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- Faculty Publications (66)
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- All HBS Web
(195)
- Faculty Publications (66)
- Article
How to Use Heuristics for Differential Privacy
By: Seth Neel, Aaron Leon Roth and Zhiwei Steven Wu
We develop theory for using heuristics to solve computationally hard problems in differential privacy. Heuristic approaches have enjoyed tremendous success in machine learning, for which performance can be empirically evaluated. However, privacy guarantees cannot be... View Details
Neel, Seth, Aaron Leon Roth, and Zhiwei Steven Wu. "How to Use Heuristics for Differential Privacy." Proceedings of the IEEE Annual Symposium on Foundations of Computer Science (FOCS) 60th (2019).
- 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
- 2019
- Chapter
Interorganizational Collaboration and Start-Up Innovation
By: Vikas A. Aggarwal and Andy Wu
This chapter presents an overview of the literature on collaborative relationships between start-ups and incumbent firms, focusing on the implications of these relationships for start-up innovation and performance. Value creation in such relationships occurs when... View Details
Keywords: Alliance; Corporate Venture Capital; Complementary Assets; Appropriability; Business Startups; Joint Ventures; Knowledge; Innovation and Invention; Value Creation; Entrepreneurship
Aggarwal, Vikas A., and Andy Wu. "Interorganizational Collaboration and Start-Up Innovation." In The Oxford Handbook of Entrepreneurship and Collaboration, edited by Jeffrey J. Reuer, Sharon Matusik, and Jessica F. Jones, 611–627. New York: Oxford University Press, 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
- 2019
- Article
When Gender Diversity Makes Firms More Productive
By: Stephen Turban, Dan Wu and Letian Zhang
Does diversity make a company more productive? Many say yes—some researchers argue that gender diversity leads to more innovative thinking and signals to investors that a company is competently run. Others say no—conflicting research indicates that gender diversity can... View Details
Turban, Stephen, Dan Wu, and Letian Zhang. "When Gender Diversity Makes Firms More Productive." Harvard Business Review (website) (February 11, 2019).
- 2019
- Article
An Empirical Study of Rich Subgroup Fairness for Machine Learning
By: Michael J Kearns, Seth Neel, Aaron Leon Roth and Zhiwei Steven Wu
Kearns et al. [2018] recently proposed a notion of rich subgroup fairness intended to bridge the gap between statistical and individual notions of fairness. Rich subgroup fairness picks a statistical fairness constraint (say, equalizing false positive rates across... View Details
Kearns, Michael J., Seth Neel, Aaron Leon Roth, and Zhiwei Steven Wu. "An Empirical Study of Rich Subgroup Fairness for Machine Learning." Proceedings of the Conference on Fairness, Accountability, and Transparency (2019): 100–109.
- 2019
- Article
Turning Lead into Gold: How Do Entrepreneurs Mobilize Resources to Exploit Opportunities?
By: David R. Clough, Tommy Pan Fang, Balagopal Vissa and Andy Wu
The mobilization of resources is a central and defining feature of entrepreneurship. As the body of empirical research on entrepreneurial resource mobilization has grown, the literature has become increasingly fragmented. We review the literature on entrepreneurs’... View Details
Keywords: Resource Mobilization; Entrepreneurship; Organizations; Theory; Research; Strategy; Opportunities
Clough, David R., Tommy Pan Fang, Balagopal Vissa, and Andy Wu. "Turning Lead into Gold: How Do Entrepreneurs Mobilize Resources to Exploit Opportunities?" Academy of Management Annals 13, no. 1 (2019): 240–271.
- Article
Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness
By: Michael J Kearns, Seth Neel, Aaron Leon Roth and Zhiwei Steven Wu
The most prevalent notions of fairness in machine learning are statistical definitions: they fix a small collection of pre-defined groups, and then ask for parity of some statistic of the classifier (like classification rate or false positive rate) across these groups.... View Details
Kearns, Michael J., Seth Neel, Aaron Leon Roth, and Zhiwei Steven Wu. "Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness." Proceedings of the International Conference on Machine Learning (ICML) 35th (2018).
- October 2017 (Revised August 2018)
- Case
HTC and Virtual Reality
By: David B. Yoffie, Andy Wu and Allison M. Ciechanover
In fall 2017, HTC CEO and Chairperson Cher Wang was driving the company to focus on virtual reality (VR). HTC's first VR product, VIVE, released in spring 2016, was applauded for its superior immersive room-scale capabilities. However, early adoption of VR beyond... View Details
Keywords: Virtual Reality; Strategy; Competition; Information Technology; Innovation and Management; Consumer Behavior; Customer Relationship Management; Technology Industry
Yoffie, David B., Andy Wu, and Allison M. Ciechanover. "HTC and Virtual Reality." Harvard Business School Case 718-421, October 2017. (Revised August 2018.)
- May 2017 (Revised November 2017)
- Case
Cotopaxi: Managing Growth for Good
By: Andy Wu and Laura Huang
Cotopaxi, an innovative outdoor gear business targeting millennials, focuses on profit and social impact. This registered benefit corporation was formed by Davis Smith who coalesced his experiences as a Wharton MBA student along with professional knowledge from an... View Details
Keywords: Entrepreneurship; Social Venture; Benefit Corporation; B-Corp; Retail; Consumer Products; Apparel; Social Impact; Social Entrepreneurship; Business Model; Product Positioning; Social Enterprise; Mission and Purpose; Consumer Products Industry; Retail Industry
Wu, Andy, and Laura Huang. "Cotopaxi: Managing Growth for Good." Harvard Business School Case 717-488, May 2017. (Revised November 2017.)
