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  • May 2020
  • Article

Scalable Holistic Linear Regression

By: Dimitris Bertsimas and Michael Lingzhi Li
We propose a new scalable algorithm for holistic linear regression building on Bertsimas & King (2016). Specifically, we develop new theory to model significance and multicollinearity as lazy constraints rather than checking the conditions iteratively. The resulting... View Details
Keywords: Mathematical Methods; Analytics and Data Science
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Bertsimas, Dimitris, and Michael Lingzhi Li. "Scalable Holistic Linear Regression." Operations Research Letters 48, no. 3 (May 2020): 203–208.
  • Research Summary

Computer-assisted work and business scalability

My dissertation investigates how computer-assisted work (CAW) contributes to the ability of organizations to grow efficiently. Using survey data from over two hundred small wealth management firms, I analyze the relationships between CAW, growth aspirations, product... View Details
  • July 2023
  • Article

Marketplace Scalability and Strategic Use of Platform Investment

By: Jin Li, Gary Pisano, Richard Xu and Feng Zhu
The scalability of a marketplace depends on the operations of the marketplace platform as well as its sellers’ capacities. In this study, we explore one strategy that a marketplace platform can use to enhance its scalability: providing an ancillary service to sellers.... View Details
Keywords: Two-sided Platforms; Services; Digital Platforms
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Li, Jin, Gary Pisano, Richard Xu, and Feng Zhu. "Marketplace Scalability and Strategic Use of Platform Investment." Management Science 69, no. 7 (July 2023): 3958–3975.
  • 26 Jan 2019
  • Working Paper Summaries

Marketplace Scalability and Strategic Use of Platform Investment

Keywords: by Jin Li, Gary P. Pisano, and Feng Zhu
  • March 2025
  • Case

Skylight: Hit Product or Scalable Company?

By: Rembrand Koning, Christina Wallace and Jeff Huizinga
Skylight's leadership faces a critical decision: should they abandon the struggling Calendar product to focus on their successful Frame business, or double down on potential growth... View Details
Keywords: Entrepreneurship; Culture; Software; Hardware
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Koning, Rembrand, Christina Wallace, and Jeff Huizinga. "Skylight: Hit Product or Scalable Company?" Harvard Business School Case 825-143, March 2025.
  • 2011
  • Article

Scalable Detection of Anomalous Patterns With Connectivity Constraints

By: Skyler Speakman, Edward McFowland III and Daniel B. Neill
We present GraphScan, a novel method for detecting arbitrarily shaped connected clusters in graph or network data. Given a graph structure, data observed at each node, and a score function defining the anomalousness of a set of nodes, GraphScan can efficiently and... View Details
Keywords: Biosurveillance; Event Detection; Graph Mining; Scan Statistics; Spatial Scan Statistic
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Speakman, Skyler, Edward McFowland III, and Daniel B. Neill. "Scalable Detection of Anomalous Patterns With Connectivity Constraints." Emerging Health Threats Journal 4 (2011): 11121.
  • March 2002 (Revised October 2002)
  • Background Note

Service on the Internet: The Effect of Physical Service on Scalability

Develops a framework for exploring the idea of, how service affects the economics of Internet organizations. Development of the framework requires an understanding of the different forms service takes in organizations that conduct business through the Internet. These... View Details
Keywords: Internet and the Web; Service Delivery; Service Industry
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Hallowell, Roger H. "Service on the Internet: The Effect of Physical Service on Scalability." Harvard Business School Background Note 802-146, March 2002. (Revised October 2002.)
  • 2015
  • Article

Scalable Detection of Anomalous Patterns With Connectivity Constraints

By: Skyler Speakman, Edward McFowland III and Daniel B. Neill
We present GraphScan, a novel method for detecting arbitrarily shaped connected clusters in graph or network data. Given a graph structure, data observed at each node, and a score function defining the anomalousness of a set of nodes, GraphScan can efficiently and... View Details
Keywords: Biosurveillance; Event Detection; Graph Mining; Scan Statistics; Spatial Scan Statistic
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Speakman, Skyler, Edward McFowland III, and Daniel B. Neill. "Scalable Detection of Anomalous Patterns With Connectivity Constraints." Journal of Computational and Graphical Statistics 24, no. 4 (2015): 1014–1033.
  • 2011
  • Article

