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  • December 2023 (Revised August 2024)
  • Supplement

Microsoft Azure and the Cloud Wars (B)

By: Andy Wu and Matt Higgins
By 2023, the global market for cloud infrastructure had consolidated into a three-horse race. As of Q4 2022, Amazon, Microsoft, and Google collectively accounted for 66% of the global market. AWS had a market share of 33%, Microsoft Azure had 23%, and Google Cloud had... View Details
Keywords: Microsoft; Artificial Intelligence; AI; Competition; Information Infrastructure; Market Participation
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Wu, Andy, and Matt Higgins. "Microsoft Azure and the Cloud Wars (B)." Harvard Business School Supplement 724-434, December 2023. (Revised August 2024.)
  • March 1998 (Revised November 1998)
  • Case

Empresas CAP, 1994

By: Tarun Khanna and Danielle Melito Wu
Empresas CAP began as a private-sector steel company in 1946. Over the next 40 years, CAP's ownership structure moved from nationalization to reprivatization. Unrestricted by state ownership, CAP began to diversify its holdings. The case considers the viability of... View Details
Keywords: Ownership; Privatization; Diversification; Competitive Strategy; Growth and Development Strategy; Management; Planning; Steel Industry
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Khanna, Tarun, and Danielle Melito Wu. "Empresas CAP, 1994." Harvard Business School Case 798-053, March 1998. (Revised November 1998.)
  • October 1996 (Revised April 1997)
  • Case

Tweeter etc.

By: John T. Gourville and George Wu
In the early 1990s, Tweeter etc., a small regional retailer of higher-end audio and video equipment, faced increasing competitive pricing pressures from several large regional and national consumer electronics chains. In response, in 1993, they introduced "Automatic... View Details
Keywords: Advertising; Customer Focus and Relationships; Price; Market Entry and Exit; Supply Chain Management; Competition; Electronics Industry; Retail Industry
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Gourville, John T., and George Wu. "Tweeter etc." Harvard Business School Case 597-028, October 1996. (Revised April 1997.)
  • February 2021
  • Article

Platform Diffusion at Temporary Gatherings: Social Coordination and Ecosystem Emergence

By: Tommy Pan Fang, Andy Wu and David R. Clough
Software platforms create value by cultivating an ecosystem of complementary products and services. Existing explanations for how a prospective complementor chooses platforms to join assume the complementor has rich information about the range of available platforms.... View Details
Keywords: Innovation Ecosystems; Technology Diffusion; Hackathon; Contagion; Software Applications; Software Development; Software Engineering; Technology Strategy; Technology Adoption; Technological Innovation; Information Infrastructure; Innovation Strategy; Digital Platforms; Network Effects; Applications and Software; Information Technology; Technology Industry; Computer Industry; Information Technology Industry; Video Game Industry
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Fang, Tommy Pan, Andy Wu, and David R. Clough. "Platform Diffusion at Temporary Gatherings: Social Coordination and Ecosystem Emergence." Art. 1. Strategic Management Journal 42, no. 2 (February 2021): 233–272. (Lead article.)
  • 2023
  • Working Paper

El Dorado Lost: Local Elites, Real Estate and the Education Business in China

By: Geoffrey Jones and Yuhai Wu
This working paper examines the evolving, complex and multifaceted relationship between the real estate industry and the education sector in China. The current crises in the private education and real estate sectors caused by policy shifts reflect the inter-meshing of... View Details
Keywords: Business and Government Relations; Policy; Government and Politics; Economic Sectors; Education Industry; Real Estate Industry; China
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Jones, Geoffrey, and Yuhai Wu. "El Dorado Lost: Local Elites, Real Estate and the Education Business in China." Harvard Business School Working Paper, No. 23-065, May 2023.
  • January 2023
  • Module Note

Network Effects in Technology

By: Andy Wu and Matt Higgins
In business and strategy contexts, network effects are often accompanied by bandwagon (or herding) effects, positive feedback loops (or accumulated advantage effects), and market tipping (or winner-take-all dynamics). Though these phenomena are often grouped together... View Details
Keywords: Strategy; Network Effects
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Wu, Andy, and Matt Higgins. "Network Effects in Technology." Harvard Business School Module Note 723-417, January 2023.
  • 2014
  • Teaching Note

Meizhou Dongpo Restaurant: Entrepreneurship, Leadership and Culture (TN)

