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      • January 2018 (Revised August 2020)
      • Background Note

      Continuous Software Development: Agile's Successor

      By: Jeffrey J. Bussgang, Samuel Clemens and Olivia Hull
      In recent years, the twin software development methodologies of continuous delivery and continuous deployment have risen to prominence in the start-up world and beyond. These methods have enabled technology companies large and small to accelerate their product... View Details
      Keywords: Continuous Improvement; Continuous Development; Continuous Delivery; Continuous Integration; Product Development Processes; Computer Programming; Agile; Waterfall; Software Applications; Software Engineering; Applications and Software; Information Technology; Technological Innovation; Product Development; Customer Focus and Relationships; Entrepreneurship; Organizational Change and Adaptation; Organizational Structure; Quality; Product Marketing; Product; Infrastructure; Information Infrastructure; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Massachusetts; Boston
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      Bussgang, Jeffrey J., Samuel Clemens, and Olivia Hull. "Continuous Software Development: Agile's Successor." Harvard Business School Background Note 818-055, January 2018. (Revised August 2020.)
      • 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
      Keywords: Machine Learning; Algorithms; Fairness; Mathematical Methods
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      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).
      • 2017
      • Report

      Room to Grow: Identifying New Frontiers for Apprenticeships

      By: Joseph B. Fuller and Matthew Sigelman
      In the United States, apprentices are employed in just 27 occupations, mostly in skilled, physical trades. An analysis of job postings data shows that extending apprenticeships to more occupations provides an opportunity to expand employment and close the middle skills... View Details
      Keywords: Employment; Training; Competency and Skills; Personal Development and Career; United States
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      Fuller, Joseph B., and Matthew Sigelman. "Room to Grow: Identifying New Frontiers for Apprenticeships." Report, November 2017. (Published by Burning Glass Technologies and Harvard Business School, Managing the Future of Work.)
      • October 2017
      • Case

      The Transformation of Microsoft

      By: C. Fritz Foley, E. Scott Mayfield and F. Katelynn Boland
      In early 2015, Amy Hood, CFO of Microsoft, and the rest of the senior leadership team faced a set of fundamental choices. The firm had opportunities to serve customers in ways that would be associated with higher growth but lower margin. Some of these opportunities... View Details
      Keywords: Growth; Corporate Finance; Valuation; Growth Management; Communication Strategy; Transformation; Computer Industry; Computer Industry; United States
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      Foley, C. Fritz, E. Scott Mayfield, and F. Katelynn Boland. "The Transformation of Microsoft." Harvard Business School Case 218-048, October 2017.
      • 14 Aug 2017
      • Conference Presentation

      A Convex Framework for Fair Regression

      By: Richard Berk, Hoda Heidari, Shahin Jabbari, Matthew Joseph, Michael J. Kearns, Jamie Morgenstern, Seth Neel and Aaron Roth
      We introduce a flexible family of fairness regularizers for (linear and logistic) regression problems. These regularizers all enjoy convexity, permitting fast optimization, and they span the range from notions of group fairness to strong individual fairness. By varying... View Details
      Keywords: Regression Models; Machine Learning; Fairness; Framework; Mathematical Methods
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      Berk, Richard, Hoda Heidari, Shahin Jabbari, Matthew Joseph, Michael J. Kearns, Jamie Morgenstern, Seth Neel, and Aaron Roth. "A Convex Framework for Fair Regression." Paper presented at the 4th Workshop on Fairness, Accountability, and Transparency in Machine Learning, Special Interest Group on Knowledge Discovery and Data Mining (SIGKDD), August 14, 2017.
      • 2017
      • Article

      Computer Vision Uncovers Predictors of Physical Urban Change

      By: Nikhil Naik, Scott Duke Kominers, Ramesh Raskar, Edward L. Glaeser and César A. Hidalgo
      Which neighborhoods experience physical improvements? In this paper, we introduce a computer vision method to measure changes in the physical appearances of neighborhoods from time-series street-level imagery. We connect changes in the physical appearance of five U.S.... View Details
      Keywords: Urban Economics; Gentrification; Urban Studies; Computer Vision; Nieghborhood Effects; Urban Development; Situation or Environment; Demographics; Economics; Change
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      Naik, Nikhil, Scott Duke Kominers, Ramesh Raskar, Edward L. Glaeser, and César A. Hidalgo. "Computer Vision Uncovers Predictors of Physical Urban Change." Proceedings of the National Academy of Sciences 114, no. 29 (July 18, 2017).
      • June 2017
      • Teaching Note

      IBM Transforming, 2012–2016: Ginni Rometty Steers Watson

      By: Rosabeth Moss Kanter and Jonathan Cohen
      Ginni Rometty, who became IBM CEO in 2012, led efforts to transform the company around cognitive computing and the AI platform Watson. This Teaching Note helps instructors understand and teach the Harvard Business School case “IBM Transforming, 2012–2016: Ginni Rometty... View Details
      Keywords: Digital; Technological Change; Artificial Intelligence; Data; IBM; Watson; Internet Of Things; Innovation and Invention; Management; Sales; Information Technology; Technological Innovation; Transformation; AI and Machine Learning
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      Kanter, Rosabeth Moss, and Jonathan Cohen. "IBM Transforming, 2012–2016: Ginni Rometty Steers Watson." Harvard Business School Teaching Note 317-126, June 2017.
      • 2017
      • Chapter

