (June 2009): 1047–1059.
      • 2009
      • Working Paper

      Do Friends Influence Purchases in a Social Network?

      By: Raghuram Iyengar, Sangman Han and Sunil Gupta

      Social networks, such as Facebook and Myspace have witnessed a rapid growth in their membership. Some of these businesses have tried an advertising-based model with very limited success. However, these businesses have not fully explored the power of their members to... View Details

      Keywords: Marketing; Network Effects; Sales; Power and Influence; Social and Collaborative Networks; Web Sites; South Korea
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      Iyengar, Raghuram, Sangman Han, and Sunil Gupta. "Do Friends Influence Purchases in a Social Network?" Harvard Business School Working Paper, No. 09-123, April 2009.
      • July – August 2008
      • Article

      Should You Invest in the Long Tail?

      By: Anita Elberse
      The blockbuster strategy is a time-honored approach, particularly in media and entertainment. When space is limited on store shelves and in traditional distribution channels, producers tend to focus on a few likely best sellers, hoping that one or two big hits will... View Details
      Keywords: Demand and Consumers; Distribution Channels; Sales; Marketing Strategy; Online Technology; Motion Pictures and Video Industry; Music Industry; Retail Industry
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      Elberse, Anita. "Should You Invest in the Long Tail?" HBS Centennial Issue Harvard Business Review 86, nos. 7/8 (July–August 2008): 88–96. (HBS Centennial Issue.)
      • October 2007
      • Article

      The Effectiveness of Pre-Release Advertising for Motion Pictures: An Empirical Investigation Using a Simulated Market

      By: Anita Elberse and Bharat N. Anand
      One of the most visible and publicized trends in the movie industry is the escalation in movie advertising expenditures over time. Yet, the returns to movie advertising are poorly understood. The main reason is that disentangling the causal effect of advertising on... View Details
      Keywords: Advertising; Stocks; Investment Return; Price; Revenue; Quality; Mathematical Methods; Motion Pictures and Video Industry
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      Elberse, Anita, and Bharat N. Anand. "The Effectiveness of Pre-Release Advertising for Motion Pictures: An Empirical Investigation Using a Simulated Market." Information Economics and Policy 19, nos. 3-4 (October 2007): 319–343. (Special Issue on Economics of the Media.)
      • 2007
      • Working Paper

      A Taste For Obscurity: An Individual-Level Examination of 'Long Tail' Consumption

      By: Anita Elberse
      Because online retailers are often able to provide products in a more cost-efficient manner than bricks-and-mortar stores, online channels are characterized by a vast assortment of products. Proponents of the "long tail" principle recently argued that the demand for... View Details
      Keywords: Decision Choices and Conditions; Consumer Behavior; Distribution Channels; Product; Renting or Rental; Online Technology; Motion Pictures and Video Industry; Music Industry; Retail Industry
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      Elberse, Anita. "A Taste For Obscurity: An Individual-Level Examination of 'Long Tail' Consumption." Harvard Business School Working Paper, No. 08-008, August 2007.
      • 2007
      • Working Paper

      Highbrow Films Gather Dust: Time-inconsistent Preferences and Online DVD Rentals

      By: Katherine L. Milkman, Todd Rogers and Max H. Bazerman
      We report on a field study demonstrating systematic differences between the preferences people anticipate they will have over a series of options in the future and their subsequent revealed preferences over those options. Using a novel panel data set, we analyze the... View Details
      Keywords: Internet and the Web; Decision Choices and Conditions; Attitudes; Conflict and Resolution; Emotions; Film Entertainment; Cognition and Thinking; Entertainment and Recreation Industry
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      Milkman, Katherine L., Todd Rogers, and Max H. Bazerman. "Highbrow Films Gather Dust: Time-inconsistent Preferences and Online DVD Rentals." Harvard Business School Working Paper, No. 07-099, June 2007. (Revised July 2007, December 2007, April 2008, September 2008, January 2009.)
      • 2007
      • Working Paper

      I'll Have the Ice Cream Soon and the Vegetables Later: A Study of Online Grocery Purchases and Order Lead Time

      By: Katherine L. Milkman, Todd Rogers and Max H. Bazerman
      How do decisions made for tomorrow or two days in the future differ from decisions made for several days in the future? We use data from an online grocer to address this question. In general, we find that as the delay between order completion and delivery increases,... View Details
      Keywords: Internet and the Web; Food; Decision Choices and Conditions; Conflict and Resolution; Emotions; Cognition and Thinking; Retail Industry; Food and Beverage Industry
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      Milkman, Katherine L., Todd Rogers, and Max H. Bazerman. "I'll Have the Ice Cream Soon and the Vegetables Later: A Study of Online Grocery Purchases and Order Lead Time." Harvard Business School Working Paper, No. 07-078, April 2007. (Revised December 2007, May 2008, September 2008.)
      • April 2004
      • Tutorial

