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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.)
      • Article

      Crowdsourcing City Government: Using Tournaments to Improve Inspection Accuracy

      By: Edward Glaeser, Andrew Hillis, Scott Duke Kominers and Michael Luca
      The proliferation of big data makes it possible to better target city services like hygiene inspections, but city governments rarely have the in-house talent needed for developing prediction algorithms. Cities could hire consultants, but a cheaper alternative is to... View Details
      Keywords: User-generated Content; Operations; Tournaments; Policy-making; Machine Learning; Online Platforms; Analytics and Data Science; Mathematical Methods; City; Infrastructure; Business Processes; Government and Politics
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      Glaeser, Edward, Andrew Hillis, Scott Duke Kominers, and Michael Luca. "Crowdsourcing City Government: Using Tournaments to Improve Inspection Accuracy." American Economic Review: Papers and Proceedings 106, no. 5 (May 2016): 114–118.
      • Article

      Gathering Data for Archival, Field, Survey, and Experimental Accounting Research

      By: Robert Bloomfield, Mark W. Nelson and Eugene F. Soltes
      In the published proceedings of the first Journal of Accounting Research Conference, Vatter (1966) lamented that “Gathering direct and original facts is a tedious and difficult task, and it is not surprising that such work is avoided.” For the 50th JAR Conference,... View Details
      Keywords: Archival; Data; Experiment; Empirical Methods; Field Study; Analytics and Data Science; Surveys; Financial Reporting
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      Bloomfield, Robert, Mark W. Nelson, and Eugene F. Soltes. "Gathering Data for Archival, Field, Survey, and Experimental Accounting Research." Journal of Accounting Research 54, no. 2 (May 2016): 341–395.
      • Article

      Making Private Data Accessible in an Opaque Industry: The Experience of the Private Capital Research Institute

      By: Josh Lerner and Leslie Jeng
      Private markets are becoming an increasingly important way of financing rapidly growing and mature firms, and private investors are reputed to have far-reaching economic impacts. These important markets, however, are uniquely difficult to study. This paper explores... View Details
      Keywords: Analytics and Data Science; Research; Entrepreneurship; Private Sector
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      Lerner, Josh, and Leslie Jeng. "Making Private Data Accessible in an Opaque Industry: The Experience of the Private Capital Research Institute." American Economic Review: Papers and Proceedings 106, no. 5 (May 2016): 157–160.
      • Article

      Beyond Statistics: The Economic Content of Risk Scores

      By: Liran Einav, Amy Finkelstein, Raymond Kluender and Paul Schrimpf
      "Big data" and statistical techniques to score potential transactions have transformed insurance and credit markets. In this paper, we observe that these widely-used statistical scores summarize a much richer heterogeneity, and may be endogenous to the context in which... View Details
      Keywords: Analytics and Data Science; Risk and Uncertainty; Insurance Industry
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      Einav, Liran, Amy Finkelstein, Raymond Kluender, and Paul Schrimpf. "Beyond Statistics: The Economic Content of Risk Scores." American Economic Journal: Applied Economics 8, no. 2 (April 2016): 195–224.
      • Spring 2016
      • Article

      Has Social Science Taken Over Electoral Campaigns and Should We Regret It?

      By: Vincent Pons
      Keywords: Data Analytics; Elections; Electoral Campaigns; Persuasion; Randomized Experiments
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      Pons, Vincent. "Has Social Science Taken Over Electoral Campaigns and Should We Regret It?" French Politics, Culture and Society 34, no. 1 (Spring 2016): 34–47.
      • Spring 2016
      • Article

      The Billion Prices Project: Using Online Prices for Inflation Measurement and Research

      By: Alberto Cavallo and Roberto Rigobon
      New data-gathering techniques, often referred to as “Big Data” have the potential to improve statistics and empirical research in economics. In this paper we describe our work with online data at the Billion Prices Project at MIT and discuss key lessons for both... View Details
      Keywords: Billion Prices Project; Online Scraped Data; Online Price Index; Economics; Research; Price; Analytics and Data Science
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      Cavallo, Alberto, and Roberto Rigobon. "The Billion Prices Project: Using Online Prices for Inflation Measurement and Research." Journal of Economic Perspectives 30, no. 2 (Spring 2016): 151–178.
      • March 2016 (Revised April 2017)
      • Teaching Note

