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      • May 2016 (Revised April 2018)
      • Case

      Building the Digital Manufacturing Enterprise of the Future at Siemens

      By: Willy Shih
      This case describes the motivation for and the development of Siemens' digital manufacturing enterprise vision, which became the foundation for its implementation of Industrie 4.0. While the effort started with a purely defensive move by Anton Huber, head of the... View Details
      Keywords: Big Data; Internet Of Things; Internet Of Everything; Industrie 4.0; Digital Factory; Digital Enterprise; Digital Manufacturing; Manufacturing; Production Management; Production Planning; Computer Software; Germany; German Manufacturing; Machinery and Machining; Information Technology; Digital Platforms; Technological Innovation; Production; Supply Chain; Applications and Software; Information Infrastructure; Internet and the Web; Analytics and Data Science; Manufacturing Industry; Germany
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      Shih, Willy. "Building the Digital Manufacturing Enterprise of the Future at Siemens." Harvard Business School Case 616-060, May 2016. (Revised April 2018.)
      • 2016
      • Teaching Note

      Advanced Leadership Pathways: Shelly London and Ethics Education

      By: Rosabeth Moss Kanter, Tessa Natanay Hamilton and Ai-Ling Jamila Malone
      Teaching Note for Case 313-028. Following a successful career as a Senior Vice President, Vice President, and Chief Communications Officer at two large corporate companies, Shelly London became a Harvard Advanced Leadership Fellow. During her fellowship she set out to... View Details
      Keywords: Ethics; Education; Moral Sensibility; Behavior; Decision Making; Leadership; Innovation and Management; Change Management; Social Enterprise; Education Industry; Service Industry; North and Central America
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      Kanter, Rosabeth Moss, Tessa Natanay Hamilton, and Ai-Ling Jamila Malone. "Advanced Leadership Pathways: Shelly London and Ethics Education." Harvard Business Publishing Teaching Note, 2016. (Harvard Advanced Leadership Initiative.)
      • 2016
      • Working Paper

      Paying (for) Attention: The Impact of Information Processing Costs on Bayesian Inference

      By: Scott Duke Kominers, Xiaosheng Mu and Alexander Peysakhovich
      Human information processing is often modeled as costless Bayesian inference. However, research in psychology shows that attention is a computationally costly and potentially limited resource. We study a Bayesian individual for whom computing posterior beliefs is... View Details
      Keywords: Behavior; Cognition and Thinking; Economics
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      Kominers, Scott Duke, Xiaosheng Mu, and Alexander Peysakhovich. "Paying (for) Attention: The Impact of Information Processing Costs on Bayesian Inference." Working Paper, February 2016.
      • January 2016 (Revised January 2017)
      • Case

      Rumie: Bringing Digital Education to the Underserved

      By: John J-H Kim and Amram Migdal
      In fall of 2015, the Toronto, Canada–based education technology nonprofit Rumie had distributed thousands of computer tablets preloaded with collections of thousands of pieces of curated educational content to nongovernmental organizations (NGOs) in some of the most... View Details
      Keywords: Edtech; Education Technology; Social Enterprise; Nonprofit; Education Startup; Technological Innovation; Nonprofit Organizations; Social Entrepreneurship; Education; Business Startups; Education Industry; Canada; Africa
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      Kim, John J-H, and Amram Migdal. "Rumie: Bringing Digital Education to the Underserved." Harvard Business School Case 316-140, January 2016. (Revised January 2017.)
      • 2016
      • Chapter

      Deriving an Optimally Deceptive Policy in Two-Player Iterated Games

      By: Elisabeth Paulson and Christopher Griffin
      We formulate the problem of determining an optimally deceptive strategy in a repeated game framework. We assume that two players are engaged in repeated play. During an initial time period, Player 1 may deceptively train his opponent to expect a specific strategy. The... View Details
      Keywords: Deception; Strategy; Game Theory
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      Paulson, Elisabeth, and Christopher Griffin. "Deriving an Optimally Deceptive Policy in Two-Player Iterated Games." In Proceedings of 2016 American Control Conference. IEEE Press, 2016. (Developed with Booz Allen Hamilton.)
      • December 2015
      • Case

      Stephen Richards: Addressing FAQ

      By: Eugene Soltes
      Stephen Richards, former global head of sales at Computer Associates, addresses frequently asked questions from "A Letter from Prison." View Details
      Keywords: Accounting; Crime and Corruption; Ethics; Corporate Accountability; Managerial Roles
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      Soltes, Eugene. "Stephen Richards: Addressing FAQ." Harvard Business School Case 116-036, December 2015.
      • November 2015 (Revised May 2016)
      • Case

