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      • 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.)
      • September 2017
      • Article

      The Belief in a Favorable Future

      By: Todd Rogers, Don A. Moore and Michael I. Norton
      People believe that future others’ preferences and beliefs will change to align with their own. People holding a particular view (e.g., support of President Trump) are more likely to believe that future others will share their view than to believe that future others... View Details
      Keywords: Social Cognition; Judgment; Prediction; Forecasting; False Consensus; Donation; Open Data; Open Materials; Preregistered; Forecasting and Prediction; Perception; Values and Beliefs; Behavior
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      Rogers, Todd, Don A. Moore, and Michael I. Norton. "The Belief in a Favorable Future." Psychological Science 28, no. 9 (September 2017): 1290–1301.
      • Article

      Dying Is Unexpectedly Positive

      By: Amelia Goranson, Ryan S. Ritter, Adam Waytz, Michael I. Norton and Kurt Gray
      In people’s imagination, dying seems dreadful; however, these perceptions may not reflect reality. In two studies, we compared the affective experience of people facing imminent death with that of people imagining imminent death. Study 1 revealed that blog posts of... View Details
      Keywords: Death; Language; LIWC; Positivity; Affective Forecasting; Open Materials; Perspective; Attitudes
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      Goranson, Amelia, Ryan S. Ritter, Adam Waytz, Michael I. Norton, and Kurt Gray. "Dying Is Unexpectedly Positive." Psychological Science 28, no. 7 (July 2017): 988–999.
      • Article

      Does the Scope of the Sell-Side Analyst Industry Matter? An Examination of Bias, Accuracy, and Information Content of Analyst Reports

      By: Kenneth Merkley, Roni Michaely and Joseph Pacelli
      We examine changes in the scope of the sell-side analyst industry and whether these changes impact information dissemination and the quality of analysts’ reports. Our findings suggest that changes in the number of analysts covering an industry impact analyst... View Details
      Keywords: Analyst Industry; Sell-side Analysts; Analyst Reports; Finance; Analysis; Information; Reports; Quality; Financial Services Industry
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      Merkley, Kenneth, Roni Michaely, and Joseph Pacelli. "Does the Scope of the Sell-Side Analyst Industry Matter? An Examination of Bias, Accuracy, and Information Content of Analyst Reports." Journal of Finance 72, no. 3 (June 2017): 1285–1334.
      • May 2017 (Revised March 2018)
      • Case

      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: Retailing; Preference Elicitation; Big Data; Predictive Analytics; Artificial Intelligence; Fashion; Marketing; Marketing Strategy; Marketing Channels; Brands and Branding; Consumer Behavior; Demand and Consumers; Analytics and Data Science; Forecasting and Prediction; E-commerce; Apparel and Accessories Industry; Consumer Products Industry; Fashion Industry; Retail Industry; United States; Canada; North America
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      Israeli, Ayelet, and Jill Avery. "Predicting Consumer Tastes with Big Data at Gap." Harvard Business School Case 517-115, May 2017. (Revised March 2018.)
      • May 2017
      • Case

      Four Products: Predicting Diffusion (2017)

      By: John Gourville
      One job of product managers, marketers, strategic planners, and other corporate executives is to predict what the demand will be for a new product. This task is easier for certain classes of new products than for others. For new consumer package goods, for instance,... View Details
      Keywords: Diffusion Processes; Product Adoption; Forecasting and Prediction; Product; Product Launch; Marketing
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      Gourville, John. "Four Products: Predicting Diffusion (2017)." Harvard Business School Case 517-121, May 2017.
      • April–May 2017
      • Article

      Career Concerns of Banking Analysts

      By: Joanne Horton, George Serafeim and Shan Wu
      We study how career concerns influence banking analysts' forecasts and how their forecasting behavior benefits both them and bank managers. We show that banking analysts issue early in the year relatively more optimistic and later in the year more pessimistic forecasts... View Details
      Keywords: Sell-side Analysts; Analyst Forecasts; Analysts; Investment Recommendations; Career Advancement; Career Management; Labor Mobility; Labor Market; Prejudice and Bias; Personal Development and Career; Forecasting and Prediction; Investment Banking
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      Horton, Joanne, George Serafeim, and Shan Wu. "Career Concerns of Banking Analysts." Journal of Accounting & Economics 63, nos. 2-3 (April–May 2017): 231–252.
      • March 2017 (Revised February 2025)
      • Case

