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      • August 2019
      • Article

      When and How to Diversify—A Multicategory Utility Model for Personalized Content Recommendation

      By: Yicheng Song, Nachiketa Sahoo and Elie Ofek
      Sometimes we desire change, a break from the same or an opportunity to fulfill different aspects of our needs. Noting that consumers seek variety, several approaches have been developed to diversify items recommended by personalized recommender systems. However,... View Details
      Keywords: Recommender Systems; Personalization; Recommendation Diversity; Variety Seeking; Collaborative Filtering; Consumer Utility Models; Digital Media; Clickstream Analysis; Learning-to-rank; Consumer Behavior; Media; Customization and Personalization; Strategy; Mathematical Methods
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      Song, Yicheng, Nachiketa Sahoo, and Elie Ofek. "When and How to Diversify—A Multicategory Utility Model for Personalized Content Recommendation." Management Science 65, no. 8 (August 2019): 3737–3757.
      • July 2019 (Revised November 2022)
      • Case

      Backstage at Boston Ballet

      By: David G. Fubini, Ryan Raffaelli, Begum Agca Okutgen and Julia Kelley
      This case asks students to consider how to prioritize goals when placed in a new leadership role. In August 2014, Meredith “Max” Hodges became the youngest Executive Director (ED) in the Boston Ballet’s 51-year history. In her first year, she was able to claim several... View Details
      Keywords: Organizational Behavior; Managing Change; Strategy Execution; Priorities; Arts; Buildings and Facilities; Decision Making; Theater Entertainment; Leadership; Business or Company Management; Mission and Purpose; Organizational Change and Adaptation; Strategic Planning; Problems and Challenges; Nonprofit Organizations; Strategy; Marketing; Price; Fine Arts Industry; Entertainment and Recreation Industry; Education Industry; United States; North America; Massachusetts; Boston; New England; Northeastern United States
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      Fubini, David G., Ryan Raffaelli, Begum Agca Okutgen, and Julia Kelley. "Backstage at Boston Ballet." Harvard Business School Case 420-005, July 2019. (Revised November 2022.)
      • Article

      Why Am I Seeing This Ad? The Effect of Ad Transparency on Ad Effectiveness

      By: Tami Kim, Kate Barasz and Leslie K. John
      Given the increasingly specific ways marketers can target ads, many consumers and regulators are demanding ad transparency: disclosure of how consumers’ personal information was used to generate ads. We investigate how and why ad transparency impacts ad effectiveness.... View Details
      Keywords: Digital Marketing; Customization and Personalization; Information; Trust; Performance Effectiveness
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      Kim, Tami, Kate Barasz, and Leslie K. John. "Why Am I Seeing This Ad? The Effect of Ad Transparency on Ad Effectiveness." Journal of Consumer Research 45, no. 5 (February 2019): 906–932.
      • January 2019
      • Case

      Data.gov (Abridged)

      By: Karim R. Lakhani, Robert D. Austin and Yumi Yi
      This case presents the logic and execution underlying the launch of Data.gov, an instantiation of President Obama's initiative for transparency and open government. The process used by Vivek Kundra, the federal CIO, and his team to rapidly develop the website and to... View Details
      Keywords: Safety; Rights; Analytics and Data Science; Internet and the Web; Ethics; Cost vs Benefits; Innovation and Management; Information Management; Public Administration Industry; Information Industry; United States
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      Lakhani, Karim R., Robert D. Austin, and Yumi Yi. "Data.gov (Abridged)." Harvard Business School Case 619-043, January 2019.
      • December 2018
      • Case