By: F. Warren McFarlan, Weiku Wu and Jia Guo
Meizhou Dongpo is a large catering group in China. On June 6, 1996, the first Meizhou Dongpo Restaurant was opened in Beijing. The enterprise entered the stage of rapid development in 2000, and set up Beijing Meizhou Restaurant Management Co., Ltd. In June 2003 the... View Details
Keywords: Entrepreneurship; Leadership; National Culture; China; Restaurants; China
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McFarlan, F. Warren, Weiku Wu, and Jia Guo. "Meizhou Dongpo Restaurant: Entrepreneurship, Leadership and Culture (TN)." Tsinghua University Teaching Note, 2014.
  • 2014
  • Case

Meizhou Dongpo Restaurant: Entrepreneurship, Leadership and Culture

By: F. Warren McFarlan, Weiku Wu and Jia Guo
Meizhou Dongpo is a large catering group in China. On June 6, 1996, the first Meizhou Dongpo Restaurant was opened in Beijing. The enterprise entered the stage of rapid development in 2000, and set up Beijing Meizhou Restaurant Management Co., Ltd. In June 2003 the... View Details
Keywords: Entrepreneurship; Leadership; National Culture; China; Restaurants; China
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McFarlan, F. Warren, Weiku Wu, and Jia Guo. "Meizhou Dongpo Restaurant: Entrepreneurship, Leadership and Culture." Tsinghua University Case, 2014.
  • Teaching Interest

Competing in the Age of Digital Platforms

By: Andy Wu
Without exception, the most valuable companies in the world today are platforms: Microsoft, Apple, Amazon, Google, Facebook, and many other firms have built their fortunes by facilitating innovation across global ecosystems or enabling the broad exchange of goods... View Details
  • Article

Towards the Unification and Robustness of Perturbation and Gradient Based Explanations

By: Sushant Agarwal, Shahin Jabbari, Chirag Agarwal, Sohini Upadhyay, Steven Wu and Himabindu Lakkaraju
As machine learning black boxes are increasingly being deployed in critical domains such as healthcare and criminal justice, there has been a growing emphasis on developing techniques for explaining these black boxes in a post hoc manner. In this work, we analyze two... View Details
Keywords: Machine Learning; Black Box Explanations; Decision Making; Forecasting and Prediction; Information Technology
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Agarwal, Sushant, Shahin Jabbari, Chirag Agarwal, Sohini Upadhyay, Steven Wu, and Himabindu Lakkaraju. "Towards the Unification and Robustness of Perturbation and Gradient Based Explanations." Proceedings of the International Conference on Machine Learning (ICML) 38th (2021).
  • January 2022
  • Article

Artificial Intelligence, Data-Driven Learning, and the Decentralized Structure of Platform Ecosystems

By: David R. Clough and Andy Wu
Gregory, Henfridsson, Kaganer, and Kyriakou (2020) highlight the important role of data and AI as strategic resources that platforms may use to enhance user value. However, their article overlooks a significant conceptual distinction: the installed base of... View Details
Keywords: Artificial Intelligence; Data Strategy; Ecosystem; Value Capture; Digital Platforms; Analytics and Data Science; Strategy; Learning; Value Creation; AI and Machine Learning; Technology Industry; Information Technology Industry; Video Game Industry; Advertising Industry
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Clough, David R., and Andy Wu. "Artificial Intelligence, Data-Driven Learning, and the Decentralized Structure of Platform Ecosystems." Academy of Management Review 47, no. 1 (January 2022): 184–189.
  • 2021
  • Conference Presentation

An Algorithmic Framework for Fairness Elicitation

By: Christopher Jung, Michael J. Kearns, Seth Neel, Aaron Leon Roth, Logan Stapleton and Zhiwei Steven Wu
We consider settings in which the right notion of fairness is not captured by simple mathematical definitions (such as equality of error rates across groups), but might be more complex and nuanced and thus require elicitation from individual or collective stakeholders.... View Details
Keywords: Algorithmic Fairness; Machine Learning; Fairness; Framework; Mathematical Methods
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Jung, Christopher, Michael J. Kearns, Seth Neel, Aaron Leon Roth, Logan Stapleton, and Zhiwei Steven Wu. "An Algorithmic Framework for Fairness Elicitation." Paper presented at the 2nd Symposium on Foundations of Responsible Computing (FORC), 2021.
  • May 2024
  • Teaching Note

AI Wars

By: Andy Wu and Matt Higgins
Teaching Note for HBS Case No. 723-434. In 2024, the world was looking to Google to see what the search giant and long-time putative technical leader in artificial intelligence (AI) would do to compete in the massively hyped technology of generative AI popularized over... View Details
Keywords: AI; Trends; AI and Machine Learning; Public Opinion; Technological Innovation; Competitive Advantage; Technology Industry
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Wu, Andy, and Matt Higgins. "AI Wars." Harvard Business School Teaching Note 724-482, May 2024.
  • October 19, 2021
  • Article

