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      • December 2017 (Revised February 2021)
      • Case

      Bega Cheese: Bidding to Bring Vegemite Back Home

      By: Benjamin C. Esty and Lauren G. Pickle
      In January 2017, the leadership team of Bega Cheese—the Australian dairy company—was considering a bid for Mondelēz International’s Australia and New Zealand (ANZ) grocery business, which included several leading consumer brands such as Vegemite, the iconic Australian... View Details
      Keywords: Mergers & Acquisitions; Value Drivers; Discounted Cash Flow (DCF); Dairy Industry; Corporate Scope; Consumer Goods; Iconic Brands; Bidding Strategy; Cross Border; Financing; Mergers and Acquisitions; Valuation; Value Creation; Diversification; Business Divisions; Corporate Finance; Capital Structure; Food; Bids and Bidding; Consumer Products Industry; Food and Beverage Industry; Australia; United States
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      Esty, Benjamin C., and Lauren G. Pickle. "Bega Cheese: Bidding to Bring Vegemite Back Home." Harvard Business School Case 218-001, December 2017. (Revised February 2021.)
      • December 2017
      • Response

      Reply: Do Powerful Politicians Really Cause Corporate Downsizing?

      By: Lauren Cohen, Joshua D. Coval and Christopher J. Malloy
      While we commend the initiative of Snyder and Welch (2017), we lay out in this short reply why we remain highly confident in our results and our interpretation thereof. We welcome authors to continue to explore the data for themselves and look forward to the new... View Details
      Keywords: Spending; Private Sector; Taxation; Interest Rates; Business and Government Relations; Investment; Employment; Power and Influence
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      Cohen, Lauren, Joshua D. Coval, and Christopher J. Malloy. "Reply: Do Powerful Politicians Really Cause Corporate Downsizing?" Journal of Political Economy 125, no. 6 (December 2017): 2232–2237.
      • Article

      Rethinking the Profession Formerly Known as Advertising: How Data Science Is Disrupting the Work of Agencies

      By: John A. Deighton
      The article discusses the notion of advertising as a profession in relation to the impact of digital analytics and data-driven marketing. Topics include the history of internet marketing, the investments of the content-driven internet firms Facebook Inc. and Google... View Details
      Keywords: Data Science; Digital Marketing; Marketing; Internet and the Web; Analytics and Data Science; Disruption
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      Deighton, John A. "Rethinking the Profession Formerly Known as Advertising: How Data Science Is Disrupting the Work of Agencies." Journal of Advertising Research 57, no. 4 (December 2017): 357–361.
      • 2020
      • Working Paper

      The Real Exchange Rate, Innovation and Productivity

      By: Laura Alfaro, Alejandro Cuñat, Harald Fadinger and Yanping Liu
      We evaluate manufacturing firms' responses to changes in the real exchange rate (RER) using detailed firm-level data for a large set of countries for the period 2001–2010. We uncover the following stylized facts about regional variation of manufacturing firms'... View Details
      Keywords: Real Exchange Rate; Firm Level Data; Innovation; Productivity; Exporting; Importing; Credit Constraints; Currency Exchange Rate; Innovation and Invention; Performance Productivity
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      Alfaro, Laura, Alejandro Cuñat, Harald Fadinger, and Yanping Liu. "The Real Exchange Rate, Innovation and Productivity." Harvard Business School Working Paper, No. 18-044, November 2017. (Revised April 2020.)
      • November 2017
      • Teaching Note

      Predicting Consumer Tastes with Big Data at Gap

      By: Ayelet Israeli and Jill Avery
      CEO Art Peck was eliminating his creative directors for The Gap, Old Navy, and Banana Republic brands and promoting a collective creative ecosystem fueled by the input of big data. Rather than relying on artistic vision, Peck wanted the company to use the mining of big... View Details
      Keywords: Brands; Brand & Product Management; Big Data; "Marketing Analytics"; Consumer Behavior; Predictive Analytics; Forecasting; Preferences; Operation Management; Distribution Channels; Marketing; Marketing Channels; Marketing Strategy; Brands and Branding; Forecasting and Prediction; Data and Data Sets; Retail Industry; Fashion Industry; Apparel and Accessories Industry; United States; North America
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      Israeli, Ayelet, and Jill Avery. "Predicting Consumer Tastes with Big Data at Gap." Harvard Business School Teaching Note 518-053, November 2017.
      • 2017
      • Working Paper

      The Use and Misuse of Patent Data: Issues for Corporate Finance and Beyond

      By: Josh Lerner
      Patents and citations are powerful tools for understanding innovative activity inside the firm and are increasingly used in corporate finance research. But due to the complexities of patent data collection and the changing spatial and industry composition of innovative... View Details
      Keywords: Patents; Analytics and Data Science; Corporate Finance; Research; Problems and Challenges
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      Lerner, Josh, and Amit Seru. "The Use and Misuse of Patent Data: Issues for Corporate Finance and Beyond." Harvard Business School Working Paper, No. 18-042, November 2017.
      • November 2017
      • Article

