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  • All HBS Web  (2,738)
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    • News  (614)
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  • 2023
  • Chapter

Marketing Through the Machine’s Eyes: Image Analytics and Interpretability

By: Shunyuan Zhang, Flora Feng and Kannan Srinivasan
he growth of social media and the sharing economy is generating abundant unstructured image and video data. Computer vision techniques can derive rich insights from unstructured data and can inform recommendations for increasing profits and consumer utility—if only the... View Details
Keywords: Transparency; Marketing Research; Algorithmic Bias; AI and Machine Learning; Marketing
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Zhang, Shunyuan, Flora Feng, and Kannan Srinivasan. "Marketing Through the Machine’s Eyes: Image Analytics and Interpretability." Chap. 8 in Artificial Intelligence in Marketing. 20, edited by Naresh K. Malhotra, K. Sudhir, and Olivier Toubia, 217–238. Review of Marketing Research. Emerald Publishing Limited, 2023.
  • Forthcoming
  • Article

Reflexivity in Credit Markets

By: Robin Greenwood, Samuel G. Hanson and Lawrence J. Jin
Reflexivity is the idea that investors' biased beliefs affect market outcomes and that market outcomes in turn affect investors’ future biases. We develop a dynamic behavioral model of the credit cycle featuring this two-way feedback loop. Investors form beliefs about... View Details
Keywords: Reflexivity; Attitudes; Financial Markets; Forecasting and Prediction; Investment; Credit
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Greenwood, Robin, Samuel G. Hanson, and Lawrence J. Jin. "Reflexivity in Credit Markets." Journal of Finance (forthcoming).
  • Research Summary

Retailing: Past, Present, and Future

Walter J. Salmon is working on several retailing-related research and course development projects, including a study (with Gwen K. Ortmeyer) of the evolution and future of American department stores, and a case book (with DAVID E. BELL) for use in graduate... View Details
  • November 2024
  • Case

Ather Energy: The Future of Mobility

By: Shunyuan Zhang, Kannan Srinivasan and Malini Sen
Ather Energy, India’s third-largest electric scooter maker by volume, was founded in 2013. Five years later, the start-up launched its first electric scooter, Ather 450, which was powered by artificial intelligence (AI) and the Internet of Things (IoT), to navigate... View Details
Keywords: Energy Policy; Climate Change; Alternative Energy; Corporate Entrepreneurship; Transportation; Transformation; Green Technology; Technology Adoption; Communication Strategy; Marketing Strategy; Customer Focus and Relationships; Business Startups; Growth and Development Strategy; Brands and Branding; Product Launch; Product Positioning; Business Strategy; Segmentation; Asia; India
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Zhang, Shunyuan, Kannan Srinivasan, and Malini Sen. "Ather Energy: The Future of Mobility." Harvard Business School Case 525-040, November 2024.
  • Article

How will Emerging Markets Shape the Alternative Assets Arena?

By: Roberto Charvel
This article looks at the growth of pensions in Latin America and its future impact in local alternative assets' investments locally and in the developed world. View Details
Keywords: Emerging Economies; Emerging Markets; Pension; Institutional Investments; Alternative Assets; Venture Capital; Private Equity; Entrepreneurship; Financial Services Industry; Latin America
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Charvel, Roberto. "How will Emerging Markets Shape the Alternative Assets Arena?" Venture Equity Latin America 10, no. 15 (September 15, 2011).
  • January 2022
  • Case

FIFA and The World Cup: The Future of Football

By: Anita Elberse, Oliver Band and Howard Johnson
Should FIFA host its biggest event—the FIFA World Cup—every two years instead of every four, as it has been doing since the event’s inception in the 1930s? In September 2021, Gianni Infantino, the president of the International Federation of Association Football... View Details
Keywords: Sports; Soccer; Football; Entertainment; Media; Talent Development; Globalization; Marketing; Strategy; General Management; Governance; Decision Making; Governing and Advisory Boards; Problems and Challenges; Brands and Branding; Sports Industry; Entertainment and Recreation Industry
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Elberse, Anita, Oliver Band, and Howard Johnson. "FIFA and The World Cup: The Future of Football." Harvard Business School Case 522-076, January 2022.
  • January 2025
  • Case