      Aspiring Minds

      By: Karim R. Lakhani, Marco Iansiti and Christine Snively
      By 2015, India-based employment assessment and certification provider Aspiring Minds had helped facilitate over 300,000 job matches through its assessment tools. Aspiring Minds' flagship product, the Aspiring Minds Computer Adaptive Test (AMCAT), used machine learning... View Details
      Keywords: Information Technology; Strategy; Higher Education; Technological Innovation; Employment; Technology Industry; India; China
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      Lakhani, Karim R., Marco Iansiti, and Christine Snively. "Aspiring Minds." Harvard Business School Case 616-013, November 2015. (Revised May 2016.)
      • October 2015 (Revised October 2016)
      • Case

      Building Watson: Not So Elementary, My Dear! (Abridged)

      By: Willy C. Shih
      This case is set inside IBM Research's efforts to build a computer that can successfully take on human challengers playing the game show Jeopardy! It opens with the machine named Watson offering the incorrect answer "Toronto" to a seemingly simple question during the... View Details
      Keywords: Analytics; Big Data; Business Analytics; Product Development Strategy; Machine Learning; Machine Intelligence; Artificial Intelligence; Product Development; AI and Machine Learning; Information Technology; Analytics and Data Science; Information Technology Industry; United States
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      Shih, Willy C. "Building Watson: Not So Elementary, My Dear! (Abridged)." Harvard Business School Case 616-025, October 2015. (Revised October 2016.)
      • 2015
      • Working Paper

      Do People Shape Cities, or Do Cities Shape People? The Co-evolution of Physical, Social, and Economic Change in Five Major U.S. Cities

      By: Nikhil Naik, Scott Duke Kominers, Ramesh Raskar, Edward L. Glaeser and Cesar Hidalgo
      Urban change involves transformations in the physical appearance and the social composition of neighborhoods. Yet, the relationship between the physical and social components of urban change is not well understood due to the lack of comprehensive measures of... View Details
      Keywords: Demographics; Urban Development; Change; Economics
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      Naik, Nikhil, Scott Duke Kominers, Ramesh Raskar, Edward L. Glaeser, and Cesar Hidalgo. "Do People Shape Cities, or Do Cities Shape People? The Co-evolution of Physical, Social, and Economic Change in Five Major U.S. Cities." Working Paper.
      • June 2015 (Revised August 2016)
      • Case

      Apple's Future: Apple Watch, Apple TV, and/or Apple Car?

      By: David B. Yoffie and Eric Baldwin
      In 2015, Apple CEO Tim Cook knew that Apple, despite its phenomenal success, needed to continue to innovate in new product areas in order to continue its momentum into the future. This case explores three new (actual or potential) product offerings from Apple: the... View Details
      Keywords: Strategy; Electronics; Innovation; Technology; Technological Innovation; Competitive Strategy; Corporate Strategy; Emerging Markets; Growth and Development Strategy; Computer Industry; Computer Industry; Computer Industry
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      Yoffie, David B., and Eric Baldwin. "Apple's Future: Apple Watch, Apple TV, and/or Apple Car?" Harvard Business School Case 716-401, June 2015. (Revised August 2016.)
      • May 2015 (Revised October 2015)
      • Case

      Apple Inc. in 2015

      By: David B. Yoffie and Eric Baldwin
      At the end of 2014, Apple Inc. recorded the most profitable quarter of any firm in history, and its market capitalization soon topped $700 billion. 'Apple Inc in 2015' explores the history of Apple, its successes under Jobs, its continued growth under Tim Cook, and the... View Details
      Keywords: Competition; Innovation; Market Positioning; Marketing Implementation; Planning; Products; Strategy; Strategic Positioning; Technology; Information Technology; Strategic Planning; Product Positioning; Leadership; Communication; Competitive Advantage; Product; Innovation and Invention; Computer Industry; Computer Industry
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      Yoffie, David B., and Eric Baldwin. "Apple Inc. in 2015." Harvard Business School Case 715-456, May 2015. (Revised October 2015.)
      • May 2015 (Revised December 2016)
      • Supplement

      Generating Higher Value at IBM (B)

      By: Benjamin C. Esty and E. Scott Mayfield
      Keywords: Dividends; Share Repurchases; Earnings Guidance; Financial Statement Analysis; Financial Ratios; Payout Policy; Earnings Per Share (EPS); Value Creation; Financial Statements; Corporate Finance; Computer Industry
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      Esty, Benjamin C., and E. Scott Mayfield. "Generating Higher Value at IBM (B)." Harvard Business School Supplement 215-059, May 2015. (Revised December 2016.)
      • April 2015
      • Teaching Plan

      Codecademy: Monetizing a Movement?