      A Retrospective Analysis of Hypertension Screening at a Mass Gathering in India: Implications for Non-communicable Disease Control Strategies

      By: S. Balsari, P. Vemulapalli, M. Gofine, K. Oswal, R. Merchant, S. Saunik, G. Greenough and T. Khanna
      Cardiovascular disease is the leading cause of mortality from noncommunicable diseases (NCD) in India. The government’s National Programme for Prevention and Control of Cancer, Diabetes, Cardiovascular Diseases and Stroke seeks to increase capacity building, screening,... View Details
      Keywords: Health Disorders; Health Care and Treatment; Problems and Challenges; India
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      Balsari, S., P. Vemulapalli, M. Gofine, K. Oswal, R. Merchant, S. Saunik, G. Greenough, and T. Khanna. "A Retrospective Analysis of Hypertension Screening at a Mass Gathering in India: Implications for Non-communicable Disease Control Strategies." Journal of Human Hypertension 31, no. 11 (November 2017): 750–753.
      • 2017
      • Working Paper

      Identifying Sources of Inefficiency in Health Care

      By: Amitabh Chandra and Douglas O. Staiger
      In medicine, the reasons for variation in treatment rates across hospitals serving similar patients are not well understood. Some interpret this variation as unwarranted and push standardization of care as a way of reducing allocative inefficiency. However, an... View Details
      Keywords: Health Care and Treatment; Performance Efficiency; Performance Productivity; Mathematical Methods
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      Chandra, Amitabh, and Douglas O. Staiger. "Identifying Sources of Inefficiency in Health Care." NBER Working Paper Series, No. 24035, November 2017.
      • 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.)
      • Article

      The Board's New Innovation Imperative: Directors Need to Rethink Their Roles and Their Attitude to Risk

      By: Linda A. Hill and George Davis
      As firms scramble for competitive advantage, boards—once the cautious voices urging management to mitigate risk—are now calling for breakthrough innovation. Indeed, avoiding risk is now seen as the riskiest proposition of all. In speaking with CEOs and board members... View Details
      Keywords: Governing and Advisory Boards; Innovation Leadership; Risk and Uncertainty; Corporate Governance
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      Hill, Linda A., and George Davis. "The Board's New Innovation Imperative: Directors Need to Rethink Their Roles and Their Attitude to Risk." Harvard Business Review 95, no. 6 (November–December 2017): 102–109.
      • 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.
      • October 2017 (Revised November 2017)
      • Case

      NYC311

      By: Constantine E. Kontokosta, Mitchell Weiss, Christine Snively and Sarah Gulick
      Joe Morrisroe, executive director for NYC311, had some gut instincts but no definitive answer to the question he was just asked by one of the mayor’s deputies: “Are some communities being underserved by 311? How do we know we are hearing from the right people?” Founded... View Details
      Keywords: New York City; NYC; 311; NYC311; Big Data; Equal Access; Bias; Data Analysis; Public Entrepreneurship; Urban Informatics; Predictive Analytics; Chief Data Officer; Data Analytics; Cities; City Leadership; Analytics and Data Science; Analysis; Prejudice and Bias; Entrepreneurship; Public Sector; City; Public Administration Industry; New York (city, NY)
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      Kontokosta, Constantine E., Mitchell Weiss, Christine Snively, and Sarah Gulick. "NYC311." Harvard Business School Case 818-056, October 2017. (Revised November 2017.)
      • October 2017 (Revised April 2018)
      • Case

      Improving Worker Safety in the Era of Machine Learning (A)

      By: Michael W. Toffel, Dan Levy, Jose Ramon Morales Arilla and Matthew S. Johnson
      Managers make predictions all the time: How fast will my markets grow? How much inventory do I need? How intensively should I monitor my suppliers? Which potential customers will be most responsive to a particular marketing campaign? Which job candidates should I... View Details
      Keywords: Machine Learning; Policy Implementation; Empirical Research; Inspection; Occupational Safety; Occupational Health; Regulation; Analysis; Forecasting and Prediction; Policy; Operations; Supply Chain Management; Safety; Manufacturing Industry; Construction Industry; United States
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      Toffel, Michael W., Dan Levy, Jose Ramon Morales Arilla, and Matthew S. Johnson. "Improving Worker Safety in the Era of Machine Learning (A)." Harvard Business School Case 618-019, October 2017. (Revised April 2018.)
      • October 2017 (Revised April 2019)
      • Case