Barilla: Feeding the Future

By: Sophus A. Reinert, Forest L. Reinhardt, Dante Roscini and Carlota Moniz
Keywords: Food and Beverage Industry; Consumer Products Industry; Agriculture and Agribusiness Industry; Italy
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Reinert, Sophus A., Forest L. Reinhardt, Dante Roscini, and Carlota Moniz. "Barilla: Feeding the Future." Harvard Business School Case 725-016, January 2025.
  • 14 Feb 2011
  • Research & Ideas

Clay Christensen’s Milkshake Marketing

the Milwaukee brand, are not nearly as celebrated. "The word 'Milwaukee' doesn't give you any market whatsoever," Christensen says. So, if jobs-to-be-done market segmentation is so effective, why aren't more... View Details
Keywords: by Carmen Nobel; Retail; Service; Consumer Products; Food & Beverage
  • February 1982 (Revised August 1985)
  • Case

U.S. Retail Coffee Market (A)

Set in mid-1978, this case covers all aspects of the U.S. retail coffee market both cross-sectionally and historically. The market is recovering from dramatic price rises and volume drops. The overall issue is the forecast of future market evolution and the... View Details
Keywords: Marketing Strategy; Industry Growth; Market Timing; Retail Industry; Food and Beverage Industry; United States
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Yip, George S., and Jeffrey R Williams. "U.S. Retail Coffee Market (A)." Harvard Business School Case 582-087, February 1982. (Revised August 1985.)
  • March 1997
  • Background Note

Copper and Zinc Markets 1996

By: Peter Tufano
Provides background information on copper and zinc markets as of mid-1996. Discusses supply and demand conditions, forecasts of the spot prices of the metals, and contracts for future delivery (forwards, futures, and options). View Details
Keywords: Demand and Consumers; Metals and Minerals; Supply and Industry; Mining Industry
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Tufano, Peter, and Alberto Moel. "Copper and Zinc Markets 1996." Harvard Business School Background Note 297-055, March 1997.
  • 02 Sep 2008
  • Research & Ideas

Indulgence vs. Regret: Investing in Future Memories

passing through town for one evening and hopes you can have dinner. What to do? If you're more grasshopper than ant, research by Assistant Professor Anat Keinan is sure to please. In a series of papers coauthored with Ran Kivetz, a View Details
Keywords: by Julia Hanna
  • May 2010
  • Article

Aggregate Market Reaction to Earnings Announcements

By: William Cready and Umit G Gurun
This analysis identifies a distinct immediate announcement period negative relation between earnings announcement surprises and aggregate market returns. Such a relation implies that market participants use earnings information in forming expectations about expected... View Details
Keywords: Aggregate Earnings; Investment Return; United States
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Cready, William, and Umit G Gurun. "Aggregate Market Reaction to Earnings Announcements." Journal of Accounting Research 48, no. 2 (May 2010): 289–334.
  • May 2016 (Revised March 2020)
  • Teaching Note

Cyberdyne: A Leap to the Future

By: Doug J. Chung and Mayuka Yamazaki
Cyberdyne Inc. was a Japanese technology venture founded in 2004 by scientist Yoshiyuki Sankai to commercialize a hybrid assistive limb (HAL). HAL was a robotic exoskeleton system for people who had difficulty walking due to nervous system disabilities resulting from... View Details
Keywords: Health Disorders; Technological Innovation; Marketing Strategy; Decisions; Product Launch; Medical Devices and Supplies Industry
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Chung, Doug J., and Mayuka Yamazaki. "Cyberdyne: A Leap to the Future." Harvard Business School Teaching Note 516-114, May 2016. (Revised March 2020.)
  • 30 Mar 2003
  • Research & Ideas

The Future of IT Consulting

example is the IT product firms that incorporate certification and training for their own consultants, independent consultants, and customer professionals. Microsoft, Sun, and Novell are examples of these kinds of companies. Q: What are your predictions for the View Details
Keywords: by Sarah Jane Johnston; Consulting
  • June 2021 (Revised November 2021)
  • Case

