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- 2025
- Working Paper
Dynamic Personalization with Multiple Customer Signals: Multi-Response State Representation in Reinforcement Learning
Reinforcement learning (RL) offers potential for optimizing sequences of customer interactions by modeling the relationships
between customer states, company actions, and long-term value. However, its practical implementation often faces significant
challenges.... View Details
Keywords: Dynamic Policy; Deep Reinforcement Learning; Representation Learning; Dynamic Difficulty Adjustment; Latent Variable Models; Customer Relationship Management; Customer Value and Value Chain; Foreign Direct Investment; Analytics and Data Science
Ma, Liangzong, Ta-Wei Huang, Eva Ascarza, and Ayelet Israeli. "Dynamic Personalization with Multiple Customer Signals: Multi-Response State Representation in Reinforcement Learning." Harvard Business School Working Paper, No. 25-037, February 2025.
- 2024
- Working Paper
What Makes Players Pay? An Empirical Investigation of In-Game Lotteries
By: Tomomichi Amano and Andrey Simonov
In 2020, gamers spent more than $15 billion on loot boxes, lotteries of virtual items in video
games. Paid loot boxes are contentious. Game producers argue that loot boxes complement
the gameplay and expenditures on loot boxes reflect players’ enjoyment of the game.... View Details
Keywords: Consumer Behavior; Policy; Games, Gaming, and Gambling; Product Design; Ethics; Governing Rules, Regulations, and Reforms; Video Game Industry
Amano, Tomomichi, and Andrey Simonov. "What Makes Players Pay? An Empirical Investigation of In-Game Lotteries." Columbia Business School Research Paper Series, No. 4355019, June 2024.
- June 2024
- Case
Arete Research on Unity Software
By: Joseph Pacelli and Tonia Labruyere
Richard Kramer had founded Arete Research, an independent financial research provider, in 2000 after a successful career as a sell-side analyst at Goldman Sachs. He reflects on his team's coverage of Unity Software, a U.S.-based mobile games software company, that... View Details
Keywords: Analysis; Initial Public Offering; Analytics and Data Science; Applications and Software; Mobile and Wireless Technology; Valuation; Value Creation; Mergers and Acquisitions; Business Model; Reports; Video Game Industry; Video Game Industry; United Kingdom; United States
Pacelli, Joseph, and Tonia Labruyere. "Arete Research on Unity Software." Harvard Business School Case 124-086, June 2024.
- March 2024 (Revised September 2024)
- Case
Supercell 2.0: Clash of Plans
By: Jeffrey F. Rayport and George Gonzalez
Founded in 2010, Supercell was a Helsinki, Finland-based mobile gaming company that had developed and launched five global hit mobile games: Clash of Clans, Clash Royale, Hay Day, Brawl Stars, and Boom Beach. The company’s early philosophy was that it could produce... View Details
Keywords: Business Growth and Maturation; Restructuring; Games, Gaming, and Gambling; Organizational Change and Adaptation; Organizational Culture; Organizational Structure; Corporate Strategy; Video Game Industry; Finland
Rayport, Jeffrey F., and George Gonzalez. "Supercell 2.0: Clash of Plans." Harvard Business School Case 824-180, March 2024. (Revised September 2024.)
- January 2024
- Case
National Football League and Private 5G
By: Andy Wu, Grant Son and Shuoyu Chen
On September 9, 2021, the National Football League (NFL) designated Verizon as its official 5G partner in a 10-year deal, committed to enhance the experience for NFL teams, players, and fans in stadiums. NFL Commissioner Roger Goodell said, “Verizon will help us... View Details
Keywords: Football; National Football League; 5G; Verizon; Communication Technology; Mobile and Wireless Technology; Technology Adoption; Risk and Uncertainty; Business Strategy; Collaborative Innovation and Invention; Sports Industry; Telecommunications Industry
Wu, Andy, Grant Son, and Shuoyu Chen. "National Football League and Private 5G." Harvard Business School Case 724-433, January 2024.