      Edwin Land: The Art and Science of Innovation

      By: Tom Nicholas, Christopher T. Stanton and Matthew G. Preble
      Throughout the second half of the 20th century, Polaroid first invented—and then continuously reinvented—the field of instant photography. Under the leadership of its mercurial founder Edwin Land, the company regularly released new instant cameras and films, often... View Details
      Keywords: Instant Photography; Company History; Change Management; Disruption; Forecasting and Prediction; Entrepreneurship; Business History; Innovation Strategy; Disruptive Innovation; Innovation and Management; Intellectual Property; Patents; Product Marketing; Brands and Branding; Product Launch; Product Development; Chemical Industry; Consumer Products Industry; United States
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      Nicholas, Tom, Christopher T. Stanton, and Matthew G. Preble. "Edwin Land: The Art and Science of Innovation." Harvard Business School Case 817-107, March 2017. (Revised February 2025.)
      • March 2017 (Revised March 2022)
      • Case

      Flashion: Art vs. Science in Fashion Retailing

      By: Kris Ferreira and Karim R. Lakhani
      Kate Wilson, retail analytics manager at Flashion, a fashion flash-sale site, is tasked with developing analytics to optimize pricing for first-exposure products on the site. Many in the industry have relied on years of experience and intuition to determine pricing—can... View Details
      Keywords: Analytics; Pricing; Data; Service Operations; Forecasting and Prediction; Internet and the Web; Technology Adoption; Mathematical Methods; Decision Making; E-commerce; Retail Industry; Fashion Industry; United States
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      Ferreira, Kris, and Karim R. Lakhani. "Flashion: Art vs. Science in Fashion Retailing." Harvard Business School Case 617-059, March 2017. (Revised March 2022.)
      • 2017
      • Working Paper

      Learning by Doing: The Value of Experience and the Origins of Skill for Mutual Fund Managers

      By: Elisabeth Kempf, Alberto Manconi and Oliver Spalt
      Learning by doing matters for professional investors. We develop a new methodology to show that mutual fund managers outperform in industries where they have obtained experience on the job. The key to our identification strategy is that we look "inside" funds and... View Details
      Keywords: Fund Managers; Experience and Expertise; Performance; Forecasting and Prediction
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      Kempf, Elisabeth, Alberto Manconi, and Oliver Spalt. "Learning by Doing: The Value of Experience and the Origins of Skill for Mutual Fund Managers." SSRN Working Paper Series, No. 2124896, May 2017.
      • 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.
      • January 2017 (Revised August 2017)
      • Case

      Weathernews

      By: Karim R. Lakhani and Akiko Kanno
      Tomohiro Ishibashi (Bashi), chief executive officer for B to S, and Julia Foote LeStage, chief innovation officer of Weathernews Inc., were addressing a panel at the HBS Digital Summit on creative uses of big data. They told the summit attendees about how the Sakura... View Details
      Keywords: Crowdsourcing; Operations; Globalization; Weather; Forecasting and Prediction; Global Strategy
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      Lakhani, Karim R., and Akiko Kanno. "Weathernews." Harvard Business School Case 617-053, January 2017. (Revised August 2017.)
      • January 2017
      • Article

      Being Surprised by the Unsurprising: Earnings Seasonality and Stock Returns

      By: Tom Y. Chang, Samuel M. Hartzmark, David H. Solomon and Eugene F. Soltes
      We present evidence consistent with markets failing to properly price information in seasonal earnings patterns. Firms with historically larger earnings in one quarter of the year (“positive seasonality quarters”) have higher returns when those earnings are usually... View Details
      Keywords: Business Earnings; Investment
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      Chang, Tom Y., Samuel M. Hartzmark, David H. Solomon, and Eugene F. Soltes. "Being Surprised by the Unsurprising: Earnings Seasonality and Stock Returns." Review of Financial Studies 30, no. 1 (January 2017): 281–323.
      • November 2016 (Revised April 2018)
      • Case

      reMarkable: e-Writing the Future

      By: Elie Ofek and Curtis Hsu
      Magnus Wanberg is the creator of reMarkable, a breakthrough e-writer device set apart from similar products on the market by having solved the frustrating “slow ink” problem typically experienced on pen-based electronic devices, thus providing a “pen and paper” like... View Details
      Keywords: Entrepreneurial Marketing; Innovation Management; Go To Market Strategy; Marketing Plan; Target Market; Digital Devices; Consumer Electronics; Forecasting; Information Technology; Marketing Strategy; Innovation and Management; Marketing Channels; Entrepreneurship; Forecasting and Prediction; Product Marketing; Product Development; Electronics Industry
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      Ofek, Elie, and Curtis Hsu. "reMarkable: e-Writing the Future." Harvard Business School Case 517-018, November 2016. (Revised April 2018.)
      • 2016
      • Book

      Innovation Equity: Assessing and Managing the Monetary Value of New Products and Services

