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  • All HBS Web  (31)
    • News  (3)
    • Research  (25)
  • Faculty Publications  (10)

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    • News  (3)
    • Research  (25)
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  • Article

The Price of Anarchy of Self-Selection in Tullock Contests

By: Hau Chan, David C. Parkes and Karim R. Lakhani
Crowdsourcing platforms operate by offering their clients the ability to obtain cost-effective solutions for their problems through contests. The top contestants with the best solutions are rewarded, and the submitted solutions are provided to the clients. Within the... View Details
Keywords: Crowdsourcing Contests; Game Theory
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Chan, Hau, David C. Parkes, and Karim R. Lakhani. "The Price of Anarchy of Self-Selection in Tullock Contests." Proceedings of the International Conference on Autonomous Agents and Multiagent Systems (AAMAS) 19th (2020): 1795–1797.
  • March 2019
  • Article

A Structural Analysis of the Role of Superstars in Crowdsourcing Contests

By: Shunyuan Zhang, Param Singh and Anindya Ghose
We investigate the long-term impact of competing against superstars in crowdsourcing contests. Using a unique 50-month longitudinal panel data set on 1677 software design crowdsourcing contests, we illustrate a learning effect where participants are able to improve... View Details
Keywords: Crowdsourcing Contests; Superstar Effect; Bayesian Learning; Utility; Economics Of Information System; Dynamic Structural Model; Dynamic Programming; Markov Chain; Monte Carlo; Learning; Competition; Performance Improvement
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Zhang, Shunyuan, Param Singh, and Anindya Ghose. "A Structural Analysis of the Role of Superstars in Crowdsourcing Contests." Information Systems Research 30, no. 1 (March 2019): 15–33.
  • Article

Innovation Contests for High-Tech Procurement

By: Jin Hyun Paik, Martin Scholl, Rinat A. Sergeev, Steven Randazzo and Karim R. Lakhani
Innovation managers rarely use crowdsourcing as an innovative instrument despite extensive academic and theoretical research. The lack of tools available to compare and measure crowdsourcing, specifically contests, against traditional methods of procuring goods and... View Details
Keywords: Open Innovation; Contests; Crowdsourcing; Nasa; Evaluation; Acquisition; Information Technology; Innovation and Invention; Performance Evaluation; Framework
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Hyun Paik, Jin, Martin Scholl, Rinat A. Sergeev, Steven Randazzo, and Karim R. Lakhani. "Innovation Contests for High-Tech Procurement." Research-Technology Management 63, no. 2 (March–April 2020): 36–45.
  • 2016
  • Working Paper

Markets for Ideas: Prize Structure, Entry Limits, and the Design of Ideation Contests

By: Pavel Kireyev
Contests are a popular mechanism for the procurement of innovation. In marketing, design, and other creative industries, firms use freelance marketplaces to organize contests and obtain high-quality ideas for ads, new products, and even business strategies from... View Details
Keywords: Idea Generation; Crowdsourcing; Contest Design; Structural Estimation; Motivation and Incentives; Competition; Innovation and Invention
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Kireyev, Pavel. "Markets for Ideas: Prize Structure, Entry Limits, and the Design of Ideation Contests." Harvard Business School Working Paper, No. 16-129, May 2016.
  • 31 Jul 2014
  • Research & Ideas

A Scholarly Crowd Explores Crowdsourcing

Cox Pahnke, Dan Wang, and Benjamin Hallen. Ripe for study. In a plenary talk on crowdsourced contests and competitions, Lakhani outlined numerous areas in need of further study, which is made much easier by... View Details
Keywords: by Sean Silverthorne
  • May 2017
  • Other Article

Stepwise Distributed Open Innovation Contests for Software Development: Acceleration of Genome-Wide Association Analysis

