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      • Faculty Publications  (453)

      Computer Vision TechnologyRemove Computer Vision Technology →

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      • September 2020
      • Article

      Creativity, Artificial Intelligence, and a World of Surprises

      By: Teresa M. Amabile
      In recent years, progress has been made toward AI Creativity, which I define as the production of highly novel, yet appropriate, ideas, problem solutions, or other outputs by autonomous machines. I argue that organizational researchers of creativity and innovation... View Details
      Keywords: Artificial Intelligence; AI Creativity; Computer Science; Organizational Behavior; Psychology; Creativity; Technological Innovation; AI and Machine Learning
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      Amabile, Teresa M. "Creativity, Artificial Intelligence, and a World of Surprises." Academy of Management Discoveries 6, no. 3 (September 2020): 351–354.
      • 2020
      • Book

      Work, Mate, Marry, Love: How Machines Shape Our Human Destiny

      By: Debora L. Spar
      Covering a time frame that ranges from 8000 BC to the present, and drawing upon both Marxist and feminist theories, the book argues that nearly all the decisions we make in our most intimate lives—whom to marry, how to have children, how to have sex, how to think about... View Details
      Keywords: Innovation; Family; Women; Reproduction; Artificial Intelligence; Robots; Gender; Demography; History; Innovation and Invention; Relationships; Society; Information Technology; AI and Machine Learning; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Africa; Asia; Europe; Latin America; North and Central America
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      Spar, Debora L. Work, Mate, Marry, Love: How Machines Shape Our Human Destiny. New York: Farrar, Straus and Giroux, 2020.
      • June 2020
      • Teaching Note

      Catalant's Operating System for the Future of Work

      By: Christopher Stanton, William R. Kerr, James Palano and Kendall Smith
      This case touches on the topics of project-based work, agile methodology, and skill and talent management through Catalant's evolution as a company. Catalant’s journey to becoming a software platform and talent marketplace provides context for students to explore new... View Details
      Keywords: Talent and Talent Management; Transformation; Business Startups
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      Stanton, Christopher, William R. Kerr, James Palano, and Kendall Smith. "Catalant's Operating System for the Future of Work." Harvard Business School Teaching Note 820-105, June 2020.
      • June 2020
      • Case

      Extended Reality Extends into Enterprise?

      By: David B. Yoffie, Kaushal Jain, Amy Villasenor, Vicky Xu and Annie Yang
      While the growth of virtual reality started in gaming, the industry was increasingly focused on enterprise applications in 2020. This note explores the market opportunities and challenges for virtual reality and augmented reality in the enterprise, while diving into a... View Details
      Keywords: Virtual Reality; Augmented Reality; Enterprise Computing; Organizations; Information Technology; Markets; Opportunities; Strategy
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      Yoffie, David B., Kaushal Jain, Amy Villasenor, Vicky Xu, and Annie Yang. "Extended Reality Extends into Enterprise?" Harvard Business School Case 720-472, June 2020.
      • April 2020 (Revised October 2021)
      • Case

      SpaceX, Economies of Scale, and a Revolution in Space Access

      By: Matthew C. Weinzierl, Kylie Lucas and Mehak Sarang
      From the time he transformed the world of online banking, Elon Musk established himself as a bold innovator. After selling X.com to PayPal in 2002, he founded a series of revolutionary start-ups, starting with Space Exploration Technologies (SpaceX). Hoping to "make... View Details
      Keywords: Space Tech; Space Access; Vision; Economies Of Scale; Technological Innovation; Emerging Markets; Commercialization; Finance; Aerospace Industry
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      Weinzierl, Matthew C., Kylie Lucas, and Mehak Sarang. "SpaceX, Economies of Scale, and a Revolution in Space Access." Harvard Business School Case 720-027, April 2020. (Revised October 2021.)
      • April 2020
      • Case

      Apple Inc. in 2020

      By: David B. Yoffie and Daniel Fisher
      After a decade as CEO, Tim Cook is facing one of his biggest strategic transitions of his tenure. While Apple had performed spectacularly well under Cook, Apple's core business was maturing. Sales of iPhones, iPads, and Macs were flat or down. However, Apple's new... View Details
      Keywords: Innovation; Market Positioning; Marketing Implementation; Planning; Products; Strategic Positioning; Strategy; Information Technology; Competitive Strategy; Technological Innovation; Competitive Advantage; Product Positioning; Communication; Competition; Leadership; Strategic Planning; Computer Industry; Computer Industry; Computer Industry
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      Yoffie, David B., and Daniel Fisher. "Apple Inc. in 2020." Harvard Business School Case 720-454, April 2020.
      • March 2020
      • Case