      Bridj and the Business of Urban Mobility (A): Introducing a New Model

      By: Rosabeth Moss Kanter and Jonathan Cohen
      This note is for the purpose of aiding classroom instructors in the use of the Harvard Business School case "Bridj and the Business of Urban Mobility: Introducing a New Model." Instructors may use it to help students understand the challenges that come with disrupting... View Details
      Keywords: Startup; Startup Management; Big Data; Smart Transit; Stakeholder Engagement; Stakeholder Management; Urban Vehicle; Mobility; Mass Transit; Uber; Government Relations; Technological Innovation; Analytics and Data Science; Entrepreneurship; Business and Stakeholder Relations; Business Startups; Transportation; Business and Government Relations; Transportation Industry; United States
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      Kanter, Rosabeth Moss, and Jonathan Cohen. "Bridj and the Business of Urban Mobility (A): Introducing a New Model." Harvard Business School Teaching Note 316-155, March 2016. (Revised April 2017.)
      • March 2016 (Revised June 2017)
      • Case

      Transition at DataCo?

      By: Frank V. Cespedes and Carin-Isabel Knoop
      The founder of a data analytics company, Stefan Brecht, has several issues with his key business developer and head of marketing and sales, Tamara Smithson. Smithson, an early hire who had been instrumental in building the firm; operates as an individual contributor;... View Details
      Keywords: Sales Management; Selling; Entrepreneurial Ventures; Performance Management; Professional Services; Salesforce Management; Sales; Marketing; Performance; Consulting Industry; United States; France
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      Cespedes, Frank V., and Carin-Isabel Knoop. "Transition at DataCo?" Harvard Business School Case 816-058, March 2016. (Revised June 2017.)
      • February 25, 2016
      • Article

      The Hodgepodge Principle in U.S. Privacy Policy

      By: John A. Deighton
      Data, says Professor Lawrence Summers, is the new oil, "a hugely valuable asset essential to economic life." Personal data, the kind of data that invites thoughts of privacy, is a big part of that. The European Union saw this economic fuel source coming long ago and... View Details
      Keywords: Data; Privacy; Technology; Big Data; Personal Data; Marketing; Information Technology; Analytics and Data Science
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      Deighton, John A. "The Hodgepodge Principle in U.S. Privacy Policy." Harvard Law and Policy Review Blog (March 2, 2016). http://harvardlpr.com/2016/03/02/the-hodgepodge-principle-in-us-privacy-policy/.
      • February 2016 (Revised February 2017)
      • Case

      The Climate Corporation

      By: David E. Bell, Forest Reinhardt and Mary Shelman
      Climate Corporation is a San Francisco–based data analytics company focused on agricultural applications. It was acquired by Monsanto in 2013. In 2015, Climate's decision support platform was used on 75 million acres of farmland in the U.S.; however, most of those... View Details
      Keywords: Agribusiness Industry; Farming; Big Data; Data Analytics; Agriculture; Agribusiness; Decision Making; Analytics and Data Science; Agriculture and Agribusiness Industry
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      Bell, David E., Forest Reinhardt, and Mary Shelman. "The Climate Corporation." Harvard Business School Case 516-060, February 2016. (Revised February 2017.)
      • January 2016
      • Case

      Acxiom

      By: John Deighton
      Acxiom built the market for personal data, yet sales have been flat for a decade during which marketing's appetite for data has exploded. Will the acquisition of a digital data onboarder LiveRamp give marketers what they want from a data broker? View Details
      Keywords: Big Data; Direct Marketing; Personal Data; Privacy; Digital Marketing; Retargeting; Rights; Analytics and Data Science; Ethics; Marketing; United States
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      Deighton, John. "Acxiom." Harvard Business School Case 516-037, 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.
      • 2015
      • Case