- April–May 2017
- Article
Career Concerns of Banking Analysts
By: Joanne Horton, George Serafeim and Shan Wu
We study how career concerns influence banking analysts' forecasts and how their forecasting behavior benefits both them and bank managers. We show that banking analysts issue early in the year relatively more optimistic and later in the year more pessimistic forecasts... View Details
Keywords: Sell-side Analysts; Analyst Forecasts; Analysts; Investment Recommendations; Career Advancement; Career Management; Labor Mobility; Labor Market; Prejudice and Bias; Personal Development and Career; Forecasting and Prediction; Investment Banking
Horton, Joanne, George Serafeim, and Shan Wu. "Career Concerns of Banking Analysts." Journal of Accounting & Economics 63, nos. 2-3 (April–May 2017): 231–252.
- 2016
- Article
Organizational Decision-Making and Information: Angel Investments by Venture Capital Partners
By: Andy Wu
We study information aggregation in organizational decision-making for the financing of entrepreneurial ventures. We introduce a formal model of voting where agents face costly tacit information to improve their decision quality. Equilibrium outcomes suggest a... View Details
Keywords: Entrepreneurial Finance; Angel Investors; Organization Design; Voting; Group Decision-making; Information; Strategy; Organizations; Entrepreneurship; Decision Making; Financing and Loans
Wu, Andy. "Organizational Decision-Making and Information: Angel Investments by Venture Capital Partners." Academy of Management Best Paper Proceedings (2016): 189–194.
- June 2016 (Revised March 2017)
- Case
Reworking Office Space: Industry City, Brooklyn
By: Arthur I Segel, Andrew Baum, Nori Gerardo Lietz, Charles F. Wu and Sid Yog
Jamestown is contemplating how to best lease a portion of their new development along the Brooklyn waterfront, Industry City. The 6 million square foot, mixed-use development is meant to accommodate Brooklyn’s growing innovation, creative, and “maker” communities.... View Details
Keywords: WeWork; Office Space; Real Estate; Jamestown; Level39; Shared Office Space; Information Technology; Leasing; Property; Strategy; Real Estate Industry; United States
Segel, Arthur I., Andrew Baum, Nori Gerardo Lietz, Charles F. Wu, and Sid Yog. "Reworking Office Space: Industry City, Brooklyn." Harvard Business School Case 216-075, June 2016. (Revised March 2017.)
- 2015
- Working Paper
Organizational Decision-Making and Information: Angel Investments by Venture Capital Partners
By: Andy Wu
Wu, Andy. "Organizational Decision-Making and Information: Angel Investments by Venture Capital Partners." Working Paper, November 2015.
- 2014
- Case
Meizhou Dongpo Restaurant Group
By: F. Warren McFarlan, Weiku Wu and Jia Guo
Since the establishment of the first Meizhou Dongpo Restaurant in Beijing in 1996, Wang Gang and his wife Liang Di have opened more than 100 chain restaurants in China and foreign countries, and set up the group headquarters, logistics center, R&D center and central... View Details
McFarlan, F. Warren, Weiku Wu, and Jia Guo. "Meizhou Dongpo Restaurant Group." Tsinghua University Case, 2014.
- 2014
- Teaching Note
Meizhou Dongpo Restaurant Group (TN)
By: F. Warren McFarlan, Weiku Wu and Jia Guo
Since the establishment of the first Meizhou Dongpo Restaurant in Beijing in 1996, Wang Gang and his wife Liang Di have opened more than 100 chain restaurants in China and foreign countries, and set up the group headquarters, logistics center, R&D center and central... View Details
McFarlan, F. Warren, Weiku Wu, and Jia Guo. "Meizhou Dongpo Restaurant Group (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
McFarlan, F. Warren, Weiku Wu, and Jia Guo. "Meizhou Dongpo Restaurant: Entrepreneurship, Leadership and Culture." Tsinghua University Case, 2014.
- 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
McFarlan, F. Warren, Weiku Wu, and Jia Guo. "Meizhou Dongpo Restaurant: Entrepreneurship, Leadership and Culture (TN)." Tsinghua University Teaching Note, 2014.
- December 2012 (Revised April 2025)
- Case
AmTran Technology Ltd.
By: Willy Shih, Jyun-Cheng Wang and Karen E. Robinson
As an original design manufacturer (ODM) of television sets and leading supplier to Vizio, a market leader in the U.S. for LCD flat panel TVs, AmTran Technology Ltd. uses what founder Alpha Wu describes as a "WE" model in which western companies perform sales,... View Details
Keywords: Modularity; Technology Transitions; Analog; Digital; Television; TV; Flat-panel; ATSC; NTSC; Video; Global Strategy; Innovation and Management; Innovation Leadership; Innovation Strategy; Technological Innovation; Growth and Development Strategy; Product Development; Product Design; Supply Chain; Business Strategy; Competitive Strategy; Technology Adoption; Digital Platforms; Electronics Industry; Taiwan; United States; Japan
Shih, Willy, Jyun-Cheng Wang, and Karen E. Robinson. "AmTran Technology Ltd." Harvard Business School Case 613-069, December 2012. (Revised April 2025.)
- 2011
- Teaching Note
UFIDA (D) (TN)
By: F. Warren McFarlan, Ping He, Xiohua Wu and Lijuan Liu
This case describes the financing decisions of a software company at difference stages of its development. Started from 1988 as an individual business, along with the "Reform and Open" policy of China, the firm has experienced tremendous growth, and has become a... View Details
Keywords: Accounting; Computer Software; Emerging Markets; Financial Strategy; IPO; Investments; China; Applications and Software; China
McFarlan, F. Warren, Ping He, Xiohua Wu, and Lijuan Liu. "UFIDA (D) (TN)." Tsinghua University Teaching Note, 2011.