      Sizmek Chapter 11: Surviving Walled Gardens in Their Ad Tech Empire

      By: Ayelet Israeli, Danilo Tauro and Sarah Gulick
      This case provides a post-mortem of the advertising technology (adtech) company Sizmek. Sizmek grew via multiple acquisitions, with the vision of becoming an integrated adtech company that could leverage AI to buy digital media, while creating and serving display and... View Details
      Keywords: Digital Marketing; Insolvency and Bankruptcy; Mergers and Acquisitions; Applications and Software; Internet and the Web; Competition; Marketing; Advertising Industry; Web Services Industry; United States; Europe
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      Israeli, Ayelet, Danilo Tauro, and Sarah Gulick. "Sizmek Chapter 11: Surviving Walled Gardens in Their Ad Tech Empire." Harvard Business School Case 520-087, March 2020.
      • February 2020 (Revised August 2020)
      • Case

      Catalant's Operating System for the Future of Work

      By: Christopher Stanton, William R. Kerr, James Palano and Kendall Smith
      This case touches on the topics of project-based work, agile methodology, and skill and talent management through Catalant's evolution as a company. Catalant’s journey to becoming a software platform and talent marketplace provides context for students to explore new... View Details
      Keywords: Entrepreneurship; Information Technology; Talent and Talent Management; Business Model; Transformation
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      Stanton, Christopher, William R. Kerr, James Palano, and Kendall Smith. "Catalant's Operating System for the Future of Work." Harvard Business School Case 820-093, February 2020. (Revised August 2020.)
      • Article

      Detecting Adversarial Attacks via Subset Scanning of Autoencoder Activations and Reconstruction Error

      By: Celia Cintas, Skyler Speakman, Victor Akinwande, William Ogallo, Komminist Weldemariam, Srihari Sridharan and Edward McFowland III
      Reliably detecting attacks in a given set of inputs is of high practical relevance because of the vulnerability of neural networks to adversarial examples. These altered inputs create a security risk in applications with real-world consequences, such as self-driving... View Details
      Keywords: Autoencoder Networks; Pattern Detection; Subset Scanning; Computer Vision; Statistical Methods And Machine Learning; Machine Learning; Deep Learning; Data Mining; Big Data; Large-scale Systems; Mathematical Methods; Analytics and Data Science
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      Cintas, Celia, Skyler Speakman, Victor Akinwande, William Ogallo, Komminist Weldemariam, Srihari Sridharan, and Edward McFowland III. "Detecting Adversarial Attacks via Subset Scanning of Autoencoder Activations and Reconstruction Error." Proceedings of the International Joint Conference on Artificial Intelligence 29th (2020).
      • 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.
      • 2019
      • Working Paper

      From Know-It-Alls to Learn-It-Alls: Executive Development in the Era of Self-Refining Algorithms, Collaborative Filtering and Wearable Computing

      By: Mihnea Moldoveanu and Das Narayandas
      We examine the future of executive education on a technological and cultural landscape that is imminent but different to the one we are accustomed to. We show how the contextualization, socialization and personalization of learning—avowed but distal goals of current... View Details
      Keywords: Executive Education; Leadership Development; Technological Innovation; Customization and Personalization; Management Skills; Knowledge Acquisition; Knowledge Sharing
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      Moldoveanu, Mihnea, and Das Narayandas. "From Know-It-Alls to Learn-It-Alls: Executive Development in the Era of Self-Refining Algorithms, Collaborative Filtering and Wearable Computing." Harvard Business School Working Paper, No. 20-061, November 2019.
      • 2019
      • Working Paper

      Design Rules, Volume 2: How Technology Shapes Organizations: Chapter 17 The Wintel Standards-based Platform

      By: Carliss Y. Baldwin
      The purpose of this chapter is to use the theory of bottlenecks laid out in previous chapters to better understand the dynamics of an open standards-based platform. I describe how the Wintel platform evolved from 1990 through 2000 under joint sponsorship of Intel and... View Details
      Keywords: Open Platforms; Bottlenecks; Wintel Platform; Disintermediation; Information Infrastructure; Applications and Software; Business History; Digital Platforms; Computer Industry
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      Baldwin, Carliss Y. "Design Rules, Volume 2: How Technology Shapes Organizations: Chapter 17 The Wintel Standards-based Platform." Harvard Business School Working Paper, No. 20-055, November 2019.
      • September 2019
      • Teaching Note

      Western Governors University: 10x Vision

      By: William R. Kerr and Coelin P. Scibetta
      Teaching Note for HBS No. 819-093. View Details
      Keywords: Education Systems; Online Learning; Higher Education; Internet and the Web; Expansion; Growth and Development Strategy; Education Industry; United States
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      Kerr, William R., and Coelin P. Scibetta. "Western Governors University: 10x Vision." Harvard Business School Teaching Note 820-042, September 2019.
      • August 2019
      • Case

      Huawei and the U.S.-China Trade War

      By: Elie Ofek and John Masko
      In 2019, Chinese smartphone maker and telecommunications empire Huawei was preparing to launch its new flagship smartphone series, the Mate 30. After years of explosive growth, the previous 18 months had been a challenge for the company. In early 2018, Huawei’s planned... View Details
      Keywords: Trade; Global Strategy; International Relations; National Security; Mobile and Wireless Technology; Information Infrastructure; Volatility; Adaptation; Telecommunications Industry; China; United States; European Union
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      Ofek, Elie, and John Masko. "Huawei and the U.S.-China Trade War." Harvard Business School Case 520-017, August 2019.
      • 2024
      • Working Paper

