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  • All HBS Web  (571)
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    • News  (222)
    • Research  (255)
    • Events  (5)
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  • 2016
  • Working Paper

The Search for Peer Firms: When Do Crowds Provide Wisdom?

By: Charles M.C. Lee, Paul Ma and Charles C.Y. Wang
In knowledge-based economies, many business enterprises defy traditional industry boundaries. In this study, we evaluate six "big data" approaches to peer firm identifications and show that some, but not all, "wisdom-of-crowd" techniques perform exceptionally well. We... View Details
Keywords: Peer Firm; EDGAR Co-search; Analyst Co-coverage; Wisdom Of Crowds; Performance Benchmarking; Crowd Of Crowds; Internet and the Web; Accounting
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Lee, Charles M.C., Paul Ma, and Charles C.Y. Wang. "The Search for Peer Firms: When Do Crowds Provide Wisdom?" Harvard Business School Working Paper, No. 15-032, October 2014. (Revised November 2016.)
  • March 2021
  • Article

The Crowd Emotion Amplification Effect

By: Amit Goldenberg, Erika Weisz, Timothy D. Sweeney, Mina Cikara and James Gross
How do people go about reading a room or taking the temperature of a crowd? When people catch a brief glimpse of an array of faces, they can only focus their attention on some of the faces. We propose that perceivers preferentially attend to faces exhibiting strong... View Details
Keywords: Crowds; Social Cognition; Intergroup Dynamics; Emotions; Perception; Judgments; Analysis
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Goldenberg, Amit, Erika Weisz, Timothy D. Sweeney, Mina Cikara, and James Gross. "The Crowd Emotion Amplification Effect." Psychological Science 32, no. 3 (March 2021): 437–450.
  • 2019
  • Working Paper

The Wisdom of Crowds in Operations: Forecasting Using Prediction Markets

By: Achal Bassamboo, Ruomeng Cui and Antonio Moreno
Prediction is an important activity in various business processes, but it becomes difficult when historical information is not available, such as forecasting demand of a new product. One approach that can be applied in such situations is to crowdsource opinions from... View Details
Keywords: Wisdom Of Crowds; Demand Forecasting; Price Forecasting; Forecasting and Prediction; Social and Collaborative Networks; Size; Performance
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Bassamboo, Achal, Ruomeng Cui, and Antonio Moreno. "The Wisdom of Crowds in Operations: Forecasting Using Prediction Markets." Working Paper, 2019.
  • Article

The Wisdom of Competitive Crowds

By: Kenneth C. Lichtendahl, Yael Grushka-Cockayne and Phillip E. Pfeifer
When several individuals are asked to forecast an uncertain quantity, they often face implicit or explicit incentives to be the most accurate. Despite the desire to elicit honest forecasts, such competition induces forecasters to report strategically and nontruthfully.... View Details
Keywords: Forecast; Forecasting and Prediction
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Lichtendahl, Kenneth C., Yael Grushka-Cockayne, and Phillip E. Pfeifer. "The Wisdom of Competitive Crowds." Operations Research 61, no. 6 (November–December 2013): 1383–1398. (*Finalist in the Decision Analysis Society Publication Award, 2015.)
  • April 2013
  • Article

Using the Crowd as an Innovation Partner

By: Kevin J. Boudreau and Karim R. Lakhani
More and more organizations are turning to crowds for help in solving their most vexing innovation and research questions, but managers remain understandably cautious. It seems risky and even unnatural to push problems out to vast groups of strangers distributed around... View Details
Keywords: Innovation and Management; Research and Development
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Boudreau, Kevin J., and Karim R. Lakhani. "Using the Crowd as an Innovation Partner." Harvard Business Review 91, no. 4 (April 2013): 61–69.
  • March 2015
  • Module Note

Innovating with the Crowd

By: Karim R. Lakhani
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Lakhani, Karim R. "Innovating with the Crowd." Harvard Business School Module Note 615-072, March 2015.
  • 31 Jul 2014
  • Research & Ideas

A Scholarly Crowd Explores Crowdsourcing

When Clayton Christensen and Derek van Bever prepared to write The Capitalist's Dilemma for the June issue of Harvard Business Review, they took an approach rarely tried on the same scale: They outsourced it with 150 Harvard Business... View Details
Keywords: by Sean Silverthorne
  • January–February 2013
  • Article

When the Crowd Fights Corruption

By: Paul M. Healy and Karthik Ramanna
Corruption is the greatest impediment to conducting business in Russia, according to leaders recently surveyed by the World Economic Forum. Indeed, it's a problem in many emerging markets, and businesses have a role to play in combating it, according to Healy and... View Details
Keywords: Corruption; Emerging Economies; Crime and Corruption; Entrepreneurship; Ethics; Globalization; Russia; Georgia (nation, Asia); India
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Healy, Paul M., and Karthik Ramanna. "When the Crowd Fights Corruption." Harvard Business Review 91, nos. 1/2 (January–February 2013).
  • Article

Scaling Up Analogical Innovation with Crowds and AI

By: Aniket Kittur, Lisa Yu, Tom Hope, Joel Chan, Hila Lifshitz - Assaf, Karni Gilon, Felicia Ng, Robert Kraut and Dafna Shachaf
Analogy—the ability to find and apply deep structural patterns across domains—has been fundamental to human innovation in science and technology. Today there is a growing opportunity to accelerate innovation by moving analogy out of a single person’s mind and... View Details
Keywords: Innovation; Artificial Intelligence; Crowdsourcing; Analogy; Innovation and Invention; Technology; Science
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Kittur, Aniket, Lisa Yu, Tom Hope, Joel Chan, Hila Lifshitz - Assaf, Karni Gilon, Felicia Ng, Robert Kraut, and Dafna Shachaf. "Scaling Up Analogical Innovation with Crowds and AI." Proceedings of the National Academy of Sciences 116, no. 6 (February 5, 2019): 1870–1877.
  • 12 Mar 2012
  • Research & Ideas

