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  • All HBS Web  (1,656)
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  • 2025
  • Working Paper

Generative AI and the Nature of Work

By: Manuel Hoffmann, Sam Boysel, Frank Nagle, Sida Peng and Kevin Xu
Recent advances in artificial intelligence (AI) technology demonstrate a considerable potential to complement human capital intensive activities. While an emerging literature documents wide-ranging productivity effects of AI, relatively little attention has been paid... View Details
Keywords: Generative Ai; Digital Work; Open Source Software; Knowledge Economy; AI and Machine Learning; Open Source Distribution; Organizational Structure; Performance Productivity; Labor
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Hoffmann, Manuel, Sam Boysel, Frank Nagle, Sida Peng, and Kevin Xu. "Generative AI and the Nature of Work." Harvard Business School Working Paper, No. 25-021, October 2024. (Revised April 2025.)
  • 2001
  • Chapter

Tacit Knowledge, Unarticulated Needs, and Empathic Design in New Product Development

By: Dorothy A. Leonard
Keywords: Product Development; Product Design; Knowledge; Human Needs; Demand and Consumers
Citation
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Leonard, Dorothy A. "Tacit Knowledge, Unarticulated Needs, and Empathic Design in New Product Development." Chap. 9 in Knowledge Management Classic and Contemporary Works, edited by Mark T. Maybury, Daryl Morey, and Bhavani M. Thuraisingham, 223–237. Boston: MIT Press, 2001.
  • June 2014
  • Article

Building Brand Knowledge Structures: Elaboration and Interference Effects on the Processing of Sequentially Advertised Brand Benefit Claims

By: Susan E. Heckler, Kevin L. Keller, Michael J. Houston and Jill Avery
Two experiments are reported that examine the effects of an ad campaign designed to link two different benefit claims to a brand. The findings indicated that recall for a subsequently advertised claim depended on the strength of existing brand-benefit links in memory.... View Details
Keywords: Marketing Communication; Brand Building; Brand Management; Brands; Advertising; Consumer Psychology; Advertising Campaigns; Brands and Branding; Marketing Communications; Consumer Behavior; Marketing Strategy; Consumer Products Industry; Consumer Products Industry
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Heckler, Susan E., Kevin L. Keller, Michael J. Houston, and Jill Avery. "Building Brand Knowledge Structures: Elaboration and Interference Effects on the Processing of Sequentially Advertised Brand Benefit Claims." Journal of Marketing Communications 20, no. 3 (June 2014): 176–196.
  • 27 Jun 2024
  • Research & Ideas

Gen AI Marketing: How Some 'Gibberish' Code Can Give Products an Edge

It’s the new way of comparison shopping in the age of large language models (LLM): Tapping into AI-driven search engines for research and advice on which products to buy. But can consumers trust the recommendations to be impartial? New... View Details
Keywords: by Ben Rand; Technology
  • Forthcoming
  • Article

Beefing IT Up for Your Investor? Engagement with Open Source Communities, Innovation, and Startup Funding: Evidence from GitHub

By: Annamaria Conti, Christian Peukert and Maria P. Roche
We study the engagement of nascent firms with open source communities and its implications for innovation and attracting funding. To do so, we link data on 160,065 U.S. startups from Crunchbase to their activities on the open source software development platform... View Details
Keywords: Startups; Knowledge; Open Source Communities; GitHub; Machine Learning; Innovation; Business Startups; Venture Capital; Information Technology; Strategy
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Conti, Annamaria, Christian Peukert, and Maria P. Roche. "Beefing IT Up for Your Investor? Engagement with Open Source Communities, Innovation, and Startup Funding: Evidence from GitHub." Organization Science (forthcoming). (Pre-published online March 7, 2025.)
  • March–April 2025
  • Article

Strategy in an Era of Abundant Expertise: How to Thrive When AI Makes Knowledge and Know-How Cheaper and Easier to Access

By: Bobby Yerramilli-Rao, John Corwin, Yang Li and Karim R. Lakhani
The AI era is in its early stages, and the technology is evolving extremely quickly. Providers are rapidly introducing AI "copilots," "bots," and "assistants" into applications to augment employees' workflows. Examples include GitHub Copilot for coding, ServiceNow... View Details
Keywords: AI; AI and Machine Learning; Performance Productivity; Experience and Expertise; Technology Adoption
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Yerramilli-Rao, Bobby, John Corwin, Yang Li, and Karim R. Lakhani. "Strategy in an Era of Abundant Expertise: How to Thrive When AI Makes Knowledge and Know-How Cheaper and Easier to Access." Harvard Business Review 103, no. 2 (March–April 2025): 72–81.
  • October 2020
  • Article

Task Selection and Workload: A Focus on Completing Easy Tasks Hurts Long-Term Performance

