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    • All HBS Web  (136)
      • Faculty Publications  (30)

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      • 2025
      • Working Paper

      Incentive-Compatible Recovery from Manipulated Signals, with Applications to Decentralized Physical Infrastructure

      By: Jason Milionis, Jens Ernstberger, Joseph Bonneau, Scott Duke Kominers and Tim Roughgarden
      We introduce the first formal model capturing the elicitation of unverifiable information from a party (the "source") with implicit signals derived by other players (the "observers"). Our model is motivated in part by applications in decentralized physical... View Details
      Keywords: Mathematical Methods; Infrastructure; Information Infrastructure
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      Milionis, Jason, Jens Ernstberger, Joseph Bonneau, Scott Duke Kominers, and Tim Roughgarden. "Incentive-Compatible Recovery from Manipulated Signals, with Applications to Decentralized Physical Infrastructure." Working Paper, March 2025.
      • August 2024
      • Case

      Oculii

      By: Andy Wu and Lucas Defilippo
      It was a bright June day in 2016. Steven Hong, co-founder and COO of Oculii had just signed a letter of intent agreeing to a 51% stake acquisition by Nexteer Automotive, a global steering and driveline supplier company that developed advanced driver assistance systems... View Details
      Keywords: Automotive; Autonomous Vehicles; Wireless Communications; Mergers and Acquisitions; Communication Intention and Meaning; Intellectual Property; Growth Management; Negotiation Deal; Supply Chain; Auto Industry; Technology Industry
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      Wu, Andy, and Lucas Defilippo. "Oculii." Harvard Business School Case 725-380, August 2024.
      • December 2022 (Revised September 2024)
      • Case

      Sword Health

      By: Regina E. Herzlinger, Annelena Lobb and Carin-Isabel Knoop
      Virgilio “V” Bento, CEO of Sword Health—a startup that provided virtual physical therapy to patients in self-insured firms via AI and sensor technology with supervision by a physical therapist with a doctorate—considered how to increase its U.S. market share. To do so,... View Details
      Keywords: Business Growth and Maturation; Competitive Strategy; Health Industry; Technology Industry
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      Herzlinger, Regina E., Annelena Lobb, and Carin-Isabel Knoop. "Sword Health." Harvard Business School Case 323-022, December 2022. (Revised September 2024.)
      • March 2022
      • Case

      Unilever: Remote Work in Manufacturing

      By: Prithwiraj Choudhury and Susie L. Ma
      In December 2021, Unilever—one of the world’s largest producers of consumer goods—was in the midst of a pilot project to digitize its manufacturing facilities and enable remote work for factory employees. This was possible because of an earlier project to retrofit a... View Details
      Keywords: Change; Globalization; Information Technology; Technology Adoption; Human Resources; Jobs and Positions; Operations; Education; Training; Manufacturing Industry
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      Choudhury, Prithwiraj, and Susie L. Ma. "Unilever: Remote Work in Manufacturing." Harvard Business School Case 622-030, March 2022.
      • March 2022 (Revised July 2022)
      • Case

      Nexleaf Analytics: Saving the World Using the Internet of Things

      By: Frank Nagle
      In 2019, a decade after co-founding Nexleaf Analytics, CEO Nithya Ramanathan faced an important decision that would impact the ability of the small, but growing, not-for-profit organization to thrive for another decade. Their sensor technologies and big data analytics... View Details
      Keywords: Corporate Strategy; Collaborative Innovation and Invention; Technological Innovation; Nonprofit Organizations; Competitive Strategy; Patents; Expansion; Information Technology; Health Industry; Information Industry; Medical Devices and Supplies Industry; Technology Industry
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      Nagle, Frank. "Nexleaf Analytics: Saving the World Using the Internet of Things." Harvard Business School Case 722-414, March 2022. (Revised July 2022.)
      • February 2022 (Revised February 2024)
      • Case

      Sekisui House and the In-Home Early Detection Platform

      By: John D. Macomber and Akiko Kanno
      To address an aging population and sales declines, a major Japanese homebuilder considers pivoting to provide and support an in-home health detection platform, in competition with tech companies. This case considers the point of view of major builders regarding how... View Details
      Keywords: Voice Assistants; Architecture; Smart Home; Aging Society; Digitalization; Real Estate; Home Automation; Sensors; Strategy; Digital Platforms; Health Care and Treatment; Housing; Age; Real Estate Industry; Construction Industry; Health Industry; Japan
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      Macomber, John D., and Akiko Kanno. "Sekisui House and the In-Home Early Detection Platform." Harvard Business School Case 222-070, February 2022. (Revised February 2024.)
      • 2021
      • Article