      Choosy

      By: Jeffrey J. Bussgang and Julia Kelley
      Founded in 2017, Choosy is a data-driven fashion startup that uses algorithms to identify styles trending on social media. After manufacturing similar items using a China-based supply chain, Choosy sells them to consumers through its website and social media pages.... View Details
      Keywords: Artificial Intelligence; Algorithms; Machine Learning; Neural Networks; Instagram; Influencer; Fast Fashion; Design; Customer Satisfaction; Customer Focus and Relationships; Decision Making; Cost vs Benefits; Innovation and Invention; Brands and Branding; Product Positioning; Demand and Consumers; Supply Chain; Production; Logistics; Business Model; Expansion; Internet and the Web; Mobile and Wireless Technology; Digital Platforms; Social Media; Technology Industry; Fashion Industry; North and Central America; United States; New York (state, US); New York (city, NY)
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      Bussgang, Jeffrey J., and Julia Kelley. "Choosy." Harvard Business School Case 819-054, December 2018.
      • November 2018 (Revised February 2019)
      • Teaching Plan

      Gimlet Media: A Podcasting Startup

      By: John Deighton and Leora Kornfeld
      When digital distribution becomes an option for an analog industry, the effects on the incumbents can be devastating. Is podcasting the beginning of the end of radio? Can it do what streaming video did to television and websites did to print? Two former public radio... View Details
      Keywords: Platforms And Ecosystems; Startup; Creative Industries; Digital Marketing; Podcasting; Business Startups; Media; Entertainment; Growth and Development Strategy; Digital Platforms; United States
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      Deighton, John, and Leora Kornfeld. "Gimlet Media: A Podcasting Startup." Harvard Business School Teaching Plan 919-405, November 2018. (Revised February 2019.)
      • 2018
      • Working Paper

      Need for Speed: The Impact of Website Performance on Online Retail

      By: Santiago Gallino, Nil Karacaoglu and Antonio Moreno
      The share of e-commerce sales is rapidly increasing and so are the associated losses generated by website outages and slow websites. We leverage novel retail and website performance data to investigate the impact of website performance on online sales. This question is... View Details
      Keywords: Online Retail; Quasi-experiments; Abandonment; Synthetic Control; Internet and the Web; Performance; Service Operations
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      Gallino, Santiago, Nil Karacaoglu, and Antonio Moreno. "Need for Speed: The Impact of Website Performance on Online Retail." Working Paper, October 2018.
      • September–October 2018
      • Article

      Online MAP Enforcement: Evidence from a Quasi-Experiment

      By: Ayelet Israeli
      This paper investigates a manufacturer’s ability to influence compliance rates among its authorized online retailers by exploiting changes in the Minimum Advertised Price (MAP) policy and in dealer agreements. MAP is a pricing policy widely used by manufacturers to... View Details
      Keywords: Pricing Policies; Pricing; Channel Management; Legal Aspects Of Business; Retail; Price; Policy; Governance Compliance; Distribution Channels; Management; Retail Industry
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      Israeli, Ayelet. "Online MAP Enforcement: Evidence from a Quasi-Experiment." Marketing Science 37, no. 5 (September–October 2018): 710–732.
      • April 2018 (Revised February 2019)
      • Case

      Gimlet Media: A Podcasting Startup

      By: John Deighton and Leora Kornfeld
      When digital distribution becomes an option for an analog industry, the effects on incumbents can be devastating. Is podcasting the beginning of the end of radio? Can it do what streaming video did to television and websites did to print? Two former public radio... View Details
      Keywords: Podcasting; Business Ecosystem; Business Startups; Media; Disruption; Strategy
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      Deighton, John, and Leora Kornfeld. "Gimlet Media: A Podcasting Startup." Harvard Business School Case 918-413, April 2018. (Revised February 2019.)
      • January–February 2018
      • Article

      Some Customers Would Rather Leave Without Saying Goodbye

      By: Eva Ascarza, Oded Netzer and Bruce G.S. Hardie
      We investigate the increasingly common business setting in which companies face the possibility of both observed and unobserved customer attrition (i.e., “overt” and “silent” churn) in the same pool of customers. This is the case for many online-based services where... View Details
      Keywords: Churn; Retention; Attrition; Customer Base Analysis; Hidden Markov Models; Latent Variable Models; Customer Relationship Management; Consumer Behavior
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      Ascarza, Eva, Oded Netzer, and Bruce G.S. Hardie. "Some Customers Would Rather Leave Without Saying Goodbye." Marketing Science 37, no. 1 (January–February 2018): 54–77.
      • October 2017 (Revised November 2017)
      • Case

