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      • 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.)
      • Article

      An Invitation to Market Design

      By: Scott Duke Kominers, Alexander Teytelboym and Vincent P. Crawford
      Market design seeks to translate economic theory and analysis into practical solutions to real-world problems. By redesigning both the rules that guide market transactions and the infrastructure that enables those transactions to take place, market designers can... View Details
      Keywords: Matching; Trading; Scrip; Liquidity; Efficiency; Equity; Allocation Rules; Marketplaces; Market Design; Marketplace Matching; Auctions
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      Kominers, Scott Duke, Alexander Teytelboym, and Vincent P. Crawford. "An Invitation to Market Design." Oxford Review of Economic Policy 33, no. 4 (Winter 2017): 541–571.
      • Article

      Why Every Organization Needs an Augmented Reality Strategy

      By: Michael E. Porter and James E. Heppelmann
      While the physical world is three-dimensional, most data is trapped on two-dimensional pages and screens. This gulf between the real and digital worlds prevents us from fully exploiting the volumes of information now available to us. Augmented reality (AR), a set of... View Details
      Keywords: Technological Innovation; Innovation Strategy; Organizational Change and Adaptation; Performance Effectiveness
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      Porter, Michael E., and James E. Heppelmann. "Why Every Organization Needs an Augmented Reality Strategy." Harvard Business Review 95, no. 6 (November–December 2017): 46–57.
      • 2017
      • Mimeo

      Science for Society: Science and Technology Based Social Entrepreneurship

      By: Tarun Khanna, Shashank Shah and Kundan Madireddy
      This publication is an outcome of the team's research, engagement and interactions with over 25 science and technology-based social enterprises in India. It provides details on the research process, insightful outcomes and innovative impact.
      Throughout the... View Details
      Keywords: Social Entrepreneurship; Science-Based Business; Information Technology; Business and Community Relations; India
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      Khanna, Tarun, Shashank Shah, and Kundan Madireddy. "Science for Society: Science and Technology Based Social Entrepreneurship." Harvard University South Asia Institute, 2017. Mimeo. (This publication is an outcome of a grant from the Tata Trusts.)
      • 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; Information Technology Industry; Information 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.)
      • October 2016 (Revised December 2016)
      • Module Note

      Strategy Execution Module 6: Evaluating Strategic Profit Performance

      By: Robert Simons
      This module reading demonstrates how to calculate and analyze the profit generated by different business strategies. Formulas and examples are provided to calculate profit generated by changes in market share, revenue growth, efficiency improvements, and support costs.... View Details
      Keywords: Management Control Systems; Implementing Strategy; Execution; Evaluating Business Performance; Profitability Analysis; Variance Analysis; Measuring Effectiveness; Measuring Efficiency; Activity-Based Costing; Flexible Budget; Accounting; Strategy
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      Simons, Robert. "Strategy Execution Module 6: Evaluating Strategic Profit Performance." Harvard Business School Module Note 117-106, October 2016. (Revised December 2016.)
      • October 2016
      • Article

      Technical Debt and System Architecture: The Impact of Coupling on Defect-related Activity

      By: Alan MacCormack and Daniel J. Sturtevant
      Technical debt is created when design decisions that are expedient in the short-term increase the costs of maintaining and adapting this system in future. An important component of technical debt relates to decisions about system architecture. As systems grow and... View Details
      Keywords: Information Infrastructure; Performance Efficiency; Applications and Software; Infrastructure
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      MacCormack, Alan, and Daniel J. Sturtevant. "Technical Debt and System Architecture: The Impact of Coupling on Defect-related Activity." Journal of Systems and Software 120 (October 2016): 170–182. (Received 31 May 2015. Revised 28 May 2016. Accepted 4 June 2016.)
      • 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.)
      • August 2016 (Revised July 2017)
      • Background Note

      Brand Portfolio Strategy and Brand Architecture

      By: Jill Avery
      While companies choose to brand their products and services in many different ways, there are some central tenets that help define an optimal brand portfolio and associated brand architecture. Brand portfolio strategy involves the design, deployment, and management of... View Details
      Keywords: Brand Management; Brand Portfolio; Brand Extension; Brand Portfolio Strategy; Brand Architecture; Consumer Behavior; Marketing; Brands and Branding; Marketing Strategy
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      Avery, Jill. "Brand Portfolio Strategy and Brand Architecture." Harvard Business School Background Note 517-021, August 2016. (Revised July 2017.)
      • April 2016 (Revised May 2016)
      • Case