      Computed Tomography (CT)--Beyond Traditional X-Rays: Case Histories of Transformational Advances

      By: Amar Bhidé, Srikant M. Datar and Katherine Stebbins
      This case history describes how Computed Tomography (CT) scanners - that combine Xrays and computers to image soft tissues of the brain and other organs -- have become a widely used diagnostic tool. Specifically, we chronicle the 1) initial development of CT... View Details
      Keywords: Health Care and Treatment; Technological Innovation; Innovation Strategy; Technology Adoption; Collaborative Innovation and Invention; Innovation and Invention; Governing Rules, Regulations, and Reforms
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      Bhidé, Amar, Srikant M. Datar, and Katherine Stebbins. "Computed Tomography (CT)--Beyond Traditional X-Rays: Case Histories of Transformational Advances." Harvard Business School Working Paper, No. 20-004, July 2019. (Revised May 2024.)
      • 2025
      • Working Paper

      Magnetic Resonance Imaging—High Quality and Radiation Free: Case Histories of Transformational Advances

      By: Srikant M. Datar, Amar Bhidé and Katherine Stebbins
      This case history describes how Magnetic Resource Imaging (MRI) came to complement – and partially replace -- computed tomography (CT) imaging of soft tissue. Specifically, we chronicle 1) the development of foundational techniques and prototypes (through the 1970s);... View Details
      Keywords: Health Care and Treatment; Technological Innovation; Innovation Strategy; Technology Adoption; Collaborative Innovation and Invention; Innovation and Invention; Governing Rules, Regulations, and Reforms
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      Datar, Srikant M., Amar Bhidé, and Katherine Stebbins. "Magnetic Resonance Imaging—High Quality and Radiation Free: Case Histories of Transformational Advances." Harvard Business School Working Paper, No. 20-001, July 2019. (Revised January 2025.)
      • June 2019
      • Teaching Note

      Zebra Medical Vision

      By: Shane Greenstein and Sarah Gulick
      Teaching note is meant to accompany Zebra Medical Vision case, which offers a look at a company’s decisions as a small startup competing with other startups and major technology companies. It also demonstrates the challenges faced by a machine learning company working... View Details
      Keywords: Business Startups; Science-Based Business; Applications and Software; Patents; Cross-Cultural and Cross-Border Issues; Health Care and Treatment; Technology Industry; Technology Industry; Technology Industry; Israel
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      Greenstein, Shane, and Sarah Gulick. "Zebra Medical Vision." Harvard Business School Teaching Note 619-053, June 2019.
      • June 2019 (Revised February 2020)
      • Case

      Eric Hawkins Leading Agile Teams @ Digitally-Born AppFolio (A)

      By: Tsedal Neeley, Paul Leonardi and Michael Norris
      Eric Hawkins, director of engineering at AppFolio—a digital technology firm that offered cloud-based business software to small and medium sized companies—was shocked by an unusual request from his senior leadership team. Could Hawkins and one of his agile teams build... View Details
      Keywords: Values; Agile; Vision; Corporate Culture; Leadership; Values and Beliefs; Organizational Culture; Decision Choices and Conditions; Digital Transformation; Technology Industry; United States; California
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      Neeley, Tsedal, Paul Leonardi, and Michael Norris. "Eric Hawkins Leading Agile Teams @ Digitally-Born AppFolio (A)." Harvard Business School Case 419-066, June 2019. (Revised February 2020.)
      • June 2019 (Revised February 2020)
      • Supplement

      Eric Hawkins Leading Agile Teams @ Digitally-Born AppFolio (B)

      By: Tsedal Neeley, Paul Leonardi and Michael Norris
      Supplements the (A) case, HBS No. 419-066, and provides information about what happened after the (A) case ends. View Details
      Keywords: Agile; Values; Vision; Corporate Culture; Leadership; Transformation; Organizational Culture; Values and Beliefs; Digital Transformation; Technology Industry; United States; California
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      Neeley, Tsedal, Paul Leonardi, and Michael Norris. "Eric Hawkins Leading Agile Teams @ Digitally-Born AppFolio (B)." Harvard Business School Supplement 419-088, June 2019. (Revised February 2020.)
      • April 2019 (Revised June 2019)
      • Case

      Western Governors University: 10x Vision

      By: William R. Kerr and Susie L. Ma
      Western Governors University (WGU) was a nonprofit institution of higher education whose online learning model served more than 100,000 students in 2019 and was scaling rapidly. President Scott Pulsipher wanted to expand WGU’s reach to millions more with a plan called... View Details
      Keywords: Online Education; Enrollment; Scaling; Higher Education; Internet and the Web; Business Model; Expansion; Growth and Development Strategy; Education Industry; United States
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      Kerr, William R., and Susie L. Ma. "Western Governors University: 10x Vision." Harvard Business School Case 819-093, April 2019. (Revised June 2019.)
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