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  • 2016
  • Chapter

User-Generated Content and Social Media

By: Michael Luca
This paper documents what economists have learned about user-generated content (UGC) and social media. A growing body of evidence suggests that UGC on platforms ranging from Yelp to Facebook has a large causal impact on economic and social outcomes ranging from... View Details
Keywords: User-generated Content; Crowdsourcing; Design Economics; Internet and the Web; Marketing; Economics; Media; Social Media
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Luca, Michael. "User-Generated Content and Social Media." Chap. 12 in Handbook of Media Economics. Vol. 1B, edited by Simon Anderson, Joel Waldfogel, and David Strömberg. North-Holland Publishing Company, 2016.
  • October 2019 (Revised October 2019)
  • Case

Epic Games

By: Andy Wu and Christopher Zhang
Epic Games entered a stagnant market with its PC-games digital storefront in 2018, in the context of incumbent competitors such as Steam, its meteoric rise via Fortnite, and imminent industry shifts in gaming distribution. On the surface, Epic Games Store’s competitive... View Details
Keywords: Industry Analysis; Video Games; Platforms; Comparative Advantage; Growth Strategy; Innovation Focused Strategy; Pricing Strategy; Strategy; Competition; Growth and Development Strategy; Innovation Strategy; Games, Gaming, and Gambling; Digital Platforms; Technology Industry
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Wu, Andy, and Christopher Zhang. "Epic Games." Harvard Business School Case 720-380, October 2019. (Revised October 2019.)
  • April 18, 2022
  • Article

Will mRNA Technology Companies Spawn Innovation Ecosystems?

By: Christoph Grimpe, Timo Minssen, W. Nicholson Price, II and Ariel Dora Stern
The mRNA technologies that helped rapidly create effective COVID-19 vaccines could become technology platform businesses, which has tremendous implications for players in the world of drug development. These platforms could attract other companies interested in... View Details
Keywords: Health Care; Digital Health; Technology; Innovation; Health Care and Treatment; Technological Innovation; Digital Transformation; Health Industry; United States
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Grimpe, Christoph, Timo Minssen, W. Nicholson Price, II, and Ariel Dora Stern. "Will mRNA Technology Companies Spawn Innovation Ecosystems?" Harvard Business Review (website) (April 18, 2022).
  • 2016
  • Article

Peer-to-Peer Markets

By: Liran Einav, Chiara Farronato and Jonathan Levin
Peer-to-peer markets such as eBay, Uber, and Airbnb allow small suppliers to compete with traditional providers of goods or services. We view the primary function of these markets as making it easy for buyers to find sellers and engage in convenient, trustworthy... View Details
Keywords: Peer-to-peer; Online Platforms; Matching; Innovation; Digital Platforms; Marketplace Matching; Market Design; Internet and the Web; Technology Adoption; Network Effects; Market Entry and Exit
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Einav, Liran, Chiara Farronato, and Jonathan Levin. "Peer-to-Peer Markets." Annual Review of Economics 8 (2016): 615–635.
  • November–December 2021
  • Article

Does Gender Matter? The Effect of Management Responses on Reviewing Behavior

By: Davide Proserpio, Isamar Troncoso and Francesca Valsesia
We study the effect of management responses on the reviewing behavior of self-identified female and male reviewers. Using data from Tripadvisor, we show that after hotels begin to respond to reviews, the probability that a negative review comes from a self-identified... View Details
Keywords: Word Of Mouth; Online Reviews; Management Responses; E-commerce; Gender; Prejudice and Bias; Digital Platforms; Customers
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Proserpio, Davide, Isamar Troncoso, and Francesca Valsesia. "Does Gender Matter? The Effect of Management Responses on Reviewing Behavior." Marketing Science 40, no. 6 (November–December 2021): 1199–1213.
  • August 2014
  • Case

Netflix: Designing the Netflix Prize (A)