Equity Bank: Charting the Future

By: Lauren Cohen, Michael Chitavi and Spencer C. N. Hagist
After climbing the ranks among Kenya's financial institutions from 66th to 1st, and toppling a quarter of the market share held by mobile money giant Safaricom, CEO James Mwangi must now guide Equity Bank into its next stage of development beyond "Equity 3.0." Should... View Details
Keywords: Growth and Development Strategy; Leadership; Decision Making; Market Entry and Exit; Developing Countries and Economies; Financial Institutions; Economics; Kenya
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Cohen, Lauren, Michael Chitavi, and Spencer C. N. Hagist. "Equity Bank: Charting the Future." Harvard Business School Case 221-105, June 2021. (Revised November 2021.)
  • September 2024 (Revised March 2025)
  • Case

Epic: The Future of Health Information Technology

By: Regina E. Herzlinger and Brian L. Walker
How should the founder and leadership team of a health IT company with more than 45 years of market leadership prepare for the future, while navigating founder transitions and industry changes? Founded by Judy Faulkner in the late 1970s, Epic pioneered electronic... View Details
Keywords: Technological Innovation; Entrepreneurship; Health Care and Treatment; Private Ownership; Customer Focus and Relationships; Information Management; Organizational Change and Adaptation; Business Strategy; Competition; Health Industry; Electronics Industry; Information Technology Industry
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Herzlinger, Regina E., and Brian L. Walker. "Epic: The Future of Health Information Technology." Harvard Business School Case 325-028, September 2024. (Revised March 2025.)
  • January 2024
  • Case

Sprouts Farmers Market

By: Rajiv Lal, Forest L. Reinhardt and Natalie Kindred
Sprouts Farmers Markets (Sprouts) is a Phoenix, Arizona-based chain of 400-plus natural foods stores in 23 U.S. states and $6.4 billion in sales as of 2022. In its product assortment, brand image, and store environment, Sprouts emphasizes freshness, health, innovation,... View Details
Keywords: Business Model; Growth and Development Strategy; Brands and Branding; Strategic Planning; Sales; Business Strategy; Expansion; Product Positioning; Marketing Strategy; Competition; Retail Industry; United States; Arizona
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Lal, Rajiv, Forest L. Reinhardt, and Natalie Kindred. "Sprouts Farmers Market." Harvard Business School Case 524-059, January 2024.
  • November 2018
  • Teaching Note

reMarkable: e-Writing the Future

By: Elie Ofek
Teaching Note for HBS No. 517-018. View Details
Keywords: Innovation and Management; Product Development; Product Launch; Entrepreneurship; Computer Industry; Europe; United States
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Ofek, Elie. "reMarkable: e-Writing the Future." Harvard Business School Teaching Note 519-050, November 2018.
  • Article

Market Reactions to Sovereign Litigation

By: Faisal Z. Ahmed and Laura Alfaro
Recent rulings in the ongoing litigation over the pari passu clause in Argentinian sovereign debt instruments have generated considerable controversy. Some official-sector participants and academic articles have suggested that the rulings will disrupt or impede... View Details
Keywords: Sovereign Debt; Litigation; Vulture Funds; Argentina; Sovereign Finance; Lawsuits and Litigation; Markets; Argentina
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Ahmed, Faisal Z., and Laura Alfaro. "Market Reactions to Sovereign Litigation." Capital Markets Law Journal 12, no. 2 (April 2017): 141–163.
  • November 2013
  • Article

Organizational Ambidexterity: Past, Present and Future

By: Charles A. O'Reilly III and Michael Tushman
Organizational ambidexterity refers to the ability of an organization to both explore and exploit—to compete in mature technologies and markets where efficiency, control, and incremental improvement are prized and to also compete in new technologies and markets where... View Details
Keywords: Organizational Ambidexterity; Organization Design; Innovation; Leadership; Organizational Design; Innovation and Invention
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O'Reilly, Charles A., III, and Michael Tushman. "Organizational Ambidexterity: Past, Present and Future." Academy of Management Perspectives 27, no. 4 (November 2013): 324–338.
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