- March 2022
- Teaching Note
Skillz: Esports and Skill-Based Mobile Gaming
By: Andy Wu
Teaching Note for HBS Case No. 721-358. View Details
- 2023
- Working Paper
Personalized Game Design for Improved User Retention and Monetization in Freemium Games
By: Eva Ascarza, Oded Netzer and Julian Runge
One of the most crucial aspects and significant levers that gaming companies possess in designing
digital games is setting the level of difficulty, which essentially regulates the user’s ability to
progress within the game. This aspect is particularly significant in... View Details
Keywords: Freemium; Retention/churn; Field Experiment; Field Experiments; Gaming; Gaming Industry; Mobile App; Mobile App Industry; Monetization; Monetization Strategy; Games, Gaming, and Gambling; Mobile and Wireless Technology; Customers; Retention; Product Design; Strategy
Ascarza, Eva, Oded Netzer, and Julian Runge. "Personalized Game Design for Improved User Retention and Monetization in Freemium Games." Harvard Business School Working Paper, No. 21-062, November 2020. (Revised December 2023.)
- October 2020 (Revised August 2022)
- Case
Epic Games: Nineteen Eighty-Fortnite
By: Andy Wu, Miaomiao Zhang and Christopher Zhang
In the midst of intensifying public and political attention towards the market power of big technology, Epic Games in 2020 challenged the status quo that has existed for years in the Apple iOS and Google Android mobile application marketplaces and payment systems.... View Details
Keywords: Mobile Platforms; Mobile App Industry; Mobile Payment Systems; Antitrust; Games, Gaming, and Gambling; Mobile and Wireless Technology; Lawsuits and Litigation; Entrepreneurship; Competitive Strategy; Digital Platforms; United States
Wu, Andy, Miaomiao Zhang, and Christopher Zhang. "Epic Games: Nineteen Eighty-Fortnite." Harvard Business School Case 721-395, October 2020. (Revised August 2022.)
- August 2020 (Revised June 2021)
- Case
Skillz: Esports and Skill-Based Mobile Gaming
By: Andy Wu, David B. Yoffie and George Gonzalez
Founded in 2012, Skillz offered a platform for mobile app developers to monetize skill-based games via prized tournaments. Skillz had over 20,000 registered developers that had created thousands of Skillz-powered games played by over 30 million registered users... View Details
Keywords: Video Games; Mobile; Esports; Applications and Software; Games, Gaming, and Gambling; Mobile and Wireless Technology; Growth and Development Strategy; Information Technology; Digital Platforms; United States
Wu, Andy, David B. Yoffie, and George Gonzalez. "Skillz: Esports and Skill-Based Mobile Gaming." Harvard Business School Case 721-358, August 2020. (Revised June 2021.)
- December 2019 (Revised January 2022)
- Supplement
Othellonia: Growing a Mobile Game
- December 2019 (Revised January 2022)
- Supplement
Othellonia: Growing a Mobile Game
- November 2019 (Revised December 2023)
- Teaching Note
Othellonia: Growing a Mobile Game
Teaching note for case 520-016 View Details
- September 2019 (Revised June 2020)
- Case
Othellonia: Growing a Mobile Game
In the summer of 2019, Yu Sasaki, Head of the Game Division of DeNA, a Japanese mobile gaming company, is evaluating various growth strategies for its recent game Othellonia. Sasaki needs to decide if he should focus on customer acquisition, retention, or monetization. View Details
Keywords: Targeting; Retention/churn; Freemium; Monetization; Customer Relationship Management; Games, Gaming, and Gambling; Mobile and Wireless Technology; Growth and Development Strategy; Marketing; Customers; Marketing Strategy; Retention; Acquisition; Entertainment and Recreation Industry; Japan
Ascarza, Eva, Tomomichi Amano, and Sunil Gupta. "Othellonia: Growing a Mobile Game." Harvard Business School Case 520-016, September 2019. (Revised June 2020.)
- November 2018 (Revised April 2019)
- Case
Nike: Changing the Sneakers Game
By: Anita Elberse, Bryce Aiken and Howard Johnson
“Our goal is to be the kind of start-up that would terrify Nike—if Nike didn’t already own us.” Ron Faris, general manager of S23NYC, a Manhattan-based digital studio owned by sports apparel giant Nike, is on the phone with Adam Sussman, Nike’s chief digital officer.... View Details
Keywords: Digital Technology; Apparel; Fashion; Superstar; Innovation; General Management; Mobile and Wireless Technology; Strategy; Marketing Strategy; Innovation and Invention; Management; Sports; Entertainment; Digital Strategy; Apparel and Accessories Industry
Elberse, Anita, Bryce Aiken, and Howard Johnson. "Nike: Changing the Sneakers Game." Harvard Business School Case 519-039, November 2018. (Revised April 2019.)