      Hôpital Universitaire de Mirebalais, Partners In Health in Haiti

      By: Robert S. Kaplan, Bipin Mistry and Karla Bertrand
      The case describes the application of Time-Driven Activity-Based Costing (TDABC) at a new tertiary hospital, operated by Partners in Health in Mirebelais, Haiti. A project team mapped the clinical processes for use in estimating the direct costs of personnel,... View Details
      Keywords: Time-Driven Activity-Based Costing; Activity Based Costing and Management; Cost Accounting; Developing Countries and Economies; Health Care and Treatment; Health Industry; Haiti
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      Kaplan, Robert S., Bipin Mistry, and Karla Bertrand. "Hôpital Universitaire de Mirebalais, Partners In Health in Haiti." Harvard Business School Case 116-041, April 2016. (Revised May 2016.)
      • Spring 2016
      • Article

      Net Neutrality: A Fast Lane to Understanding the Tradeoffs

      By: Shane Greenstein, Martin Peitz and Tommaso Valletti
      The last decade has seen a strident public debate about the principle of "net neutrality." The economic literature has focused on two definitions of net neutrality. The most basic definition of net neutrality is to prohibit payments from content providers to internet... View Details
      Keywords: Internet and the Web; Policy
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      Greenstein, Shane, Martin Peitz, and Tommaso Valletti. "Net Neutrality: A Fast Lane to Understanding the Tradeoffs." Journal of Economic Perspectives 30, no. 2 (Spring 2016): 127–150.
      • 2016
      • Article

      Penalized Fast Subset Scanning

      By: Skyler Speakman, Sriram Somanchi, Edward McFowland III and Daniel B. Neill
      We present the penalized fast subset scan (PFSS), a new and general framework for scalable and accurate pattern detection. PFSS enables exact and efficient identification of the most anomalous subsets of the data, as measured by a likelihood ratio scan statistic.... View Details
      Keywords: Disease Surveillance; Likelihood Ratio Statistic; Pattern Detection; Scan Statistic; Mathematical Methods
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      Speakman, Skyler, Sriram Somanchi, Edward McFowland III, and Daniel B. Neill. "Penalized Fast Subset Scanning." Journal of Computational and Graphical Statistics 25, no. 2 (2016): 382–404. (Selected for “Best of JCGS” invited session by the journal’s editor in chief.)
      • January 2016
      • Teaching Note

      Groom Energy Solutions: Selling Efficiency

      By: Michael W. Toffel, Kira Fabrizio and Stephanie van Sice
      This case examines a start-up service provider that helps clients improve the energy efficiency of their factories, warehouses, and commercial and office spaces by integrating and installing lighting, heating, and cooling technologies. The company seeks to double... View Details
      Keywords: Energy Efficiency; Energy Efficiency Paradox; Environment; Environmental Strategy; Growth; Energy; Energy Conservation; Entrepreneurship; Environmental Sustainability; Energy Industry
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      Toffel, Michael W., Kira Fabrizio, and Stephanie van Sice. "Groom Energy Solutions: Selling Efficiency." Harvard Business School Teaching Note 616-023, January 2016.
      • January 2016
      • Case

      Haiti Hope: Innovating the Mango Value Chain

      By: Amy C. Edmondson and Jean-François Harvey
      This case study examines a market-based approach to economic development through the eyes of NGO TechnoServe's project manager, implementing a US$9.5 million five-year public-private partnership between Coca-Cola, IDB, and USAID. The case ends at the beginning of the... View Details
      Keywords: Sustainability; Economic Development; Corporate Social Responsibility; Emerging Country; Teaming; Public-private Partnership; Inter-organizational Relationships; Collaboration; Strategy Implementation; Agricultural Commodity; Plant-Based Agribusiness; Public Sector; Supply Chain Management; Customer Value and Value Chain; Corporate Social Responsibility and Impact; Learning; Partners and Partnerships; Private Sector; Developing Countries and Economies; Social Enterprise; Food and Beverage Industry; Agriculture and Agribusiness Industry; Haiti
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      Edmondson, Amy C., and Jean-François Harvey. "Haiti Hope: Innovating the Mango Value Chain." Harvard Business School Case 616-040, January 2016.
      • Winter 2016
      • Article