Smart News Feeds for Social Networks Using Scalable Joint Latent Factor Models

By: Himabindu Lakkaraju, Angshu Rai and Srujana Merugu
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Lakkaraju, Himabindu, Angshu Rai, and Srujana Merugu. "Smart News Feeds for Social Networks Using Scalable Joint Latent Factor Models." Proceedings of the International World Wide Web Conference 20th (2011).
  • July 2022
  • Case

Yinglan Tan: Scaling a Venture Capital Firm in Southeast Asia

By: Josh Lerner and Richard Zhu
Yinglan Tan considered the future of his young Singapore-based venture capital firm. On the one hand, the intuition that was behind the initial creation of Insignia in 2017 had been proven correct. The venture capital market in Southeast Asia had grown rapidly, driven... View Details
Keywords: E-commerce; Scalability; Globalized Markets and Industries; Venture Capital; International Finance; Growth and Development; Expansion
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Lerner, Josh, and Richard Zhu. "Yinglan Tan: Scaling a Venture Capital Firm in Southeast Asia." Harvard Business School Case 823-025, July 2022.
  • Article

Sizing Up Entrepreneurial Potential: Gender Differences in Communication and Investor Perceptions of Long-Term Growth and Scalability

By: Laura Huang, Priyanka D. Joshi, Cheryl J. Wakslak and Andy Wu
Female entrepreneurs have been found to face disadvantages as compared with male entrepreneurs, especially in acquiring the financial resources they need to sustain and grow their ventures. Across three studies, we examine how disparities in funding outcomes may be due... View Details
Keywords: Business Startups; Finance; Gender; Prejudice and Bias; Communication; Perception
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Huang, Laura, Priyanka D. Joshi, Cheryl J. Wakslak, and Andy Wu. "Sizing Up Entrepreneurial Potential: Gender Differences in Communication and Investor Perceptions of Long-Term Growth and Scalability." Academy of Management Journal 64, no. 3 (June 2021): 716–740.
  • January–February 2023
  • Article

The Overlooked Key to a Successful Scale-Up

By: Jeffrey F. Rayport, Davide Sola and Martin Kupp
Many start-ups experience enormous popularity and runaway growth, but only a few go on to become stable giants. What separates them from the pack? They all go through a developmental stage called extrapolation, say three business school professors.
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Keywords: Entrepreneurship And Strategy; Scalability; Business Startups; Growth and Development Strategy; Entrepreneurship
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Rayport, Jeffrey F., Davide Sola, and Martin Kupp. "The Overlooked Key to a Successful Scale-Up." Harvard Business Review (January–February 2023): 56–65.
  • February 2022 (Revised May 2022)
  • Case

Buddy Valastro: Cake Boss

By: Boris Groysberg, Evan M.S. Hecht and Katherine Connolly Baden
Buddy Valastro, celebrity baker and business owner, inherited his father’s bakery—Carlo’s Bake Shop of Hoboken, New Jersey—at the age of seventeen. He had willed the shop to survive and gone on to fame through his television show, “Cake Boss”—the name most people now... View Details
Keywords: Bakery; Entrepreneur; Scalability; Digital; Systems; Process Improvement; Team Effectiveness; Team Building; COVID-19 Pandemic; Food; Entrepreneurship; Family Business; Crisis Management; Change Management; Leadership; Creativity; Operations; Groups and Teams; Brands and Branding; Food and Beverage Industry; United States
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Groysberg, Boris, Evan M.S. Hecht, and Katherine Connolly Baden. "Buddy Valastro: Cake Boss." Harvard Business School Case 422-060, February 2022. (Revised May 2022.)
  • January 2023 (Revised December 2023)
  • Case