By: Karim R. Lakhani, Wesley M. Cohen, Kynon Ingram, Tushar Kothalkar, Maxim Kuzemchenko, Santosh Malik, Cynthia Meyn, Greta Friar and Stephanie Healy Pokrywa
In 2006, Reed Hastings, CEO of Netflix, was looking for a way to solve Netflix's customer churn problem. Netflix used Cinematch, its proprietary movie recommendation software, to promote individually determined best-fit movies to customers. Hastings determined that a... View Details
Keywords: Crowdsourcing; Prizes; Digitization; Algorithms; Recommendation Software; Disruption; Transformation; Collaborative Innovation and Invention; Technological Innovation; Knowledge Sharing; Applications and Software; Motion Pictures and Video Industry; Entertainment and Recreation Industry; Technology Industry; United States
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Lakhani, Karim R., Wesley M. Cohen, Kynon Ingram, Tushar Kothalkar, Maxim Kuzemchenko, Santosh Malik, Cynthia Meyn, Greta Friar, and Stephanie Healy Pokrywa. "Netflix: Designing the Netflix Prize (A)." Harvard Business School Case 615-015, August 2014.
  • December 2022 (Revised August 2023)
  • Case

Circles.Life at a Crossroads of Growth

By: Juan Alcácer and Adina Wong
In June 2022, the founders of Singapore mobile operator Circles.Life had a crucial decision to make. Circles.Life developed a new business model in mobile telecommunications—a digital telco—built around its proprietary operating system. After expanding its brand in... View Details
Keywords: Business Model; Decisions; Technological Innovation; Applications and Software; Business Strategy; Telecommunications Industry; Singapore
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Alcácer, Juan, and Adina Wong. "Circles.Life at a Crossroads of Growth." Harvard Business School Case 723-404, December 2022. (Revised August 2023.)
  • March 2022 (Revised July 2022)
  • Teaching Note

Camera IQ and the Metaverse: Building Augmented Reality Brand Experiences

By: Jill Avery
Camera IQ, a camera marketing software company that empowered brands to create and launch augmented reality experiences (AREs) across social platforms, had just raised an additional $5 million to fund further product development and expand its marketing and sales... View Details
Keywords: Brand Management; Virtual Reality; Augmented Reality; B2B; E-commerce; Technology Platform; Marketing; Marketing Communications; Marketing Strategy; Brands and Branding; Digital Marketing; Internet and the Web; Growth Management; Customer Relationship Management; Customer Value and Value Chain; Social Media; Applications and Software; Digital Platforms; Advertising Industry; United States
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Avery, Jill. "Camera IQ and the Metaverse: Building Augmented Reality Brand Experiences." Harvard Business School Teaching Note 522-065, March 2022. (Revised July 2022.)
  • November–December 2020
  • Article

Rethinking the On-Demand Workforce

By: Joseph B. Fuller, Manjari Raman, Allison Bailey and Nithya Vaduganathan
As companies struggle with chronic skills shortages and changing labor demographics, a new generation of talent platforms, offering on-demand access to highly trained workers, has begun to help. These platforms include marketplaces for premium expertise (such as Toptal... View Details
Keywords: Talent Acquisition; Platforms; Skilled Labor Recruitment; Gig Economy; Talent and Talent Management; Selection and Staffing; Internet and the Web; Strategy; Digital Platforms
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Fuller, Joseph B., Manjari Raman, Allison Bailey, and Nithya Vaduganathan. "Rethinking the On-Demand Workforce." Harvard Business Review 98, no. 6 (November–December 2020): 96–103.
  • August 2019 (Revised February 2020)
  • Teaching Note

Sidewalk Labs: Privacy in a City Built from the Internet Up

By: Leslie John and Mitch Weiss
Email mking@hbs.edu for a courtesy copy.

The case serves as a microcosm of issues of digital privacy: the availability of data – personal data in particular – has tremendous potential to improve people’s lives... View Details
Keywords: Privacy; Privacy By Design; Privacy Regulation; Platforms; Data; Data Security; Behavioral Science; Analytics and Data Science; Safety; Entrepreneurship; Business and Government Relations; Consumer Behavior; Digital Platforms
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John, Leslie, and Mitch Weiss. "Sidewalk Labs: Privacy in a City Built from the Internet Up." Harvard Business School Teaching Note 820-023, August 2019. (Revised February 2020.) (Email mking@hbs.edu for a courtesy copy.)
  • 07 Jul 2019
  • HBS Case