      Marketing Models for the Customer-Centric Firm

      By: Eva Ascarza, Peter S. Fader and Bruce G.S. Hardie
      A customer-centric firm takes the view that there are three key drivers of (organic) growth and overall profitability: Customer acquisition, customer retention, and customer development (i.e., increasing the value of each existing customer (per unit of time) while they... View Details
      Keywords: Customer Value and Value Chain; Customer Focus and Relationships
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      Ascarza, Eva, Peter S. Fader, and Bruce G.S. Hardie. "Marketing Models for the Customer-Centric Firm." In Handbook of Marketing Decision Models. 2nd ed. Edited by Berend Wierenga and Ralf van der Lans, 297–330. International Series in Operations Research & Management Science. Springer, 2017.
      • May 2017 (Revised February 2018)
      • Supplement

      VMware and the Public Cloud (B)

      By: Raffaella Sadun and Christine Snively
      Supplements the (A) case. View Details
      Keywords: Information Technology; Information Infrastructure; Applications and Software; Computer Industry; Computer Industry; Computer Industry
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      Sadun, Raffaella, and Christine Snively. "VMware and the Public Cloud (B)." Harvard Business School Supplement 717-515, May 2017. (Revised February 2018.)
      • March 2017 (Revised February 2018)
      • Case

      VMware and the Public Cloud

      By: Raffaella Sadun and Christine Snively
      In 2015, VMware, a pioneer in server and network virtualization and a member of parent company EMC’s “federation” of companies, had set its sights on becoming a leading public cloud provider. Two years prior, VMware first entered the public cloud market with its vCloud... View Details
      Keywords: Information Technology; Information Infrastructure; Applications and Software; Growth and Development Strategy; Internet and the Web; Computer Industry; Computer Industry; Computer Industry
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      Sadun, Raffaella, and Christine Snively. "VMware and the Public Cloud." Harvard Business School Case 717-480, March 2017. (Revised February 2018.)
      • 2017
      • Working Paper

      Explaining the Vertical-to-Horizontal Transition in the Computer Industry

      By: Carliss Y. Baldwin
      This paper seeks to explain the technological forces that led to the rise of vertically integrated corporations in the late 19th century and the opposing forces that led to a vertical-to-horizontal transition in the computer industry 100 years later. I first model the... View Details
      Keywords: Organizational Design; Business History; Vertical Integration; Horizontal Integration; Digital Platforms; Computer Industry
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      Baldwin, Carliss Y. "Explaining the Vertical-to-Horizontal Transition in the Computer Industry." Harvard Business School Working Paper, No. 17-084, March 2017.
      • February 2017 (Revised May 2017)
      • Case

      Rapid7

      By: Mitchell Weiss, Paul Gompers and Silpa Kovvali
      That Corey Thomas, vice president at Boston-based Rapid7, Inc., was about to enter his investor’s boardroom to negotiate a potential acquisition of Metasploit, LLC, was already an unlikely achievement of sorts. After all, Rapid7 was a venture-backed, corporate... View Details
      Keywords: Acquisition; Computer Hacking; Open-source; Corey Thomas; Rapid7; Exploit Testing; Mergers and Acquisitions; Cybersecurity; Computer Industry; North and Central America; Boston
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      Weiss, Mitchell, Paul Gompers, and Silpa Kovvali. "Rapid7." Harvard Business School Case 817-077, February 2017. (Revised May 2017.)
      • Article

      Dissecting Costs of CT Study: Application of TDABC (Time-driven Activity-based Costing) in a Tertiary Academic Center

      By: Robert S. Kaplan, Yoshimi Anzai, Marta E. Heilbrun, Derek Haas, Luca Boi, Kirk Moshre, Satoshi Minoshima and Vivian S. Lee
      The lack of understanding the true costs (not charges) of delivering health care services poses tremendous challenges in the containment of health care costs. In this study, we applied an established cost accounting method, time-driven activity-based costing (TDABC),... View Details
      Keywords: Healthcare Costs; Medical Imaging; Computed Tomography; Activity-Based Costing; Cost Accounting; Activity Based Costing and Management; Health Care and Treatment; Performance Efficiency; Health Industry
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      Kaplan, Robert S., Yoshimi Anzai, Marta E. Heilbrun, Derek Haas, Luca Boi, Kirk Moshre, Satoshi Minoshima, and Vivian S. Lee. "Dissecting Costs of CT Study: Application of TDABC (Time-driven Activity-based Costing) in a Tertiary Academic Center." Academic Radiology 24, no. 2 (February 2017): 200–208.
      • December 2016 (Revised December 2017)
      • Case