By: Diwas S. KC, Bradley R. Staats, Maryam Kouchaki and Francesca Gino
How individuals manage, organize, and complete their tasks is central to operations management. Recent research in operations focuses on how under conditions of increasing workload individuals can decrease their service time, up to a point, in order to complete work... View Details
Keywords: Healthcare; Knowledge Work; Discretion; Workload; Employees; Health Care and Treatment; Decision Making; Performance Effectiveness; Performance Productivity
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KC, Diwas S., Bradley R. Staats, Maryam Kouchaki, and Francesca Gino. "Task Selection and Workload: A Focus on Completing Easy Tasks Hurts Long-Term Performance." Management Science 66, no. 10 (October 2020).
  • 1989
  • Chapter

Collaborative Product Development and the Market for Know-How: Strategies and Structures in the Biotechnology Industry

By: Gary P. Pisano and Paul Mang
Keywords: Product Development; Innovation Strategy; Knowledge Management; Industry Structures; Biotechnology Industry
Citation
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Pisano, Gary P., and Paul Mang. "Collaborative Product Development and the Market for Know-How: Strategies and Structures in the Biotechnology Industry." In Research on Technological Innovation, Management, and Policy. Vol. 4, edited by Richard S. Rosenbloom and Robert A. Burgelman. Greenwich, CT: JAI Press, 1989.
  • December 2022 (Revised January 2025)
  • Case

Akooda: Charging Toward Operational Intelligence

By: Christopher Stanton and Mel Martin
The Akooda case describes the challenges confronting founder and CEO Yuval Gonczarowski (MBA ‘17) in 2022 as he attempts to boost sales. Launched in November 2020, Akooda was an AI company that mined 20 different sources of digital data, from tools like Slack, Google... View Details
Keywords: Data Mining; Productivity; Monitoring; Data Analysis; AI and Machine Learning; Knowledge Management; Operations; Problems and Challenges; Employee Relationship Management; Information Technology Industry; Technology Industry; Information Industry; Boston; Israel
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Stanton, Christopher, and Mel Martin. "Akooda: Charging Toward Operational Intelligence." Harvard Business School Case 823-018, December 2022. (Revised January 2025.)
  • January 2014
  • Technical Note

Learning From Extreme Consumers

By: Jill Avery and Michael Norton
Traditional market research methods focus on understanding the average experiences of average consumers. This focus leads to gaps in our knowledge of consumer behavior and often fails to uncover insights that can drive revolutionary, rather than evolutionary... View Details
Keywords: Market Research; Ethnography; Design Thinking; Innovation; New Product Development; Research; Marketing; Consumer Behavior; Innovation and Invention
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Avery, Jill, and Michael Norton. "Learning From Extreme Consumers." Harvard Business School Technical Note 314-086, January 2014.
  • May 2017 (Revised November 2017)
  • Case

Cotopaxi: Managing Growth for Good

By: Andy Wu and Laura Huang
Cotopaxi, an innovative outdoor gear business targeting millennials, focuses on profit and social impact. This registered benefit corporation was formed by Davis Smith who coalesced his experiences as a Wharton MBA student along with professional knowledge from an... View Details
Keywords: Entrepreneurship; Social Venture; Benefit Corporation; B-Corp; Retail; Consumer Products; Apparel; Social Impact; Social Entrepreneurship; Business Model; Product Positioning; Social Enterprise; Mission and Purpose; Consumer Products Industry; Consumer Products Industry
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Wu, Andy, and Laura Huang. "Cotopaxi: Managing Growth for Good." Harvard Business School Case 717-488, May 2017. (Revised November 2017.)
  • 2025
  • Working Paper

The Cybernetic Teammate: A Field Experiment on Generative AI Reshaping Teamwork and Expertise

By: Fabrizio Dell'Acqua, Charles Ayoubi, Hila Lifshitz, Raffaella Sadun, Ethan Mollick, Lilach Mollick, Yi Han, Jeff Goldman, Hari Nair, Stew Taub and Karim R. Lakhani
We examine how artificial intelligence transforms the core pillars of collaboration— performance, expertise sharing, and social engagement—through a pre-registered field experiment with 776 professionals at Procter & Gamble, a global consumer packaged goods company.... View Details
Keywords: Artificial Intelligence; Teamwork; Human-machine Interaction; Productivity; Skills; Innovation; Field Experiment; AI and Machine Learning; Groups and Teams; Competency and Skills; Performance Productivity; Collaborative Innovation and Invention; Product Development
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Dell'Acqua, Fabrizio, Charles Ayoubi, Hila Lifshitz, Raffaella Sadun, Ethan Mollick, Lilach Mollick, Yi Han, Jeff Goldman, Hari Nair, Stew Taub, and Karim R. Lakhani. "The Cybernetic Teammate: A Field Experiment on Generative AI Reshaping Teamwork and Expertise." Harvard Business School Working Paper, No. 25-043, March 2025.
  • January 2013 (Revised February 2013)
  • Case

EverTrue: Mobile Technology Development (A)

By: William R. Kerr and Alexis Brownell
Brent Grinna is evaluating different options for the technology development of his start-up's iPhone app, including hiring local programmers, finding a CTO, or outsourcing. He only has a little over two months before he presents his alumni networking app to Brown... View Details
Keywords: Start-up; Mobile App; oDesk; Outsourcing; CTO; Minimum Viable Product; App Development; Business Startups; Decisions; Entrepreneurship; Mobile and Wireless Technology; Intellectual Property; Product Development; Globalization; Technology Industry; Massachusetts; Boston; India
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Kerr, William R., and Alexis Brownell. "EverTrue: Mobile Technology Development (A)." Harvard Business School Case 813-122, January 2013. (Revised February 2013.)
  • July 2016
  • Case