      Yield Curves and Bond Ratings Tutorial

      By: William E. Fruhan Jr.
      To preview this online product, Authorized Faculty can call our customer service department at 1-800-545-7685 or 617-783-7600. This online tutorial explains what drives the shape of the yield curve for traded debt securities. Also describes the metrics used by rating... View Details
      Keywords: Bonds; Investment Return; Financial Services Industry
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      "Yield Curves and Bond Ratings Tutorial." Harvard Business School Tutorial 204-712, April 2004.
      • August 2002 (Revised June 2006)
      • Case

      Great Dakota Bank: Online Banking

      By: Frances X. Frei, Youngme E. Moon and Hanna Rodriguez-Farrar
      In 2002, Great Dakota Bank's retail division is considering how heavily it should be promoting the company's online banking service. A recent promotional campaign appears to have significantly increased enrollments in online banking, but it is unclear whether the bank... View Details
      Keywords: Banks and Banking; Internet and the Web; Customer Relationship Management; Consumer Behavior; Demand and Consumers; Technological Innovation; Customer Value and Value Chain; Customer Satisfaction; Management; Service Operations; Banking Industry
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      Frei, Frances X., Youngme E. Moon, and Hanna Rodriguez-Farrar. "Great Dakota Bank: Online Banking." Harvard Business School Case 603-011, August 2002. (Revised June 2006.)
      • October 2001 (Revised October 2017)
      • Case

      Pilgrim Bank (A): Customer Profitability

      By: Frances X. Frei and Dennis Campbell
      Provides a context in which students can explore managerial decision making that is critically informed by data analysis. The setting is a retail bank and the decision making relates to the bank's policy toward online banking. The management team is evaluating whether... View Details
      Keywords: Banks and Banking; Customers; Profit; Banking Industry
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      Frei, Frances X., and Dennis Campbell. "Pilgrim Bank (A): Customer Profitability." Harvard Business School Case 602-104, October 2001. (Revised October 2017.)
      • December 2000
      • Background Note

      Online Portals

      By: Thomas R. Eisenmann and Sanjay Pothen
      Describes the online portal business model. Analyzes the model, focusing on the tactics used to acquire new users, turn new users into repeat visitors, and monetize user traffic. Explains portals' revenue and cost drivers and their implications for pursuing aggressive... View Details
      Keywords: Business Model; Web Services Industry
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      Eisenmann, Thomas R., and Sanjay Pothen. "Online Portals." Harvard Business School Background Note 801-305, December 2000.
      • Forthcoming
      • Article

      Engaging Customers with AI in Online Chats: Evidence from a Randomized Field Experiment

      By: Shunyuan Zhang and Das Narayandas
      We examine how artificial intelligence (AI) affected the productivity of customer service agents and customer sentiment in online interactions. Collaborating with a meal delivery company, we conducted a randomized field experiment that exploited exogenous variation in... View Details
      Keywords: AI and Machine Learning; Customer Focus and Relationships; Performance Efficiency
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      Zhang, Shunyuan, and Das Narayandas. "Engaging Customers with AI in Online Chats: Evidence from a Randomized Field Experiment." Management Science (forthcoming).
      • Teaching Interest

      Harvard Business Analytics Program

      By: Michael L. Tushman

      The Harvard Business Analytics Program is offered through a collaboration between Harvard Business School (HBS), the John A. Paulson School of Engineering and Applied Sciences (SEAS), and the Faculty of Arts and Sciences (FAS).

      Designed for... View Details

      • Forthcoming
      • Article

      Human-Algorithm Collaboration with Private Information: Naïve Advice Weighting Behavior and Mitigation

      By: Maya Balakrishnan, Kris Ferreira and Jordan Tong
      Even if algorithms make better predictions than humans on average, humans may sometimes have private information which an algorithm does not have access to that can improve performance. How can we help humans effectively use and adjust recommendations made by... View Details
      Keywords: AI and Machine Learning; Analytics and Data Science; Forecasting and Prediction; Digital Marketing
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      Balakrishnan, Maya, Kris Ferreira, and Jordan Tong. "Human-Algorithm Collaboration with Private Information: Naïve Advice Weighting Behavior and Mitigation." Management Science (forthcoming). (Pre-published online March 24, 2025.)
      • Research Summary

      Overview

      By: Iavor I. Bojinov
      Over the last decade, technology companies like Amazon, Google, and Netflix have pioneered data-driven research and development processes centered on massive experimentation. However, as companies increase the breadth and scale of their experiments to millions of... View Details
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