Walmart's Workforce of the Future

initiative. “That requires a lot of reskilling of employees and hard choices, in an uncertain environment, in terms of how to deploy capital.” “This View Details
Keywords: by Julia Hanna; Retail
  • May 2021 (Revised February 2024)
  • Teaching Note

THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)

By: Ayelet Israeli and Jill Avery
THE YES, a multi-brand shopping app launched in May 2020 offered a new type of buying experience for women’s fashion, driven by a sophisticated algorithm that used data science and machine learning to create and deliver a personalized store for every shopper, based on... View Details
Keywords: Data; Data Analytics; Artificial Intelligence; AI; AI Algorithms; AI Creativity; Fashion; Retail; Retail Analytics; E-Commerce Strategy; Platform; Platforms; Big Data; Preference Elicitation; Predictive Analytics; App Development; "Marketing Analytics"; Advertising; Mobile App; Mobile Marketing; Apparel; Online Advertising; Referral Rewards; Referrals; Female Ceo; Female Entrepreneur; Female Protagonist; Analytics and Data Science; Analysis; Creativity; Marketing Strategy; Brands and Branding; Consumer Behavior; Demand and Consumers; Forecasting and Prediction; Marketing Channels; Digital Marketing; Internet and the Web; Mobile and Wireless Technology; AI and Machine Learning; E-commerce; Digital Platforms; Fashion Industry; Retail Industry; Apparel and Accessories Industry; Consumer Products Industry; United States
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Israeli, Ayelet, and Jill Avery. "THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)." Harvard Business School Teaching Note 521-097, May 2021. (Revised February 2024.)
  • September 2016 (Revised February 2017)
  • Case

Angie's List: Ratings Pioneer Turns 20

By: Robert J. Dolan and Ayelet Israeli
In 1995, before people “googled” or “yelped,” Angela Hicks (HBS, 2000) was establishing her Angie’s List as a pioneer in the accumulation and dissemination of consumer rating information. Hicks focused on the home repair and maintenance market and, as she put it,... View Details
Keywords: Pricing; Pricing Strategy; Services; Product Line Management; Growth; Conjoint Analysis; Market Research; Freemium; Growth Strategy; Two Sided Markets; Ecommerce; Platform; Platform Business; Platform Businesses; Platform Strategy; Platforms; Platforms And Ecosystems; Business Model; Internet and the Web; Business Growth and Maturation; Growth and Development Strategy; Price; Strategy; Digital Platforms; E-commerce; Service Industry; United States
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Dolan, Robert J., and Ayelet Israeli. "Angie's List: Ratings Pioneer Turns 20." Harvard Business School Case 517-016, September 2016. (Revised February 2017.)
  • June 2016
  • Case

Publicis Groupe 2016: Maurice and the Millennials

By: Rosabeth Moss Kanter and Jonathan Cohen
Having built Publicis Groupe through acquisitions maintained as separate brands, CEO Maurice Lévy wanted to transform the advertising and marketing firm to an integrated digital-ready enterprise to address industry changes. In early 2016, following a reorganization, he... View Details
Keywords: Managing Change; Transformations; Digital; Millennials; Change; Innovation; Acquisitions; Merger; Culture; Advertising Agency; Reorganization; Organizational Change and Adaptation; Information Technology; Change Management; Restructuring; Management Succession; Marketing; Mergers and Acquisitions; Transformation; Innovation and Invention; Digital Marketing; Advertising Industry
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Kanter, Rosabeth Moss, and Jonathan Cohen. "Publicis Groupe 2016: Maurice and the Millennials." Harvard Business School Case 316-127, June 2016.
  • 2024
  • Working Paper

Pitfalls of Demographic Forecasts of U.S. Elections

By: Richard Calvo, Vincent Pons and Jesse M. Shapiro
Many observers have forecast large partisan shifts in the US electorate based on demographic trends. Such forecasts are appealing because demographic trends are often predictable even over long horizons. We backtest demographic forecasts using data on US elections... View Details
Keywords: Mathematical Methods; Voting; Political Elections; Trends; Forecasting and Prediction; Demographics
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Calvo, Richard, Vincent Pons, and Jesse M. Shapiro. "Pitfalls of Demographic Forecasts of U.S. Elections." NBER Working Paper Series, No. 33016, October 2024.
  • September 2014
  • Supplement