Crowded at the Top: The Rise of the Functional Manager

It's getting a little less lonely at the top. So says recent research that reports a dramatic change in the top management structure of large US firms. According to a survey of some 300 Fortune 500... View Details
Keywords: by Carmen Nobel
  • 2015
  • Working Paper

Wisdom or Madness? Comparing Crowds with Expert Evaluation in Funding the Arts

By: Ethan Mollick and Ramana Nanda
In fields as diverse as technology entrepreneurship and the arts, crowds of interested stakeholders are increasingly responsible for deciding which innovations to fund, a privilege that was previously reserved for a few experts, such as venture capitalists and... View Details
Keywords: Arts; Decision Choices and Conditions; Philanthropy and Charitable Giving
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Mollick, Ethan, and Ramana Nanda. "Wisdom or Madness? Comparing Crowds with Expert Evaluation in Funding the Arts." Harvard Business School Working Paper, No. 14-116, May 2014. (Revised January 2015, August 2015.)
  • Article

Wisdom or Madness? Comparing Crowds with Expert Evaluation in Funding the Arts

By: Ethan Mollick and Ramana Nanda
In fields as diverse as technology entrepreneurship and the arts, crowds of interested stakeholders are increasingly responsible for deciding which innovations to fund, a privilege that was previously reserved for a few experts, such as venture capitalists and... View Details
Keywords: Crowdfunding; Arts; Decision Choices and Conditions; Entrepreneurship; Investment; Fine Arts Industry; Technology Industry
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Mollick, Ethan, and Ramana Nanda. "Wisdom or Madness? Comparing Crowds with Expert Evaluation in Funding the Arts." Management Science 62, no. 6 (June 2016): 1533–1553.
  • January 2012
  • Case

Taikang Insurance: Standing Out In China's Crowded Insurance Market

By: William C. Kirby and Tracy Yuen Manty
As a joint-stock insurance company in China, with both state-owned enterprises and foreign firms as investors, Taikang Insurance was becoming a force in the industry. It not only competed with well-entrenched state-owned rivals, but it was also seen as an... View Details
Keywords: Insurance; Industry Structures; Insurance Industry; China
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Kirby, William C., and Tracy Yuen Manty. "Taikang Insurance: Standing Out In China's Crowded Insurance Market." Harvard Business School Case 312-109, January 2012.
  • 19 Jun 2014
  • Working Paper Summaries

Wisdom or Madness? Comparing Crowds with Expert Evaluation in Funding the Arts

Keywords: by Ethan R. Mollick & Ramana Nanda
  • 12 May 2015
  • Research & Ideas

How Crowds and Experts Kickstart the Arts

recent study, which compared funding decisions of startup theater productions made by art-loving masses on crowdfunding website Kickstarter with evaluations by experts in the field. “Most of the... View Details
Keywords: Re: Ramana Nanda; Entertainment & Recreation
  • July 2014
  • Teaching Note

Homestrings, Inc.: Diaspora-Based Financing and the Crowd Funding of Development

By: William R. Kerr and Penelope Rossano
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Kerr, William R., and Penelope Rossano. "Homestrings, Inc.: Diaspora-Based Financing and the Crowd Funding of Development." Harvard Business School Teaching Note 815-043, July 2014.
  • September 2013
  • Case

Homestrings, Inc.: Diaspora-Based Financing and the Crowd Funding of Development

By: William R. Kerr and Alexis Brownell
Homestrings is an online investment platform for overseas diasporas to link financially with their home countries. The founder believes crowd-funding can become a pillar for development, but U.S. regulatory hurdles and resources constraints are substantial. The company... View Details
Keywords: Diasporas; Investments; Regulations; Africa; Crowd-funding; Development Finance; Entrepreneurship; Business Growth and Maturation; Financial Services Industry; Africa; United States
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Kerr, William R., and Alexis Brownell. "Homestrings, Inc.: Diaspora-Based Financing and the Crowd Funding of Development." Harvard Business School Case 814-031, September 2013.
  • 2016
  • Chapter

Managing Communities and Contests to Innovate with Crowds

By: Karim R. Lakhani
Citation
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Lakhani, Karim R. "Managing Communities and Contests to Innovate with Crowds." Chap. 6 in Revolutionizing Innovation: Users, Communities, and Open Innovation, edited by Dietmar Harhoff and Karim R. Lakhani, 109–134. Cambridge, MA: MIT Press, 2016.
  • 31 Oct 2004
  • What Do You Think?

Should the Wisdom of Crowds Influence Our Thinking About Leadership?

crowd…." As Dean Robb put it, "... the use of the term 'crowd' is inappropriate, because crowds generally fail the test of independence from each other's... View Details
Keywords: by James Heskett
  • April 2014
  • Teaching Note

Taikang Insurance: Standing Out In China's Crowded Insurance Market

By: William C. Kirby and Erica M. Zendell
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Kirby, William C., and Erica M. Zendell. "Taikang Insurance: Standing Out In China's Crowded Insurance Market." Harvard Business School Teaching Note 314-133, April 2014.
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