The Facebook Trap

By: Andy Wu
Facebook has a clear mission: Connect everyone in the world. Clarity is good, but in Facebook’s case, it has also put the company in a bind because the mission—and the company’s vision for creating value through network effects—has also become the source of its biggest... View Details
Keywords: Business And Society; Mission and Purpose; Network Effects; Value Creation; Corporate Accountability; Strategy
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Wu, Andy. "The Facebook Trap." Harvard Business Review Digital Articles (October 19, 2021).
  • September 2019
  • Teaching Note

Boxed

By: Laura Huang and Andy Wu
Boxed.com (“Boxed”) is an ambitious e-commerce retailer start-up, founded by visionary CEO Chieh Huang in 2013. From starting in Huang’s garage in 2013, to winning Emerging E-Retailer of the Year in 2016, to having 4 operational distribution centers in 2018, Boxed used... View Details
Keywords: Entrepreneurial Management; Business Startups; Leadership; Strategy; Success; E-commerce; Retail Industry
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Huang, Laura, and Andy Wu. "Boxed." Harvard Business School Teaching Note 720-399, September 2019.
  • April 2019
  • Case

Boxed

By: Laura Huang, Andy Wu and Jiayi Bao
Boxed.com (“Boxed”) is an ambitious e-commerce retailer start-up, founded by visionary CEO Chieh Huang in 2013. From starting in Huang’s garage in 2013, to winning Emerging E-Retailer of the Year in 2016, to having 4 operational distribution centers in 2018, Boxed used... View Details
Keywords: Entrepreneurial Management; Business Startups; Leadership; Strategy; Success; E-commerce; Retail Industry
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Huang, Laura, Andy Wu, and Jiayi Bao. "Boxed." Harvard Business School Case 719-496, April 2019.
  • 2022
  • Conference Presentation

Towards the Unification and Robustness of Post hoc Explanation Methods

By: Sushant Agarwal, Shahin Jabbari, Chirag Agarwal, Sohini Upadhyay, Steven Wu and Himabindu Lakkaraju
As machine learning black boxes are increasingly being deployed in critical domains such as healthcare and criminal justice, there has been a growing emphasis on developing techniques for explaining these black boxes in a post hoc manner. In this work, we analyze two... View Details
Keywords: AI and Machine Learning
Citation
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Related
Agarwal, Sushant, Shahin Jabbari, Chirag Agarwal, Sohini Upadhyay, Steven Wu, and Himabindu Lakkaraju. "Towards the Unification and Robustness of Post hoc Explanation Methods." Paper presented at the 3rd Symposium on Foundations of Responsible Computing (FORC), 2022.
  • 20 Jul 2010
  • First Look

First Look: July 20

rights on firms' external finance constraints via generalized method of moments (GMM) estimation of an augmented investment Euler equation developed by Whited and Wu (2006). Using a large sample of U.S.... View Details
Keywords: Martha Lagace
  • February 9, 2022
  • Article

What's the Optimal Workplace for Your Organization?

By: Maria P. Roche and Andy Wu
More than two years in the COVID-19 pandemic, companies are struggling with how to reimagine their workspaces for their strategic needs. Too often, leaders push the decision down the road when, in fact, taking decisive action now can pay off later. But how do you... View Details
Keywords: Workplace; Organization; Hybrid Organizations; Office Space; Growth; Remote Work; Strategy; Organizations; Growth and Development; Working Conditions
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Roche, Maria P., and Andy Wu. "What's the Optimal Workplace for Your Organization?" Harvard Business Review Digital Articles (February 9, 2022).
  • 2022
  • Working Paper

Why Do Index Funds Have Market Power? Quantifying Frictions in the Index Fund Market

By: Zach Y. Brown, Mark Egan, Jihye Jeon, Chuqing Jin and Alex A. Wu
Index funds are one of the most common ways investors access financial markets and are perceived to be a transparent and low-cost alternative to active investment management. Despite these purported virtues of index fund investing and the introduction of new products... View Details
Keywords: Mutual Funds; Passive Investing; Asset Management; Financial Markets; Investment Funds; Financial Management; Financial Services Industry; United States
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Brown, Zach Y., Mark Egan, Jihye Jeon, Chuqing Jin, and Alex A. Wu. "Why Do Index Funds Have Market Power? Quantifying Frictions in the Index Fund Market." Harvard Business School Working Paper, No. 24-019, October 2023. (NBER Working Paper Series, No. 31778, October 2023.)
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