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  • February 2017
  • Case

GE Digital

By: Rajiv Lal and Scott Johnson
Known for manufacturing industrial equipment, GE has decided to invest in software and analytics capabilities to become a digital industrial company. They have also created a software platform that they hope will power the Industrial Internet. GE executives forecasted... View Details
Keywords: GE; General Electric; Manufacturing; Industrial Internet; Wind Power; Digital Manufacturing; Renewable Energy; Energy; Innovation and Management; Innovation Strategy; Organizational Change and Adaptation; Organizational Culture; Applications and Software; Growth and Development Strategy; Transformation; Green Technology Industry; Technology Industry; Manufacturing Industry; North America
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Lal, Rajiv, and Scott Johnson. "GE Digital." Harvard Business School Case 517-063, February 2017.
  • November 2020
  • Teaching Note

DayTwo: Going to Market with Gut Microbiome

By: Ayelet Israeli
Teaching Note for HBS Case No. 519-010. DayTwo is a young Israeli startup that applies research on the gut microbiome and machine learning algorithms to deliver personalized nutritional recommendations to its users in order to minimize blood sugar spikes after meals.... View Details
Keywords: Start-up Growth; Startup; Positioning; Targeting; Go To Market Strategy; B2B Vs. B2C; B2B2C; Health & Wellness; AI; Machine Learning; Female Ceo; Female Protagonist; Science-based; Science And Technology Studies; Ecommerce; Applications; DTC; Direct To Consumer Marketing; US Health Care; "USA,"; Innovation; Pricing; Business Growth; Segmentation; Distribution Channels; Growth and Development Strategy; Business Startups; Science-Based Business; Health; Innovation and Invention; Marketing; Information Technology; Business Growth and Maturation; E-commerce; Applications and Software; Health Industry; Technology Industry; Insurance Industry; Information Technology Industry; Food and Beverage Industry; Israel; United States
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Israeli, Ayelet. "DayTwo: Going to Market with Gut Microbiome." Harvard Business School Teaching Note 521-052, November 2020.
  • February 2001 (Revised March 2003)
  • Case

Extricity Inc.

Extricity provides software that triggers and automates information flows between collaborating businesses. Its products interface with the legacy information systems already in use by customers, extract information from them, and send this information over the... View Details
Keywords: Product Positioning; Internet and the Web; Information Technology; Applications and Software; Information Technology Industry
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McAfee, Andrew P., and Gregory Bounds. "Extricity Inc." Harvard Business School Case 601-113, February 2001. (Revised March 2003.)
  • November 1996 (Revised June 1999)
  • Case

Living on Internet Time: Product Development at Netscape, Yahoo!, NetDynamics, and Microsoft

By: Marco Iansiti and Alan D. MacCormack
Describes how four companies in the Internet software market approach product development. Drawing upon short case studies of three recent projects, students are invited to synthesize the common attributes of development practice in turbulent environments. View Details
Keywords: Product Development; Internet and the Web; Applications and Software; Situation or Environment; Volatility; Risk and Uncertainty; Research and Development; Information Technology Industry; United States
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Iansiti, Marco, and Alan D. MacCormack. "Living on Internet Time: Product Development at Netscape, Yahoo!, NetDynamics, and Microsoft." Harvard Business School Case 697-052, November 1996. (Revised June 1999.)
  • November 2023
  • Case

Copilot(s): Generative AI at Microsoft and GitHub

By: Frank Nagle, Shane Greenstein, Maria P. Roche, Nataliya Langburd Wright and Sarah Mehta
This case tells the story of Microsoft’s 2018 acquisition of GitHub and the subsequent launch of GitHub Copilot, a tool that uses generative artificial intelligence to suggest snippets of code to software developers in real time. Set in late 2021, when Copilot was... View Details
Keywords: Business Ventures; Strategy; AI and Machine Learning; Applications and Software; Product Launch; Information Technology Industry; Technology Industry; Web Services Industry; United States; California
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Nagle, Frank, Shane Greenstein, Maria P. Roche, Nataliya Langburd Wright, and Sarah Mehta. "Copilot(s): Generative AI at Microsoft and GitHub." Harvard Business School Case 624-010, November 2023.
  • 07 Jul 2003
  • Research & Ideas

The Organizational Model for Open Source

Programmers contribute to free software and open source projects for many reasons—some for the fun of it, some to improve their skills, others for a paycheck. Many people have wondered why these people give their work away. The truth is... View Details
Keywords: by Mallory Stark
  • October 2016 (Revised January 2020)
  • Case