      Analytics for an Online Retailer: Demand Forecasting and Price Optimization

      By: Kris J. Ferreira, Bin Hong Alex Lee and David Simchi-Levi
      We present our work with an online retailer, Rue La La, as an example of how a retailer can use its wealth of data to optimize pricing decisions on a daily basis. Rue La La is in the online fashion sample sales industry, where they offer extremely limited-time... View Details
      Keywords: Internet and the Web; Price; Forecasting and Prediction; Revenue; Sales; Retail Industry
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      Ferreira, Kris J., Bin Hong Alex Lee, and David Simchi-Levi. "Analytics for an Online Retailer: Demand Forecasting and Price Optimization." Manufacturing & Service Operations Management 18, no. 1 (Winter 2016): 69–88.
      • December 2015 (Revised February 2016)
      • Case

      Ocado

      By: José Alvarez, David E. Bell and Damien McLoughlin
      In 2015, U.K.-based Ocado was the world's largest pure player in the online home-delivery grocery business and was gaining a growing share of the highly competitive U.K. grocery market. Ocado had made heavy investments in technology, including a highly automated... View Details
      Keywords: Ocado; Grocery; Retail; Online Grocery; Supermarket; Delivery Models; Service Models; United Kingdom; Technology; Operations Management; Digital Platforms; Competition; Internet and the Web; Service Operations; Service Delivery; Supply Chain; Marketing; Retail Industry; Food and Beverage Industry; United Kingdom
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      Alvarez, José, David E. Bell, and Damien McLoughlin. "Ocado." Harvard Business School Case 516-059, December 2015. (Revised February 2016.)
      • October 2015
      • Article

      How Smart, Connected Products Are Transforming Companies

      By: Michael E. Porter and James E. Heppelmann
      The evolution of products into intelligent, connected devices is revolutionizing business. In a November 2014 article, "How Smart, Connected Products Are Transforming Competition," Harvard Business School professor Michael Porter and PTC president and CEO James... View Details
      Keywords: Organizational Change and Adaptation; Technological Innovation; Information Technology; Organizational Structure; Operations; Business Strategy
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      Porter, Michael E., and James E. Heppelmann. "How Smart, Connected Products Are Transforming Companies." Harvard Business Review 93, no. 10 (October 2015): 97–114.
      • 2019
      • Working Paper

      The Wisdom of Crowds in Operations: Forecasting Using Prediction Markets

      By: Achal Bassamboo, Ruomeng Cui and Antonio Moreno
      Prediction is an important activity in various business processes, but it becomes difficult when historical information is not available, such as forecasting demand of a new product. One approach that can be applied in such situations is to crowdsource opinions from... View Details
      Keywords: Wisdom Of Crowds; Demand Forecasting; Price Forecasting; Forecasting and Prediction; Social and Collaborative Networks; Size; Performance
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      Bassamboo, Achal, Ruomeng Cui, and Antonio Moreno. "The Wisdom of Crowds in Operations: Forecasting Using Prediction Markets." Working Paper, 2019.
      • September 8, 2015
      • Article

      Making Better Decisions in Your Family Business

      By: Josh Baron, Rob Lachenauer and Sebastian Ehrensberger
      Family businesses face complex decisions, from CEO succession to business strategies. A "four-room" model helps structure decision-making in these businesses: Owner Room (ownership goals and board election), Board Room (performance monitoring and CEO appointment),... View Details
      Keywords: Family Business; Decisions; Business Strategy; Goals and Objectives; Management Succession; Talent and Talent Management
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      Baron, Josh, Rob Lachenauer, and Sebastian Ehrensberger. "Making Better Decisions in Your Family Business." Harvard Business Review (website) (September 8, 2015).
      • April 2015 (Revised June 2016)
      • Case

      The Transformation of NCR

      By: David Collis, Raffaella Sadun and Matthew Shaffer
      During his tenure as CEO since 2005, Bill Nuti had moved NCR Corporation (originally National Cash Register) from its historical competence in hardware to become a provider of hardware and software for managing transactions across a range of industries and payments... View Details
      Keywords: NCR; Hardware; Software; Acquisitions; Financial Services; Organizational Change and Adaptation; Expansion; Information Infrastructure; Applications and Software; Transformation; Acquisition; Financial Services Industry; Technology Industry
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      Collis, David, Raffaella Sadun, and Matthew Shaffer. "The Transformation of NCR." Harvard Business School Case 715-438, April 2015. (Revised June 2016.)
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