      Faber-Castell

      By: Ryan Raffaelli and Christine Snively
      By 2016, Count Anton-Wolfgang von Faber-Castell had led the 255-year-old pencil manufacturer Faber-Castell through waves of technological change. The pocket calculator decimated Faber-Castell’s slide rule business in the 1970s, and computer aided design technology... View Details
      Keywords: Leadership Style; Leading Change; Family Ownership; Manufacturing Industry; Germany
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      Raffaelli, Ryan, and Christine Snively. "Faber-Castell." Harvard Business School Case 417-010, December 2016. (Revised December 2017.)
      • November 2016 (Revised July 2019)
      • Case

      Lenovo to Buy IBM PC: Integration Challenges

      By: David G. Fubini and Christine Snively
      In December 2004, Chinese computer manufacturer Lenovo announced its purchase of IBM’s PC division. At the time, few industry observers were optimistic about the merger of these entities with seemingly opposite company cultures. How should the two entities plan to... View Details
      Keywords: Integration; Strategy; Organizational Culture; Computer Industry; Computer Industry; United States; China
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      Fubini, David G., and Christine Snively. "Lenovo to Buy IBM PC: Integration Challenges." Harvard Business School Case 417-042, November 2016. (Revised July 2019.)
      • November 2016 (Revised October 2018)
      • Case

      Formlabs: Selling a New 3D Printer

      By: Frank V. Cespedes, Olivia Hull and Amram Migdal
      Headquartered in Somerville, Massachusetts, Formlabs manufactures 3D printers used to print everything from prototypes and models to jewelry, dental, and sculpture molds. As Formlabs prepares to ship its latest model, the Form 2, Head of Customer Development and... View Details
      Keywords: 3D Printing And Manufacturing; Sales Channel Development; Sales Strategy; Entrepreneurial Management; Product Engineering; Prototype; Prototyping; Entrepreneurship; Product Launch; Information Infrastructure; Business Startups; Customers; Technological Innovation; Growth and Development Strategy; Technology Adoption; Marketing Channels; Marketing Strategy; Product Positioning; Demand and Consumers; Sales; Salesforce Management; Computer Industry; Computer Industry; Computer Industry; United States; Massachusetts; Europe; Asia
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      Cespedes, Frank V., Olivia Hull, and Amram Migdal. "Formlabs: Selling a New 3D Printer." Harvard Business School Case 817-001, November 2016. (Revised October 2018.)
      • August 2016 (Revised November 2019)
      • Supplement

      eSig: Growth Analysis

      By: Mark N. Roberge and Thomas R. Eisenmann
      eSig, an early-stage startup, offers an electronic signature application as a "freemium" product, i.e., users can upgrade from a free basic version to a premium version by paying a subscription fee. Using 9 months of data from 50,000 user activations, available as a... View Details
      Keywords: Esignature; Computer Software; Entrepreneurship; Business Startups; Management; Marketing Channels; Applications and Software; Computer Industry; United States
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      Roberge, Mark N., and Thomas R. Eisenmann. "eSig: Growth Analysis." Harvard Business School Spreadsheet Supplement 817-701, August 2016. (Revised November 2019.)
      • August 2016 (Revised November 2019)
      • Case

      eSig: Growth Analysis

      By: Mark Roberge and Tom Eisenmann
      eSig, an early-stage startup, offers an electronic signature application as a "freemium" product, i.e., users can upgrade from a free basic version to a premium version by paying a subscription fee. Using 9 months of data from 50,000 user activations (available as a... View Details
      Keywords: Esignature; Computer Software; Business or Company Management; Marketing Channels; Applications and Software; Business Startups; Computer Industry
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      Roberge, Mark, and Tom Eisenmann. "eSig: Growth Analysis." Harvard Business School Case 817-009, August 2016. (Revised November 2019.)
      • July 2016 (Revised March 2024)
      • Case

      Alphabet Eyes New Frontiers (A)

      By: Juan Alcacer, Raffaella Sadun, Olivia Hull and Kerry Herman
      In October 2015, Google restructured into Alphabet, a holding company, which analysts said would facilitate innovation among its diverse subsidiaries. But when news reports surfaced revealing struggles within Alphabet companies including Nest, the smart thermostat... View Details
      Keywords: Innovation; Conglomerates; Corporate Restructuring; Google; Corporate Strategy; Corporate Entrepreneurship; Innovation Strategy; Business and Stakeholder Relations; Research and Development; Diversification; Financial Reporting; Talent and Talent Management; Computer Industry; Computer Industry; California; United States
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      Alcacer, Juan, Raffaella Sadun, Olivia Hull, and Kerry Herman. "Alphabet Eyes New Frontiers (A)." Harvard Business School Case 717-418, July 2016. (Revised March 2024.)
      • July 2016 (Revised November 2018)
      • Case

      Code.org

      By: John J-H Kim, Lauren Barley and Allison M. Ciechanover
      The case explores Hadi Partovi’s mission to provide every K-12 student in the United States the opportunity to learn computer science. Students can assess how Partovi transformed his passion into an organization that reached millions around the globe through the launch... View Details
      Keywords: Nonprofit Organizations; Information Technology; Information Infrastructure; Applications and Software; Education; Education Industry; United States
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      Kim, John J-H, Lauren Barley, and Allison M. Ciechanover. "Code.org." Harvard Business School Case 317-008, July 2016. (Revised November 2018.)
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