      Advanced Leadership Pathways: Mike Critelli and Dossia Service Corporation

      By: Rosabeth Moss Kanter and Patricia Bissett Higgins
      In 2010, Mark Critelli was a well-seasoned corporate executive who had recently transitioned from being the CEO of a Fortune 500 company to that of a startup called Dossia. As an AL Fellow, he knew that despite believing in Dossia’s mission to empower individuals with... View Details
      Keywords: Health And Wellness; Health Care; Health Care Education; Health Care Entrepreneurship; Health Care Industry; Health Care Investment; Health Care Outcomes; Health Care Quality; Health Care Reform; Health Care Services; Health Costs; Preventive Care; Insurance Companies; Insurance Industry; Employee Compensation; Empoylee Wellness Programs; Patient Reported Outcome Measures; Patient Satisfaction; Data; Data Analytics; Entrepreneurs; Entrepreneurial Organizations; Entrepreneurial Ventures; Start-up; Leadership Skills; Disruptive Change; Health; Insurance; Employees; Leadership; Disruptive Innovation; Health Care and Treatment; Employment; Entrepreneurship; Business Startups; Information Technology; Analytics and Data Science; Health Industry; United States
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      Kanter, Rosabeth Moss, and Patricia Bissett Higgins. "Advanced Leadership Pathways: Mike Critelli and Dossia Service Corporation." Harvard Business Publishing Case 316-053, 2015. (Harvard Advanced Leadership Initiative.)
      • 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.)
      • October 2015
      • Article

      The Multinational Firm and Geopolitics: Europe, Russian Energy, and Power

      By: Rawi Abdelal
      Multinational firms unavoidably exert influence over politics through power that is generated by both structure and process. While both political economy and management scholars address international firms, neither field has an adequate understanding of the reciprocal... View Details
      Keywords: Multinational Firms and Management; Government and Politics; Economics; Europe; Russia
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      Abdelal, Rawi. "The Multinational Firm and Geopolitics: Europe, Russian Energy, and Power." Business and Politics 17, no. 3 (October 2015): 553–576.
      • Article

      Why A Behavioral Theory of Labor Negotiations Remains a Triumph at Fifty but the Labels 'Distributive' and 'Integrative' Should Be Retired

      By: James K. Sebenius
      Richard Walton and Robert McKersie's closeness to practice, disciplinary rigor, and successful search for powerful generalizations help explain the lasting impact of the Behavioral Theory of Labor Relations. Ironically, the names they chose for the fundamental... View Details
      Keywords: Bargaining; Integrative Bargaining; Distributive Bargaining; Negotiation; Labor Unions
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      Sebenius, James K. "Why A Behavioral Theory of Labor Negotiations Remains a Triumph at Fifty but the Labels 'Distributive' and 'Integrative' Should Be Retired." Negotiation Journal 31, no. 4 (October 2015): 335–347.
      • September 2015 (Revised February 2023)
      • Case

      Emdeon's Acquisition of Change Healthcare: Innovating Transparency Solutions for Health Care Consumers

      By: Regina E. Herzlinger, Jeet Guram and Aanchal Raj
      Case describes acquisition of Change Healthcare, which provides health care cost and quality information, by Emdeon, a health information exchange, and discusses health care transparency. Emdeon is a billion-dollar company that has grown through acquisitions; at its... View Details
      Keywords: Healthcare; Healthcare Industry; Healthcare Innovation; Health Care and Treatment; Acquisition; Integration; Analytics and Data Science; Mergers and Acquisitions; Competitive Strategy; Health Industry; United States
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      Herzlinger, Regina E., Jeet Guram, and Aanchal Raj. "Emdeon's Acquisition of Change Healthcare: Innovating Transparency Solutions for Health Care Consumers." Harvard Business School Case 316-026, September 2015. (Revised February 2023.)
      • September 2015
      • Case

      Deflategate and the National Football League

      By: Marco Iansiti and Christine Snively
      On January 18, 2015, the New England Patriots faced the Indianapolis Colts in the AFC Championship game. In the second quarter, a Colts player intercepted a pass from Patriots quarterback Tom Brady. Colts equipment personnel alerted NFL officials that the ball's air... View Details
      Keywords: "Deflategate"; Analytics; National Football League; NFLPA; Roger Goodell; Tom Brady; Operations; United States
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      Iansiti, Marco, and Christine Snively. "Deflategate and the National Football League." Harvard Business School Case 616-008, September 2015.
      • 2015
      • Chapter

      Design Thinking and Innovative Problem Solving

      By: Srikant Datar and Caitlin N. Bowler
      In 2012 we set out to answer two key questions. Can anyone, including MBAs and executives with superb analytical skills, learn to think more innovatively? If so, how might we go about developing these skills? Through close collaboration with individuals from major... View Details
      Keywords: Design Thinking; Problem Solving; Innovation; Design; Innovation and Invention; Cognition and Thinking
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      Datar, Srikant, and Caitlin N. Bowler. "Design Thinking and Innovative Problem Solving." Chap. 7 in Shaping Entrepreneurial Mindsets: Innovation and Entrepreneurship in Leadership Development, edited by Jordi Canals, 119–138. London: Palgrave Macmillan, 2015.
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