      ThreeDWorld: A Platform for Interactive Multi-Modal Physical Simulation

      By: Chuang Gan, Jeremy Schwartz, Seth Alter, Damian Mrowca, Martin Schrimpf, James Traer, Julian De Freitas, Jonas Kubilius, Abhishek Bhandwaldar, Nick Haber, Megumi Sano, Kuno Kim, Elias Wang, Michael Lingelbach, Aidan Curtis, Kevin Feigelis, Daniel M. Bear, Dan Gutfreund, David Cox, Antonio Torralba, James J. DiCarlo, Joshua B. Tenenbaum, Josh H. McDermott and Daniel L.K. Yamins
      We introduce ThreeDWorld (TDW), a platform for interactive multi-modal physical simulation. TDW enables simulation of high-fidelity sensory data and physical interactions between mobile agents and objects in rich 3D environments. Unique properties include: real-time... View Details
      Keywords: Artificial Intelligence; Platform; Interactive Physical Simulation; Virtual Environment; Multi-modal; AI and Machine Learning
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      Gan, Chuang, Jeremy Schwartz, Seth Alter, Damian Mrowca, Martin Schrimpf, James Traer, Julian De Freitas, Jonas Kubilius, Abhishek Bhandwaldar, Nick Haber, Megumi Sano, Kuno Kim, Elias Wang, Michael Lingelbach, Aidan Curtis, Kevin Feigelis, Daniel M. Bear, Dan Gutfreund, David Cox, Antonio Torralba, James J. DiCarlo, Joshua B. Tenenbaum, Josh H. McDermott, and Daniel L.K. Yamins. "ThreeDWorld: A Platform for Interactive Multi-Modal Physical Simulation." Conference on Neural Information Processing Systems (NeurIPS), Datasets and Benchmarks Track 35th (2021).
      • 2021
      • Book

      The Future of Executive Development

      By: Mihnea C Moldoveanu and Das Narayandas
      Executive development programs have entered a period of rapid transformation, driven by digital disruption and a widening gap between the skills that participants and their organizations demand and those provided by their executive programs. This work delves into the... View Details
      Keywords: Executive Education; Leadership Development; Management Skills; Education Industry
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      Moldoveanu, Mihnea C., and Das Narayandas. The Future of Executive Development. Stanford, CA: Stanford Business Books, 2021.
      • December 2020
      • Other Article

      Digital Health Care: Empowering Consumers: Q&A with Professor Regina Herzlinger

      By: Regina E. Herzlinger
      Regina Herzlinger, the Nancy R. McPherson Professor of Business Administration, has been studying the health care sector for nearly half a century. In that time, she has seen significant innovation in the field—and she has also seen the powerful sway of the status quo,... View Details
      Keywords: Digital Health; Telemedicine; Wearable Sensors; Health Care and Treatment; Technological Innovation; Health Industry
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      Herzlinger, Regina E. "Digital Health Care: Empowering Consumers: Q&A with Professor Regina Herzlinger." HBS Alumni Bulletin (December 2020).
      • Article

      Healthy Buildings in 2070

      By: John D. Macomber and Joseph G. Allen
      Fifty years seems a very long time in the future for most industries. Not so in buildings and real estate; built structures routinely last decades if not hundreds of years, as long as they are economically competitive. Any discussion of the 50-year future has to... View Details
      Keywords: Health & Wellness; Real Estate; Architectural Innovation; Public Health; Health; Buildings and Facilities; Well-being
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      Macomber, John D., and Joseph G. Allen. "Healthy Buildings in 2070." The Bridge 50, no. S (Winter 2020): 11–14. (Special 50th Anniversary Issue edited by Ronald M. Latanision.)
      • November 2019
      • Case

      DeepMap: Charting the Road Ahead for Autonomous Vehicles

      By: Shane Greenstein and Nicole Tempest Keller
      Founded in 2016, DeepMap developed high definition (HD) mapping software and localization services for Level 4+ autonomous vehicles. Traditional navigational maps were accurate to a few meters, which was sufficient for drivers but not for machine-driven vehicles that... View Details
      Keywords: Mapping Software; Autonomous Vehicles; Business Startups; Applications and Software; Technological Innovation; Technology Adoption; Service Delivery; Global Range; Resource Allocation; Strategic Planning; Technology Industry; Auto Industry
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      Greenstein, Shane, and Nicole Tempest Keller. "DeepMap: Charting the Road Ahead for Autonomous Vehicles." Harvard Business School Case 620-047, November 2019.
      • October 2019 (Revised January 2020)
      • Case

      Dulcie Madden (A)—Growth or Exit?

      By: Shikhar Ghosh, Christopher Payton and Shweta Bagai
      This is part of a three-case series that follows Dulcie Madden's journey as a founder over five years. Case (A) is about managing growth and cash flow; Case (B) is about the exit decision and conditions on a sale; Case (C) shows Madden dealing with adversity and the... View Details
      Keywords: Entrepreneurial Management; Family; Family Conflicts; Founders' Agreements; Growth And Development; Hardware; VC; Scaling; Start-up; Female Ceo; Risk Assessment; Entrepreneurship; Growth Management; Equity; Cash Flow; Success; Failure; Acquisition; Business Model; Information Technology; Valuation; Family and Family Relationships; Information Infrastructure; Apparel and Accessories Industry; Technology Industry; United States
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      Ghosh, Shikhar, Christopher Payton, and Shweta Bagai. "Dulcie Madden (A)—Growth or Exit?" Harvard Business School Case 820-052, October 2019. (Revised January 2020.)
      • July 2019
      • Case

      Instabeat—One More Lap?