      NYC311

      By: Constantine E. Kontokosta, Mitchell Weiss, Christine Snively and Sarah Gulick
      Joe Morrisroe, executive director for NYC311, had some gut instincts but no definitive answer to the question he was just asked by one of the mayor’s deputies: “Are some communities being underserved by 311? How do we know we are hearing from the right people?” Founded... View Details
      Keywords: New York City; NYC; 311; NYC311; Big Data; Equal Access; Bias; Data Analysis; Public Entrepreneurship; Urban Informatics; Predictive Analytics; Chief Data Officer; Data Analytics; Cities; City Leadership; Analytics and Data Science; Analysis; Prejudice and Bias; Entrepreneurship; Public Sector; City; Public Administration Industry; New York (city, NY)
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      Kontokosta, Constantine E., Mitchell Weiss, Christine Snively, and Sarah Gulick. "NYC311." Harvard Business School Case 818-056, October 2017. (Revised November 2017.)
      • September–October 2017
      • Article

      The Surprising Power of Online Experiments: Getting the Most Out of A/B and Other Controlled Tests

      By: Ron Kohavi and Stefan Thomke
      In the fast-moving digital world, even experts have a hard time assessing new ideas. Case in point: At Bing, a small headline change an employee proposed was deemed a low priority and shelved for months until one engineer decided to do a quick online controlled... View Details
      Keywords: Experiments; A/B Testing; Research; Consumer Behavior
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      Kohavi, Ron, and Stefan Thomke. "The Surprising Power of Online Experiments: Getting the Most Out of A/B and Other Controlled Tests." Harvard Business Review 95, no. 5 (September–October 2017): 74–82.
      • January 2017
      • Case

      Expanding Ecommerce at Technos

      By: Thales Teixeira, Rohit Deshpandé, Ruth Costas and Priscilla Zogbi
      Technos was the market leader in the Brazilian watch market. Its CEO had made a firm commitment to evolve the company’s marketing and commercial practices by focusing less on pushing product to retail clients and more on branding to end consumers to pull watches from... View Details
      Keywords: Technos; Watch; Wristwatch; Ecommerce; Online Shopping; Distribution; Website; Marketing; Brazil; Latin America; Branding; Trade; Marketplace; Brands and Branding; Marketing Strategy; Internet and the Web; E-commerce; Digital Marketing; Apparel and Accessories Industry; Brazil
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      Teixeira, Thales, Rohit Deshpandé, Ruth Costas, and Priscilla Zogbi. "Expanding Ecommerce at Technos." Harvard Business School Case 517-078, January 2017.
      • Article

      Are Online and Offline Prices Similar? Evidence from Large Multi-Channel Retailers

      By: Alberto Cavallo
      Online prices are increasingly used for measurement and research applications, yet little is known about their relation to prices in physical stores, where most retail transactions occur. I conduct the first large-scale comparison of prices simultaneously collected... View Details
      Keywords: Online Prices; Offline Prices; Multi-channel Retailers; Price; Internet and the Web; Measurement and Metrics; Retail Industry
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      Cavallo, Alberto. "Are Online and Offline Prices Similar? Evidence from Large Multi-Channel Retailers." American Economic Review 107, no. 1 (January 2017): 283–303.
      • December 2016 (Revised October 2018)
      • Case

      U.S. Digital Service

      By: Mitchell Weiss, Nick Sinai and Michael Norris
      Mikey Dickerson and Haley Van Dyck found themselves far from home and far from certain about where to take the U.S. Digital Service (USDS) next. In the summer of 2015, they had landed in London to meet with Mike Bracken, director of the United Kingdom’s Government... View Details
      Keywords: Public Entrepreneurship; Haley Van Dyck; Mikey Dickerson; United States Digital Service; Digital Services; Innovation Teams; Scaling Innovation; 18F; Presidential Innovation Fellows; Government Digital Service; Mike Bracken; Innovation Fellowships; Entrepreneurship; Government Administration; Innovation and Management; United States; United Kingdom
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      Weiss, Mitchell, Nick Sinai, and Michael Norris. "U.S. Digital Service." Harvard Business School Case 817-032, December 2016. (Revised October 2018.)
      • September 2016 (Revised February 2017)
      • Case