By: Andrew Hill, Po-Ru Loh, Ragu B. Bharadwaj, Pascal Pons, Jingbo Shang, Eva C. Guinan, Karim R. Lakhani, Iain Kilty and Scott Jelinsky
BACKGROUND: The association of differing genotypes with disease-related phenotypic traits offers great potential to both help identify new therapeutic targets and support stratification of patients who would gain the greatest benefit from specific drug classes.... View Details
Keywords: Crowdsourcing; Genome-wide Association Study; Logistic Regression; Open Innovation; PLINK; Collaborative Innovation and Invention
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Hill, Andrew, Po-Ru Loh, Ragu B. Bharadwaj, Pascal Pons, Jingbo Shang, Eva C. Guinan, Karim R. Lakhani, Iain Kilty, and Scott Jelinsky. "Stepwise Distributed Open Innovation Contests for Software Development: Acceleration of Genome-Wide Association Analysis." GigaScience 6, no. 5 (May 2017).
  • 18 Apr 2019
  • Research & Ideas

Open Innovation Contestants Build AI-Based Cancer Tool

like a trained oncologist? How about setting up an online competition to find out? An article being published April 18 in JAMA Oncology, a journal of the American Medical Association, describes the crowdsourcing View Details
Keywords: by Martha Lagace; Health; Medical Devices & Supplies
  • 16 Sep 2019
  • Research & Ideas

Crowdsourcing Is Helping Hollywood Reduce the Risk of Movie-Making

writer based in the Boston area. [Image: CasarsaGuru] Related Reading: Related Reading Black Business Leaders Series: Franklin Leonard, 'Black List' Mastermind Should Entrepreneurs Pitch Products or Ideas for Products? Open Innovation View Details
Keywords: by Michael Blanding; Motion Pictures & Video
  • September 2014
  • Supplement

Netflix: Designing the Netflix Prize (B)

By: Karim R. Lakhani, Wesley M. Cohen, Kynon Ingram, Tushar Kothalkar, Maxim Kuzemchenko, Santosh Malik, Cynthia Meyn, Stephanie Healy Pokrywa and Greta Friar
This supplemental case follows up on the Netflix Prize Contest described in Netflix: Designing the Netflix Prize (A). In the A case, Netflix CEO Reed Hastings must decide how to organize a crowdsourcing contest to improve the algorithms for Netflix's movie... View Details
Keywords: Crowdsourcing; Prizes; Digitization; Algorithms; Recommendation Software; Disruption; Transformation; Collaborative Innovation and Invention; Technological Innovation; Knowledge Sharing; Applications and Software
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Lakhani, Karim R., Wesley M. Cohen, Kynon Ingram, Tushar Kothalkar, Maxim Kuzemchenko, Santosh Malik, Cynthia Meyn, Stephanie Healy Pokrywa, and Greta Friar. "Netflix: Designing the Netflix Prize (B)." Harvard Business School Supplement 615-025, September 2014.
  • Article

Use of Crowd Innovation to Develop an Artificial Intelligence-Based Solution for Radiation Therapy Targeting

By: Raymond H. Mak, Michael G. Endres, Jin Hyun Paik, Rinat A. Sergeev, Hugo Aerts, Christopher L. Williams, Karim R. Lakhani and Eva C. Guinan
Importance: Radiation therapy (RT) is a critical cancer treatment, but the existing radiation oncologist work force does not meet growing global demand. One key physician task in RT planning involves tumor segmentation for targeting, which requires substantial... View Details
Keywords: Crowdsourcing; AI Algorithms; Health Care and Treatment; Collaborative Innovation and Invention; AI and Machine Learning
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Mak, Raymond H., Michael G. Endres, Jin Hyun Paik, Rinat A. Sergeev, Hugo Aerts, Christopher L. Williams, Karim R. Lakhani, and Eva C. Guinan. "Use of Crowd Innovation to Develop an Artificial Intelligence-Based Solution for Radiation Therapy Targeting." JAMA Oncology 5, no. 5 (May 2019): 654–661.
  • August 2014
  • Case

Netflix: Designing the Netflix Prize (A)