All Traffic Solutions

By: Rajiv Lal and Scott F. Johnson
All Traffic Solutions traditionally sold traffic signs that collected vehicle data to cities. In recent years, the firm connected their signs to the internet and began selling software that enabled cities to operate their signs remotely and collect data in a more... View Details
Keywords: IoT; Internet Of Things; Smart Connected Products; All Traffic Solutions; Traffic; Internet and the Web; Information Technology; Digital Platforms; Information Infrastructure; Applications and Software; Transportation; Mobile and Wireless Technology; Manufacturing Industry; Technology Industry; Information Technology Industry; United States
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Lal, Rajiv, and Scott F. Johnson. "All Traffic Solutions." Harvard Business School Case 517-011, October 2016. (Revised January 2020.)
  • April 2006 (Revised April 2007)
  • Case

Endeca Technologies: New Growth Opportunities

By: Paul A. Gompers and Kristin Perry
Steve Papa, CEO of Endeca Technologies, must decide whether to expand into a new market with a new application of his company's technology. Endeca has experienced significant success with its information access software in the online retail industry, and in September... View Details
Keywords: Decision Choices and Conditions; Market Entry and Exit; Production; Organizational Structure; Partners and Partnerships; Opportunities; Expansion; Internet and the Web; Applications and Software; Information Technology Industry
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Gompers, Paul A., and Kristin Perry. "Endeca Technologies: New Growth Opportunities." Harvard Business School Case 206-041, April 2006. (Revised April 2007.)
  • November 2012
  • Article

The Variance of Non-Parametric Treatment Effect Estimators in the Presence of Clustering

By: Samuel G. Hanson and Adi Sunderam
Non-parametric estimators of treatment effects are often applied in settings where clustering may be important. We provide a general methodology for consistently estimating the variance of a large class of non-parametric estimators, including the simple matching... View Details
Keywords: Treatment Effects; Matching Estimators; Clustering; Applications and Software; Mathematical Methods
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Hanson, Samuel G., and Adi Sunderam. "The Variance of Non-Parametric Treatment Effect Estimators in the Presence of Clustering." Review of Economics and Statistics 94, no. 4 (November 2012). (Stata and Matlab Code Here.)
  • Article

The Information Technology Ecosystem: Structure, Health, and Performance

By: Marco Iansiti and Gregory L. Richards

A number of modern industries are organized as complex networks of firms whose integrated efforts are necessary to deliver value to end customers. The complexity of these networks, or business ecosystems, and the associated interdependencies among firms, make... View Details

Keywords: Business Ventures; Networks; Value; Customers; Performance Productivity; Product; Applications and Software; Innovation and Invention; Competition; Business Model; Information Infrastructure; Information Technology Industry
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Iansiti, Marco, and Gregory L. Richards. "The Information Technology Ecosystem: Structure, Health, and Performance." Antitrust Bulletin 51, no. 1 (Spring 2006).
  • July 2004 (Revised September 2004)
  • Case

Novell: CEO-led Turnaround and Growth Strategy

By: Richard L. Nolan and Robert D. Austin
Novell CEO Jack Messman tried to return the company to its leadership position in the software industry through a strategy that embraces Linux and other open source software. This case serves as an introduction to open source software and strategies based on open... View Details
Keywords: Organizational Change and Adaptation; Value Creation; Open Source Distribution; Applications and Software; Intellectual Property; Business Strategy; Information Technology Industry
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Nolan, Richard L., and Robert D. Austin. "Novell: CEO-led Turnaround and Growth Strategy." Harvard Business School Case 605-004, July 2004. (Revised September 2004.)
  • October 1987 (Revised January 1999)
  • Case

Microsoft Corporation: The Introduction of Microsoft Works

Microsoft must decide how to design a new software product for global markets, identify the timing for entry into different countries, and position the product around the world. View Details
Keywords: Product Positioning; Applications and Software; Product Design; Product Launch; Globalized Markets and Industries; Information Technology Industry; United States
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Kosnik, Thomas J. "Microsoft Corporation: The Introduction of Microsoft Works." Harvard Business School Case 588-028, October 1987. (Revised January 1999.)
  • 2022
  • Case

Can Salesforce Compete in the Carbon Accounting Market?