Spotify

By: Anita Elberse and Alexandre de Pfyffer
In November 2014, Spotify's chief content officer Ken Parks learns that record label Big Machine Records has requested the immediate removal of superstar artist Taylor Swift's entire catalogue from Spotify's music streaming service. Is it time for Spotify to reconsider... View Details
Keywords: Entertainment; Marketing; Superstar; Music; Entertainment Marketing; Media; Digital Technology; Creative Industries; Product Portfolio Management; General Management; Management; Strategy; Internet and the Web; Open Source Distribution; Creativity; Music Entertainment; Product Marketing; Music Industry
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Elberse, Anita, and Alexandre de Pfyffer. "Spotify." Harvard Business School Case 516-046, July 2016.
  • 2016
  • Working Paper

The Mirroring Hypothesis: Theory, Evidence and Exceptions

By: Lyra J. Colfer and Carliss Y. Baldwin
The mirroring hypothesis predicts that organizational ties within a project, firm, or group of firms (e.g., communication, collocation, employment) will correspond to the technical patterns of dependency in the work being performed. A thorough understanding of the... View Details
Keywords: Modularity; Innovation; Product And Process Development; Organization Design; Design Structure; Organizational Ties; Mirroring Hypothesis; Industry Architecture; Product Architecture; Complex Technical Systems; Information Technology; Organizational Design; Organizational Structure; Relationships; Innovation and Invention; Product Development
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Colfer, Lyra J., and Carliss Y. Baldwin. "The Mirroring Hypothesis: Theory, Evidence and Exceptions." Harvard Business School Working Paper, No. 16-124, April 2016. (Revised May 2016.)
  • July 2013 (Revised November 2021)
  • Module Note

Exploration vs. Exploitation

By: Willy Shih
This module note introduces James March's concept of exploration and exploitation, and the management challenge of balancing the allocation of resources to the two activities in the firm. The note also touches on the O'Reilly and Tushman paper on the ambidextrous... View Details
Keywords: Exploration And Exploitation; Exploitation; Research; Scientific Research; Product Commercialization; Innovation and Invention; Innovation and Management; Innovation Leadership; Innovation Strategy; Technological Innovation; Knowledge Acquisition; Growth and Development Strategy; Resource Allocation; Strategic Planning; Research and Development; Science-Based Business; Corporate Strategy; Knowledge Sharing; Biotechnology Industry; Information Technology Industry; Manufacturing Industry; Medical Devices and Supplies Industry; Pharmaceutical Industry; Semiconductor Industry; Technology Industry; United States
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Shih, Willy. "Exploration vs. Exploitation." Harvard Business School Module Note 614-004, July 2013. (Revised November 2021.)
  • March 2011
  • Case

Seven-Eleven Japan: The Tanpin Kanri Retail Practice

By: Hirotaka Takeuchi and Carin-Isabel Knoop
This case focuses on Tanpin Kanri, which uses both store-level human knowledge and product information sharing. View Details
Keywords: Knowledge Sharing; Employees; Practice; Knowledge Use and Leverage; Competitive Strategy; Retail Industry; Japan
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Takeuchi, Hirotaka, and Carin-Isabel Knoop. "Seven-Eleven Japan: The Tanpin Kanri Retail Practice." Harvard Business School Case 711-501, March 2011.
  • February 2013 (Revised March 2015)
  • Case

The LEGO Group: Publish or Protect?

By: Willy C. Shih and Sen Chai
Senior managers at the LEGO Group are faced with a quandary: Should they patent inventions coming out of their manufacturing process development work, should they keep them as trade secrets, or should they publish them so that they would go into the public domain and... View Details
Keywords: Plastics; Injection Molding; Toys; LEGO; LEGO Group; Tools; Additive Manufacturing; 3D Manufacturing; Toolmaking; Patenting; Spillovers; Knowledge Spillovers; Change; Trends; Engineering; Machinery and Machining; Intellectual Property; Patents; Operations; Production; Strategy; Corporate Strategy; Technology Adoption; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Europe; Denmark
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Shih, Willy C., and Sen Chai. "The LEGO Group: Publish or Protect?" Harvard Business School Case 613-079, February 2013. (Revised March 2015.)
  • October 2000
  • Background Note

Creating Value

By: Rohit Deshpande
Creating value involves understanding consumers/customers and bringing this knowledge into the organization. Market-driven and market-driving strategies are contrasted in the context of new product development. View Details
Keywords: Knowledge Use and Leverage; Marketing Strategy; Consumer Behavior; Product Development; Value Creation
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Deshpande, Rohit. "Creating Value." Harvard Business School Background Note 501-039, October 2000.
  • Research Summary

- The new social production of knowledge in the social sciences and management. View Details
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