      MyTime

      By: Juliane Begenau and Robin Greenwood
      Ethan Anderson, the CEO of San Francisco–based e-commerce company MyTime, must decide on the company's growth strategy. MyTime’s first product was a website and mobile app that offered consumers a convenient way to book appointments with local merchants throughout the... View Details
      Keywords: Customer Valuation; Discounted Cash Flow; Software; Valuation Methodologies; Subscriber Models; Financial Management; Corporate Finance; Growth and Development Strategy; Valuation; Applications and Software; Information Technology Industry; North and Central America
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      Begenau, Juliane, and Robin Greenwood. "MyTime." Harvard Business School Case 217-026, September 2016. (Revised February 2017.)
      • February 2016 (Revised May 2016)
      • Case

      Dinr: My First Start-up (A)

      By: Shikhar Ghosh and Kristina Maslauskaite
      In May 2012, a young employee at Google's London office, Markus Berger, was thinking whether he should quit his job and go after his dream of becoming an entrepreneur. Berger's idea was to create Dinr, a company that would offer an upscale food ingredient delivery... View Details
      Keywords: Exit Strategy; Startup; Start-up; Business Exit or Shutdown; Business Startups; Entrepreneurship; Food
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      Ghosh, Shikhar, and Kristina Maslauskaite. "Dinr: My First Start-up (A)." Harvard Business School Case 816-080, February 2016. (Revised May 2016.)
      • January 2015 (Revised May 2018)
      • Case

      $19B 4 txt app WhatsApp...omg!

      By: David Collis, Ashley Hartman and Aakash Mehta
      In February 2014, Facebook announced the acquisition of WhatsApp for $19 billion. WhatsApp, founded in 2009, was a relatively young company that employed only 50 people and earned merely $10 million in revenue in 2013. It was one of many mobile messaging services that... View Details
      Keywords: WhatsApp; Facebook; Mobile Messaging; Social Network; Acquisitions; Value Added; Strategy Alignment; Monetization; Social Platforms; Technology; Strategy; Corporate Strategy; Acquisition; Communication Technology; Social and Collaborative Networks; Value Creation; Social Media; Applications and Software; Digital Platforms; Communications Industry; Information Technology Industry
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      Collis, David, Ashley Hartman, and Aakash Mehta. "$19B 4 txt app WhatsApp...omg!" Harvard Business School Case 715-441, January 2015. (Revised May 2018.)
      • October 2014 (Revised March 2015)
      • Case

      Integrated Reporting at Aegon

      By: Robert G. Eccles, George Serafeim, Sydney Ribot and Michael Krzus
      In 2011, Aegon adopted integrated reporting—a corporate reporting approach that sought to present company performance in a holistic light by considering medium- to long-term issues, stakeholder opinions, and the relationship between material financial and nonfinancial... View Details
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      Eccles, Robert G., George Serafeim, Sydney Ribot, and Michael Krzus. "Integrated Reporting at Aegon." Harvard Business School Case 315-011, October 2014. (Revised March 2015.)
      • September 2014 (Revised March 2015)
      • Case

      Managing Multi-Media Audiences at WHDH (Boston)

      By: Thales Teixeira and V. Kasturi Rangan
      WHDH's Channel 7 News rose to the #1 position in Boston-area news broadcasting through its embrace of an innovative format and for affiliating with NBC. Since the early 2000s, however, other news programs had copied their format, and young audiences had begun to use... View Details
      Keywords: Online News; Television Advertising; Attention Economics; Cross-media Efforts; Competition; Internet and the Web; Consumer Behavior; Organizational Change and Adaptation; Change Management; Marketing Strategy; Decision Choices and Conditions; Digital Marketing; Television Entertainment; Media and Broadcasting Industry; Boston
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      Teixeira, Thales, and V. Kasturi Rangan. "Managing Multi-Media Audiences at WHDH (Boston)." Harvard Business School Case 515-037, September 2014. (Revised March 2015.)
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