      By: Jeffrey J. Bussgang and Lisa Mazzanti
      This is a Teaching Plan for the case on Codecademy, an open-platform, online community for learning computer programming, launched in 2011. By 2014, the company had raised a total of $12.5 million in funding and was, on many fronts, an overwhelming success. However,... View Details
      Keywords: Business Model; Internet and the Web; Open Source Distribution; Social Entrepreneurship; Education
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      Bussgang, Jeffrey J., and Lisa Mazzanti. "Codecademy: Monetizing a Movement?" Harvard Business School Teaching Plan 815-117, April 2015.
      • 2015
      • Working Paper

      Lost in the Clouds: The Impact of Changing Property Rights on Investment in Cloud Computing Ventures

      By: Josh Lerner and Greg Rafert
      Our analysis seeks to understand the impact of changing allocations of property rights on investment in new firms. We focus on the Cartoon Network, et al. v. Cablevision decision in the U.S., which narrowed the protection enjoyed by content creators (e.g., movie... View Details
      Keywords: Technological Innovation; Venture Capital; Internet and the Web; Entrepreneurship; Investment; Copyright
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      Lerner, Josh, and Greg Rafert. "Lost in the Clouds: The Impact of Changing Property Rights on Investment in Cloud Computing Ventures." Harvard Business School Working Paper, No. 15-082, April 2015.
      • April 2015
      • Case

      Carolinas HealthCare System: Consumer Analytics

      By: John A. Quelch and Margaret L. Rodriguez
      In 2014, Dr. Michael Dulin, chief clinical officer for analytics and outcomes research and head of the Dickson Advanced Analytics (DA2) group at Carolinas HealthCare System (CHS), successfully unified all analytics talent and resources into one group over a three year... View Details
      Keywords: Consumer Segmentation; Big Data; Management Information Systems; Hospital Management; Health Care and Treatment; Marketing; Segmentation; Analytics and Data Science; Information Management; Information Technology; Health; Health Industry; United States
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      Quelch, John A., and Margaret L. Rodriguez. "Carolinas HealthCare System: Consumer Analytics." Harvard Business School Case 515-060, April 2015.
      • Article

      Big Other: Surveillance Capitalism and the Prospects of an Information Civilization

      By: Shoshana Zuboff
      This article describes an emergent logic of accumulation in the networked sphere, 'surveillance capitalism,' and considers its implications for 'information civilization.' The institutionalizing practices and operational assumptions of Google Inc. are the... View Details
      Keywords: Surveillance Capitalism; Big Data; Google; Information Society; Privacy; Internet Of Everything; Rights; Economic Systems; Analytics and Data Science; Internet and the Web; Ethics
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      Zuboff, Shoshana. "Big Other: Surveillance Capitalism and the Prospects of an Information Civilization." Journal of Information Technology 30, no. 1 (March 2015): 75–89.
      • 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.
      • March 2015
      • Case

      Aarti Grover and CMS Computers

      By: Thomas J. DeLong
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      DeLong, Thomas J. "Aarti Grover and CMS Computers." Harvard Business School Case 415-028, March 2015.
      • March 2015
      • Article

      Vulnerable Banks

      By: Robin Greenwood, Augustin Landier and David Thesmar
      We present a model in which fire sales propagate shocks across bank balance sheets. When a bank experiences a negative shock to its equity, a natural way to return to target leverage is to sell assets. If potential buyers are limited, then asset sales depress prices,... View Details
      Keywords: Financial Liquidity; Financial Crisis; Banks and Banking; Banking Industry; Europe
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      Greenwood, Robin, Augustin Landier, and David Thesmar. "Vulnerable Banks." Journal of Financial Economics 115, no. 3 (March 2015): 471–485.
      • February 2015
      • Article

      'Open' Disclosure of Innovations, Incentives and Follow-on Reuse: Theory on Processes of Cumulative Innovation and a Field Experiment in Computational Biology

      By: Kevin J. Boudreau and Karim R. Lakhani
      Most of society's innovation systems―academic science, the patent system, open source, etc.―are "open" in the sense that they are designed to facilitate knowledge disclosure among innovators. An essential difference across innovation systems is whether disclosure is of... View Details
      Keywords: Open Innovation; Cumulative Innovation; Incentives; Search; Disclosure And Access; Knowledge Sharing; Motivation and Incentives; Collaborative Innovation and Invention
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      Boudreau, Kevin J., and Karim R. Lakhani. "'Open' Disclosure of Innovations, Incentives and Follow-on Reuse: Theory on Processes of Cumulative Innovation and a Field Experiment in Computational Biology." Research Policy 44, no. 1 (February 2015): 4–19.
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