OhmConnect: Energizing the Future

By: Jeffrey F. Rayport, Jennifer Fonstad and Nicole Tempest Keller
Founded in 2013, OhmConnect was a free consumer web app that alerted customers about peak hours of electricity demand, and paid them to lower their energy use at home during these periods. The company sold the aggregated reductions generated by thousands of households... View Details
Keywords: App Development; Renewable Energy; Electricity Usage; Regulations; VC; Technology; Customer Acquisition Cost (CAC); Scalability; Applications and Software; Growth and Development Strategy; Governing Rules, Regulations, and Reforms; Business Model; Venture Capital; Energy Industry; United States; California; Texas; Europe
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Rayport, Jeffrey F., Jennifer Fonstad, and Nicole Tempest Keller. "OhmConnect: Energizing the Future." Harvard Business School Case 823-065, January 2023. (Revised December 2023.)
  • March 2022 (Revised January 2023)
  • Case

Innovation at Moog Inc.

By: Brian J. Hall, Ashley V. Whillans, Davis Heniford, Dominika Randle and Caroline Witten
This case focuses on the challenges of incentivizing innovation within Moog, an engineering company based in New York state that designs and builds guidance systems for space, air, and land-based travel. The case enables students to grapple with the challenges of using... View Details
Keywords: Innovation; Innovation Lab; Innovation Management; Motivation; Incentives; Culture; Compensation; Compensation And Benefits; Scalability; Business Growth and Maturation; Collaborative Innovation and Invention; Independent Innovation and Invention; Innovation and Management; Innovation Leadership; Innovation Strategy; Organizational Culture; Performance Consistency; Performance Effectiveness; Performance Efficiency; Performance Productivity; Performance Evaluation; Creativity; Motivation and Incentives; Aerospace Industry; Transportation Industry; United States
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Hall, Brian J., Ashley V. Whillans, Davis Heniford, Dominika Randle, and Caroline Witten. "Innovation at Moog Inc." Harvard Business School Case 922-040, March 2022. (Revised January 2023.)
  • Research Summary

General research interests

  • Implications of information technology for strategy and operations
  • Organizational knowledge, learning, and information processing
  • Business growth and scalable organizational architectures
  • Japanese busines
  • High technology... View Details
  • February 1999
  • Case

Crimson Solutions (A)

By: Marco Iansiti and Barbara Feinberg
Describes the design and launch of an Internet venture. Focuses on the drivers of the venture's scalability and adaptability. View Details
Keywords: Business Ventures; Measurement and Metrics; Operations; Adaptation; Internet
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Iansiti, Marco, and Barbara Feinberg. "Crimson Solutions (A)." Harvard Business School Case 699-139, February 1999.
  • April 2000 (Revised March 2002)
  • Case

Destiny WebSolutions, Inc.

Describes Destiny's use of "pattern language" concepts to structure its business activities. The innovative approach contrasts with a process approach and helps the company balance its needs for scalability with retained agility. View Details
Keywords: Change Management; Business Processes
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Austin, Robert D., and George Francis Westerman III. "Destiny WebSolutions, Inc." Harvard Business School Case 600-138, April 2000. (Revised March 2002.)
  • October 2021 (Revised January 2022)
  • Case

Chia Network: Reimagining Programmable Money

By: William A. Sahlman and George Gonzalez
Chia Network developed a novel blockchain platform that was more eco-friendly, decentralized, and scalable than Bitcoin, Ethereum, and other blockchains. Now, company leadership must decide how to scale the startup and prioritize various partnerships, use cases, and... View Details
Keywords: Blockchain; Entrepreneurship; Business Startups; Growth and Development Strategy; Technology Industry; Financial Services Industry; United States
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Sahlman, William A., and George Gonzalez. "Chia Network: Reimagining Programmable Money." Harvard Business School Case 822-039, October 2021. (Revised January 2022.)
  • April 1999
  • Case

Inktomi: Scaling the Internet

By: Marco Iansiti, Myra M. Hart and Richard Bergin
Presents the early months of Inktomi, a company that invented the world's first truly scalable architecture for the Internet. This core technology provides a platform for a variety of innovative applications. The company must decide the direction it wants to take. View Details
Keywords: Technological Innovation; Leadership; Corporate Strategy; Internet
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Iansiti, Marco, Myra M. Hart, and Richard Bergin. "Inktomi: Scaling the Internet." Harvard Business School Case 699-156, April 1999.
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