      By: Shikhar Ghosh, Nicole Tempest Keller and Alpana Thapar
      This case follows Lebanese entrepreneur, Hind Hobeika, an engineer and competitive swimmer who spends seven years trying to launch a wearable heartrate monitor and motion sensor to help swimmers track their performance while swimming. While the Beirut-based... View Details
      Keywords: Startup; Manufacturing; Prototyping; Female Protagonist; Business Startups; Decision Making; Entrepreneurship; Information Infrastructure; Information Technology; Design; Organizational Culture; United States; Lebanon
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      Ghosh, Shikhar, Nicole Tempest Keller, and Alpana Thapar. "Instabeat—One More Lap?" Harvard Business School Case 820-005, July 2019.
      • June 2018
      • Case

      Burton Sensors, Inc.

      By: William E. Fruhan and Wei Wang
      Burton Sensors presents a realistic situation where a small, rapidly growing, and profitable temperature sensor original equipment manufacturer (OEM) reaches its debt capacity and seeks equity financing to sustain high growth. The president of the company must decide... View Details
      Keywords: Financing and Loans; Acquisition; Investment; Financial Strategy; Decision Choices and Conditions
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      Fruhan, William E., and Wei Wang. "Burton Sensors, Inc." Harvard Business School Brief Case 918-539, June 2018.
      • January 2017 (Revised June 2017)
      • Case

      Chicago and the Array of Things: A Fitness Tracker for the City

      By: Rajiv Lal and Scott Johnson
      The city of Chicago has recently launched a project called the Array of Things. The program involves a series of sensor nodes placed around the city that capture a massive amount of data including pedestrian and vehicle flow, air quality, and cloud cover. The Array of... View Details
      Keywords: Smart Connected Products; Smart Cities; Internet Of Things; Sensors; Govenment; Government Administration; Technological Innovation; Digital Platforms; Applications and Software; Information Infrastructure; Internet and the Web; Public Administration Industry; Technology Industry; Chicago; United States
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      Lal, Rajiv, and Scott Johnson. "Chicago and the Array of Things: A Fitness Tracker for the City." Harvard Business School Case 517-044, January 2017. (Revised June 2017.)
      • January 2017 (Revised March 2021)
      • Case

      Fitbit

      By: Regina E. Herzlinger, Christine Snively and Sarah Mehta
      In 2019, Fitbit lost its leadership in the wearable sensor market to Apple and to cheaper alternatives.
      Why did it lose its market position?
      How will the proposed acquisition affect it and Google? View Details
      Keywords: Wearable Sensors; Smart Watches In Health Care; Google Acquisition; Health Care and Treatment; Information Technology; Acquisition
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      Herzlinger, Regina E., Christine Snively, and Sarah Mehta. "Fitbit." Harvard Business School Case 317-007, January 2017. (Revised March 2021.)
      • September 2016 (Revised September 2016)
      • Case

      Spectio: A Digital Lighting Company

      By: Rajiv Lal and Sarah McAra
      Spectio Tech, founded in 2005, developed and implemented intelligent LED lighting solutions for the industrial market. Sensors and wireless connectivity embedded in its LED fixtures not only significantly reduced lighting-related energy use—by up to 90% in some... View Details
      Keywords: Internet Of Things; IoT; LED Lighting; Start-up; Energy Efficiency; Information Technology; Technology Adoption; Technological Innovation; Business Startups; Internet and the Web
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      Lal, Rajiv, and Sarah McAra. "Spectio: A Digital Lighting Company." Harvard Business School Case 517-002, September 2016. (Revised September 2016.)
      • 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.
      • Article

      Digital Ubiquity: How Connections, Sensors, and Data Are Revolutionizing Business

      By: Marco Iansiti and Karim R. Lakhani
      When Google bought Nest, a maker of digital thermostats, for $3.2 billion just a few months ago, it was a clear indication that digital transformation and connection are spreading across even the most traditional industrial segments and creating a staggering array of... View Details
      Keywords: Digital Innovation; Digitization; Industrial Internet; Technological Innovation; Production; Competitive Strategy; Engineering; Aerospace Industry
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      Iansiti, Marco, and Karim R. Lakhani. "Digital Ubiquity: How Connections, Sensors, and Data Are Revolutionizing Business." Harvard Business Review 92, no. 11 (November 2014): 90–99.
      • September 2011
      • Supplement

      TopCoder (B)

      By: Karim R. Lakhani, Eric Lonstein and Stephanie Pokrywa
      Metrology plays a key role in the manufacture of mechanical components. Traditionally it is used extensively in a pre-process stage where a manufacturer does process planning, design, and ramp-up, and in post-process off-line inspection to establish proof of quality.... View Details
      Keywords: Industry Growth; Forecasting and Prediction; Change Management; Production; Machinery and Machining; Planning; Quality; Competition; Diversification; Technology Adoption; Measurement and Metrics; Product Design; Manufacturing Industry
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      Lakhani, Karim R., Eric Lonstein, and Stephanie Pokrywa. "TopCoder (B)." Harvard Business School Supplement 612-044, September 2011.
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