Netflix: Designing the Netflix Prize (B)

By: Karim R. Lakhani, Wesley M. Cohen, Kynon Ingram, Tushar Kothalkar, Maxim Kuzemchenko, Santosh Malik, Cynthia Meyn, Stephanie Healy Pokrywa and Greta Friar
This supplemental case follows up on the Netflix Prize Contest described in Netflix: Designing the Netflix Prize (A). In the A case, Netflix CEO Reed Hastings must decide how to organize a crowdsourcing contest to improve the algorithms for Netflix's movie... View Details
Keywords: Crowdsourcing; Prizes; Digitization; Algorithms; Recommendation Software; Disruption; Transformation; Collaborative Innovation and Invention; Technological Innovation; Knowledge Sharing; Applications and Software
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Lakhani, Karim R., Wesley M. Cohen, Kynon Ingram, Tushar Kothalkar, Maxim Kuzemchenko, Santosh Malik, Cynthia Meyn, Stephanie Healy Pokrywa, and Greta Friar. "Netflix: Designing the Netflix Prize (B)." Harvard Business School Supplement 615-025, September 2014.
  • 2024
  • Working Paper

FinTech & Financial Frictions: The Rise of Revenue-Based Financing

By: Dominic Russel, Claire Shi and Rowan Clarke
We use data from a major South African payment processor to study how digital payments mitigate asymmetric information challenges in small business “revenue-based financing” contracts, which tie repayment schedules to future revenue. Eight months post-financing,... View Details
Keywords: Fintech; Small Business; Financing and Loans; South Africa
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Russel, Dominic, Claire Shi, and Rowan Clarke. "FinTech & Financial Frictions: The Rise of Revenue-Based Financing." SSRN Working Paper Series, July 2024.
  • 06 Mar 2020
  • Working Paper Summaries

Consumer Protection in an Online World: An Analysis of Occupational Licensing

Keywords: by Chiara Farronato, Andrey Fradkin, Bradley Larsen, and Erik Brynjolfsson; Service
  • March 2014
  • Teaching Note

The Weather Company

By: Rosabeth Moss Kanter and Ai-Ling Jamila Malone
New CEO David Kenny transformed The Weather Company in less than two years from a primary identity as a cable television channel to a multi-platform digital company innovating in the uses of weather data. He assesses progress and considers strategic choices and... View Details
Keywords: Leadership; Strategic Change; Technology; Digital; Weather; Organizational Change and Adaptation; Digital Platforms; Change Management; Leading Change; Growth and Development Strategy; Information Industry; Service Industry; Media and Broadcasting Industry
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Kanter, Rosabeth Moss, and Ai-Ling Jamila Malone. "The Weather Company." Harvard Business School Teaching Note 314-125, March 2014.
  • September 2019
  • Case

Shell: A Company of Opportunity?

By: Joseph B. Fuller and Emer Moloney
The Opportunity Hub was a cloud-based platform that enabled managers to market projects they were working on and associated resourcing needs as “Opportunity Owners” and employees, or “Opportunity Seekers,” to browse these statements of need and engage when they had... View Details
Keywords: Business Divisions; Change Management; Competency and Skills; Experience and Expertise; Talent and Talent Management; Energy; Energy Sources; Non-Renewable Energy; Renewable Energy; Human Resources; Employees; Retention; Collaborative Innovation and Invention; Innovation and Management; Innovation Strategy; Technological Innovation; Jobs and Positions; Job Design and Levels; Knowledge Sharing; Knowledge; Knowledge Use and Leverage; Labor; Human Capital; Labor Unions; Leading Change; Resource Allocation; Organizational Change and Adaptation; Performance Evaluation; Performance Productivity; Strategic Planning; Projects; Motivation and Incentives; Business Strategy; Social and Collaborative Networks; Technology Platform; Chemical Industry; Energy Industry; Information Technology Industry; Technology Industry; United Kingdom; Netherlands
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Fuller, Joseph B., and Emer Moloney. "Shell: A Company of Opportunity?" Harvard Business School Case 320-025, September 2019.
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