      Data Breach at Equifax

      By: Suraj Srinivasan, Quinn Pitcher and Jonah S. Goldberg
      The case discusses the events leading up to the massive data breach at Equifax, one of the three U.S. credit reporting companies, the organizational and governance issues that contributed to the breach, and the consequences of the breach. The case supplement provides... View Details
      Keywords: Safety; Information Management; Cybersecurity; Technology Industry; United States
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      Srinivasan, Suraj, Quinn Pitcher, and Jonah S. Goldberg. "Data Breach at Equifax." Harvard Business School Case 118-031, October 2017. (Revised April 2019.)
      • October 2017
      • Teaching Note

      Canadian Pacific's Bid for Norfolk Southern

      By: Benjamin C. Esty and E. Scott Mayfield
      Teaching Note for HBS No. 216-057. View Details
      Keywords: Capital Structure; Cash Flow; Cost of Capital; Financial Strategy; Investment Activism; Bids and Bidding; Negotiation Offer; Corporate Strategy; Rail Transportation; Mergers and Acquisitions; Transformation
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      Esty, Benjamin C., and E. Scott Mayfield. "Canadian Pacific's Bid for Norfolk Southern." Harvard Business School Teaching Note 218-035, October 2017.
      • October 2017 (Revised July 2018)
      • Case

      Data Science at Target

      By: Srikant M. Datar and Caitlin N. Bowler
      Paritosh Desai joined Target.com in 2013 as VP of Business Intelligence, Analytics & Testing to explore how the retailer could use its relatively small but thriving e-commerce arm to drive sales and win customers. The case explores the technological and organizational... View Details
      Keywords: Data Science; Analytics and Data Science; Organizational Change and Adaptation; Competitive Strategy; Problems and Challenges; Innovation Leadership
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      Datar, Srikant M., and Caitlin N. Bowler. "Data Science at Target." Harvard Business School Case 118-016, October 2017. (Revised July 2018.)
      • 2017
      • Chapter

      Are Founder CEOs Good Managers?

      By: Victor Manuel Bennett, Megan Lawrence and Raffaella Sadun
      We investigate the management practices adopted by firms where the founders are also the CEOs using data from the World Management Survey. We find that founder CEO firms have the lowest management scores of any owner-manager pair type and that this difference is... View Details
      Keywords: Management Practices and Processes; Performance
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      Bennett, Victor Manuel, Megan Lawrence, and Raffaella Sadun. "Are Founder CEOs Good Managers?" Chap. 4 in Measuring Entrepreneurial Businesses: Current Knowledge and Challenges. Vol. 75, edited by John Haltiwanger, Erik Hurst, Javier Miranda, and Antoinette Schoar, 153–185. Studies in Income and Wealth (NBER). Chicago: University of Chicago Press, 2017.
      • 2017
      • Working Paper

      Biased Beliefs About Random Samples: Evidence from Two Integrated Experiments

      By: Daniel J. Benjamin, Don A. Moore and Matthew Rabin
      This paper describes results of a pair of incentivized experiments on biases in judgments about random samples. Consistent with the Law of Small Numbers (LSN), participants exaggerated the likelihood that short sequences and random subsets of coin flips would be... View Details
      Keywords: Probability; Economic Theory; Analysis; Incentives
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      Benjamin, Daniel J., Don A. Moore, and Matthew Rabin. "Biased Beliefs About Random Samples: Evidence from Two Integrated Experiments." NBER Working Paper Series, No. 23927, October 2017.
      • Article

      Describing Wait Time Bottlenecks for ED Patients Undergoing Head CT

      By: Jonathan G. Rogg, Robert S. Huckman, Michael Lev, Ali Raja, Yuchiao Chang and Benjamin White
      Study objectives: Facing increased utilization and subsequent capacity and budget constraints, EDs must better understand bottlenecks and their effect on process flow to improve process efficiency. The primary objective of this study was to identify bottlenecks in... View Details
      Keywords: Health Care; Bottleneck; Health Care and Treatment; Operations; Health Industry; United States
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      Rogg, Jonathan G., Robert S. Huckman, Michael Lev, Ali Raja, Yuchiao Chang, and Benjamin White. "Describing Wait Time Bottlenecks for ED Patients Undergoing Head CT." American Journal of Emergency Medicine 35, no. 10 (October 2017): 1510–1513.
      • Article

      Pseudo-Set Framing

      By: Kate Barasz, Leslie John, Elizabeth A. Keenan and Michael I. Norton
      Pseudo-set framing—arbitrarily grouping items or tasks together as part of an apparent “set”—motivates people to reach perceived completion points. Pseudo-set framing changes gambling choices (Study 1), effort (Studies 2 and 3), giving behavior (Field Data and Study... View Details
      Keywords: Framing Effects; Gestalt Psychology; Judgment; Judgments; Decision Making; Perception; Behavior
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      Barasz, Kate, Leslie John, Elizabeth A. Keenan, and Michael I. Norton. "Pseudo-Set Framing." Journal of Experimental Psychology: General 146, no. 10 (October 2017): 1460–1477.
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