      By: Elie Ofek, Eitan Muller and Barak Libai
      This book bridges the gap between what academics know, and what innovation stakeholders—from managers, to investors, to analysts, to consumers—need to know about how new products and services are expected to perform in the marketplace. The book develops a compelling... View Details
      Keywords: Innovation; Technology Diffusion; New Products; Customer Lifetime Value; Monetization Strategy; Social Influence; Innovation Adoption; Forecasting Demand; Commercialization; Marketing Strategy; Practice; Customer Value and Value Chain; Research; Innovation and Management; Technology Adoption; Forecasting and Prediction; Product Development
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      Ofek, Elie, Eitan Muller, and Barak Libai. Innovation Equity: Assessing and Managing the Monetary Value of New Products and Services. University of Chicago Press, 2016.
      • Article

      Can Analysts Assess Fundamental Risk and Valuation Uncertainty? An Empirical Analysis of Scenario-Based Value Estimates

      By: Peter R. Joos, Joseph D. Piotroski and Suraj Srinivasan
      We use a dataset of sell-side analysts' scenario-based valuation estimates to examine whether analysts reliably assess the risk surrounding a firm's fundamental value. We find that the spread in analysts' state-side contingent valuations captures the riskiness of... View Details
      Keywords: Analyst Forecasts; Scenarios; Uncertainty; Risk and Uncertainty; Valuation; Forecasting and Prediction
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      Joos, Peter R., Joseph D. Piotroski, and Suraj Srinivasan. "Can Analysts Assess Fundamental Risk and Valuation Uncertainty? An Empirical Analysis of Scenario-Based Value Estimates." Journal of Financial Economics 121, no. 3 (September 2016): 645–663.
      • August 2016
      • Article

      The Role of (Dis)similarity in (Mis)predicting Others' Preferences

      By: Kate Barasz, Tami Kim and Leslie K. John
      Consumers readily indicate liking options that appear dissimilar—for example, enjoying both rustic lake vacations and chic city vacations or liking both scholarly documentary films and action-packed thrillers. However, when predicting other consumers’ tastes for the... View Details
      Keywords: Perceived Similarity; Prediction Error; Preference Prediction; Self-other Difference; Social Inference; Cognition and Thinking; Perception; Forecasting and Prediction
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      Barasz, Kate, Tami Kim, and Leslie K. John. "The Role of (Dis)similarity in (Mis)predicting Others' Preferences." Journal of Marketing Research (JMR) 53, no. 4 (August 2016): 597–607.
      • June 2016 (Revised May 2017)
      • Case

      Searching for a New CEO: TiVo 2016

      By: David B. Yoffie
      In 2015, TiVo initiated a search for a new CEO. This case provides a profile of the CEO search and background on the company. View Details
      Keywords: Technological Change; Succession Planning; Information Technology; Strategy; Strategic Planning; Management Succession; Forecasting and Prediction; Change; Entertainment and Recreation Industry; Media and Broadcasting Industry
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      Yoffie, David B. "Searching for a New CEO: TiVo 2016." Harvard Business School Case 716-470, June 2016. (Revised May 2017.)
      • May 20, 2016
      • Comment

      World Health Organization Lacks Leadership to Combat Pandemics

      By: John A. Quelch
      When it comes to emergency preparedness for pandemics, the World Health Organization is falling short. It has not provided prompt and clear leadership to the world in combating either the Ebola or Zika viruses. Its leadership has been low energy, its representatives... View Details
      Keywords: Global Health; World Health Organization; World Bank; Pandemics; Emergency Preparedness; Experience and Expertise; Decisions; Forecasting and Prediction; Communication Strategy; Nonverbal Communication; Framework; Governance; Government and Politics; Health; Management; Practice; Problems and Challenges; Projects; Risk and Uncertainty; Human Needs; Civil Society or Community; Social Issues; Welfare or Wellbeing; Biotechnology Industry; Health Industry; Journalism and News Industry; Medical Devices and Supplies Industry; Public Administration Industry; Tourism Industry; Transportation Industry; Travel Industry; Africa; Asia; Europe; Latin America; North and Central America; South America; West Indies
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      Quelch, John A. "World Health Organization Lacks Leadership to Combat Pandemics." Harvard Business School Working Knowledge (May 20, 2016).
      • April 2016
      • Teaching Note

      Whither the Weather (Company): Forecasting 2016

      By: Rosabeth Moss Kanter and Jonathan Cohen
      This Note was created for the purpose of aiding classroom instructors in the use of the Harvard Business School case, "Whither the Weather (Company): Forecasting 2016." As chairman and CEO, David Kenny guided the Weather Company's transformation from a cable television... View Details
      Keywords: Weather Company; IBM; Digital; Technology; David Kenny; Television; Weather Channel; Legacy Business; Mainstream; Newstream; Reorganization; Acquisitions; Transformation; Information Technology; Television Entertainment; Acquisition; Consolidation; Change; Leadership
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      Kanter, Rosabeth Moss, and Jonathan Cohen. "Whither the Weather (Company): Forecasting 2016." Harvard Business School Teaching Note 316-161, April 2016.
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