By: Andrew J. Hoffman
This case describes Salesforce's development of Sustainability Cloud, a suite of software tools built to help companies measure, track, and report carbon emissions and other sustainability metrics. The goal of this case is to provide students with a background and... View Details
Keywords: Environmental Accounting; Corporate Social Responsibility and Impact; Corporate Accountability; Applications and Software
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Hoffman, Andrew J. "Can Salesforce Compete in the Carbon Accounting Market?" William Davidson Institute Case 6-796-717, 2022.
  • October 2019
  • Case

Feeling Machines: Emotion AI at Affectiva

By: Shane Greenstein and John Masko
In 2016, Affectiva—a Boston-based emotion AI software company with a long track record of building emotion-sensing software for market research—had attempted to expand into new verticals by releasing a mobile software development kit (SDK) that downloaders could adapt... View Details
Keywords: Artificial Intelligence; Market Research; Business Model; Finance; Revenue; Decision Making; Risk and Uncertainty; Market Entry and Exit; Applications and Software; AI and Machine Learning; Information Technology Industry; Auto Industry; United States
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Greenstein, Shane, and John Masko. "Feeling Machines: Emotion AI at Affectiva." Harvard Business School Case 620-058, October 2019.
  • Article

How to Shift from Selling Products to Selling Services

By: Doug J. Chung
Only a few years ago, most software companies sold seat licenses for their products, charging customers on the basis of head count. But today, software is typically provided using cloud-based software-as-a-service (SaaS) models that charge customers fees for... View Details
Keywords: SaaS Business Models; Sales; Management; Business Model; Salesforce Management; Applications and Software; Customer Relationship Management
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Chung, Doug J. "How to Shift from Selling Products to Selling Services." Harvard Business Review 99, no. 2 (March–April 2021): 48–52.
  • September 2005 (Revised May 2006)
  • Case

Teradyne Corporation: The Jaguar Project

By: Francesca Gino and Gary P. Pisano
Teradyne, a leading manufacturer of semiconductor test equipment, embarked on a multiyear effort to improve its product development capabilities and to implement more formalized project management approaches. Examines the development of a new-generation tester that... View Details
Keywords: Projects; Management; Product Development; Information Infrastructure; Applications and Software; Groups and Teams; Business or Company Management; Research and Development; Problems and Challenges; Semiconductor Industry; United States
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Gino, Francesca, and Gary P. Pisano. "Teradyne Corporation: The Jaguar Project." Harvard Business School Case 606-042, September 2005. (Revised May 2006.)
  • 18 Apr 2000
  • Research & Ideas

Learning in Action

never made twice.   AT&T's Bell Laboratories conducted reviews of its own software engineers to determine why some were more productive than others with the goal of distilling their techniques into best practices that their less... View Details
Keywords: by David A. Garvin
  • 20 Nov 2006
  • Research & Ideas

Open Source Science: A New Model for Innovation

scientific problem solving? Yes, and it comes from an unexpected and unrelated corner of the universe: open source software development. That's the view of Karim R. Lakhani, an assistant professor at Harvard Business School with an... View Details
Keywords: by Martha Lagace
  • April 2008
  • Background Note

Broadband and Video Games: Playing and Winning Together

By: Stephen P. Bradley and Nancy Bartlett
This note examines the relationship between video gaming devices (console, handhelds, mobile and PC) and gaming software development. The impact of broadband, wireless technologies and other innovations are also presented. View Details
Keywords: Games, Gaming, and Gambling; Innovation and Invention; Relationships; Information Infrastructure; Applications and Software; Mobile and Wireless Technology; Entertainment and Recreation Industry; Technology Industry
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Bradley, Stephen P., and Nancy Bartlett. "Broadband and Video Games: Playing and Winning Together." Harvard Business School Background Note 708-440, April 2008.
  • February 2018 (Revised October 2019)
  • Case

HubSpot and Motion AI: Chatbot-Enabled CRM

By: Jill Avery and Thomas Steenburgh
HubSpot, an inbound marketing, sales, and customer relationship management (CRM) software provider, announced that it had acquired Motion AI, a software platform that enabled companies to easily build and deploy chatbots, fueled by artificial intelligence, to interact... View Details
Keywords: CRM; Sales Management; Customer Service; Artificial Intelligence; B2B Vs. B2C; Business Marketing; SaaS; Marketing; Marketing Strategy; Brands and Branding; Customer Focus and Relationships; Sales; Salesforce Management; Technological Innovation; Applications and Software; Customer Relationship Management; AI and Machine Learning; Technology Industry; Service Industry; United States; North America
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Avery, Jill, and Thomas Steenburgh. "HubSpot and Motion AI: Chatbot-Enabled CRM." Harvard Business School Case 518-067, February 2018. (Revised October 2019.)
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