- January 2018
- Case
Peak Games: Hiring Priorities in Times of Rapid Growth (A)
By: William R. Kerr and Gamze Yucaoglu
Sidar Şahin, founder and CEO of Peak Games, a Turkey-based global mobile gaming company, must decide on the final list of candidates for the critical global marketing director position the company has been trying to fill for over a year. Since its founding in 2010,... View Details
Keywords: Recruiting; Staffing; Emergent Countries; Entrepreneurial Management; Private Sector; Business Strategy; Decision; Growth Management; Games, Gaming, and Gambling; Selection and Staffing; Talent and Talent Management; Business Model; Growth and Development Strategy; Competitive Advantage; Value Creation; Organizational Culture; Decision Choices and Conditions; Technology Industry; Turkey
Kerr, William R., and Gamze Yucaoglu. "Peak Games: Hiring Priorities in Times of Rapid Growth (A)." Harvard Business School Case 818-083, January 2018.
- January 2018
- Supplement
Peak Games: Hiring Priorities in Times of Rapid Growth (B)
By: William R. Kerr and Gamze Yucaoglu
On November 7, 2017, Sidar Şahin, founder and CEO of Peak Games, a Turkey-based global mobile gaming company, had just closed the sale of Peak Games’ card games studio. This sale included three of the company’s top grossing games and half of its team. Sahin was happy... View Details
Keywords: Games; Gaming; Acquisitions; Exits; Private Sector; Decision; Games, Gaming, and Gambling; Emerging Markets; Acquisition; Entrepreneurship; For-Profit Firms; Business Model; Business Strategy; Competitive Advantage; Growth and Development Strategy; Decision Making; Value Creation; Leading Change; Management Teams; Technology Industry; Turkey
Kerr, William R., and Gamze Yucaoglu. "Peak Games: Hiring Priorities in Times of Rapid Growth (B)." Harvard Business School Supplement 818-084, January 2018.
- April 2017 (Revised May 2022)
- Case
King Digital Entertainment
By: Jeffrey F. Rayport, Davide Sola, Federica Gabrieli and Elena Corsi
Riccardo Zacconi was the co-founder and CEO of King Digital Entertainment, the video game company that had quickly established itself as the world’s leading maker of casual games for mobile devices after the sensational success of its game “Candy Crush Saga.” Zacconi... View Details
Keywords: Entrepreneurship; Information Technology; Growth and Development Strategy; Organizational Structure; Acquisition; Decision Choices and Conditions; Video Game Industry; Europe; Sweden
Rayport, Jeffrey F., Davide Sola, Federica Gabrieli, and Elena Corsi. "King Digital Entertainment." Harvard Business School Case 817-117, April 2017. (Revised May 2022.)
- March 2015 (Revised September 2016)
- Technical Note
Baidu, Alibaba, and Tencent: The Three Kingdoms of the Chinese Internet
By: Feng Zhu and Aaron Smith
This note provides an overview of the Chinese Internet by describing its leading three companies: Baidu, Alibaba, and Tencent (BAT). While BAT had previously focused their respective businesses on distinct sectors of the online economy—Baidu for search, Alibaba for... View Details
Zhu, Feng, and Aaron Smith. "Baidu, Alibaba, and Tencent: The Three Kingdoms of the Chinese Internet." Harvard Business School Technical Note 615-039, March 2015. (Revised September 2016.)
- March 2013
- Article
For Mobile Devices, Think Apps, Not Ads
By: Sunil Gupta
Many companies envision mobile ads becoming an integral part of their communications strategies. But there's a growing consensus that ads don't work on mobile devices; consumers just don't like them. Instead of creating tiny banner ads, smart marketers will turn to... View Details
Keywords: Applications and Software; Advertising; Mobile and Wireless Technology; Innovation and Invention
Gupta, Sunil. "For Mobile Devices, Think Apps, Not Ads." Harvard Business Review 91, no. 3 (March 2013).
- March 2012
- Case
Angry Birds
By: Sunil Gupta and Dharmishta Rood
Within months of its launch in December 2009, Angry Birds, a mobile game created by a small Finnish company, Rovio Entertainment Ltd., became an international hit. By late 2011, Rovio was not only making Angry Birds games for the iPhone, Android and other mobile... View Details
Keywords: Brands and Branding; Marketing Strategy; Diversification; Expansion; Video Game Industry; Finland
Gupta, Sunil, and Dharmishta Rood. "Angry Birds." Harvard Business School Case 512-033, March 2012.