By: Karim R. Lakhani, Wesley M. Cohen, Kynon Ingram, Tushar Kothalkar, Maxim Kuzemchenko, Santosh Malik, Cynthia Meyn, Greta Friar and Stephanie Healy Pokrywa
In 2006, Reed Hastings, CEO of Netflix, was looking for a way to solve Netflix's customer churn problem. Netflix used Cinematch, its proprietary movie recommendation software, to promote individually determined best-fit movies to customers. Hastings determined that a... View Details
Keywords: Crowdsourcing; Prizes; Digitization; Algorithms; Recommendation Software; Disruption; Transformation; Collaborative Innovation and Invention; Technological Innovation; Knowledge Sharing; Applications and Software; Motion Pictures and Video Industry; Entertainment and Recreation Industry; Technology Industry; United States
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Lakhani, Karim R., Wesley M. Cohen, Kynon Ingram, Tushar Kothalkar, Maxim Kuzemchenko, Santosh Malik, Cynthia Meyn, Greta Friar, and Stephanie Healy Pokrywa. "Netflix: Designing the Netflix Prize (A)." Harvard Business School Case 615-015, August 2014.
  • April 2024
  • Article

Decision Authority and the Returns to Algorithms

By: Hyunjin Kim, Edward L. Glaeser, Andrew Hillis, Scott Duke Kominers and Michael Luca
We evaluate a pilot in an Inspections Department to explore the returns to a pair of algorithms that varied in their sophistication. We find that both algorithms provided substantial prediction gains, suggesting that even simple data may be helpful. However, these... View Details
Keywords: Algorithmic Aversion; Algorithmic Decision Making; Algorithms; Public Entrepreneurship; Govenment; Local Government; Crowdsourcing; Crowdsourcing Contests; Inspection; Principal-agent Theory; Government Administration; Decision Making; Public Administration Industry; United States
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Kim, Hyunjin, Edward L. Glaeser, Andrew Hillis, Scott Duke Kominers, and Michael Luca. "Decision Authority and the Returns to Algorithms." Strategic Management Journal 45, no. 4 (April 2024): 619–648.
  • July 2018 (Revised December 2018)
  • Case

SOFWERX: Innovation at U.S. Special Operations Command

By: Herman Leonard, Mitchell Weiss, Jin Hyun Paik and Kerry Herman
James “Hondo” Geurts, the Acquisition Executive for U.S. Special Operations Command, was in the middle of his Senate confirmation hearing in 2017 to become Assistant Secretary of the Navy for Research, Development and Acquisition. The questions had a common theme: how... View Details
Keywords: James Geurts; Innovation; Public Entrepreneurship; Open Innovation; Crowdsourcing; Contests; Prototyping; SOFWERX; Special Operations; SOCOM; Govtech; Procurement; FAR; EZ-Fly; Navy; Department Of Defense; Innovation and Invention; Innovation and Management; Innovation Leadership; Entrepreneurship; Public Sector; Acquisition; Public Administration Industry; United States
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Leonard, Herman, Mitchell Weiss, Jin Hyun Paik, and Kerry Herman. "SOFWERX: Innovation at U.S. Special Operations Command." Harvard Business School Case 819-004, July 2018. (Revised December 2018.)
  • 21 Mar 2019
  • Working Paper Summaries

Advancing Computational Biology and Bioinformatics Research Through Open Innovation Competitions

Keywords: by Blasco, Andrea, Michael G. Endres, Rinat A. Sergeev, Anup Jonchhe, Max Macaluso, Rajiv Narayan, Ted Natoli, Jin H. Paik, Bryan Briney, Chunlei Wu, Andrew I. Su, Aravind Subramanian, and Karim R. Lakhani; Health
  • 05 Sep 2013
  • Working Paper Summaries

Performance Responses to Competition Across Skill-Levels in Rank Order Tournaments: Field Evidence and Implications for Tournament Design

Keywords: by Kevin J. Boudreau, Constance E. Helfat, Karim R. Lakhani & Michael E. Menietti.
  • 29 May 2013
  • Research & Ideas

Faculty Symposium Showcases Breadth of Research

trying to see how this new form of organizing people is disrupting business” He shared some of the team's startling findings in his presentation, Crowdsourcing to Stimulate Innovation: Using Contests and... View Details
Keywords: by Carmen Nobel; Financial Services
  • 27 Sep 2017
  • Research & Ideas

What Happens When Ordinary People Get Creative?

Teresa Amabile argues that average folks deserve careful investigation, especially in the age of user innovation and crowdsourced problem-solving, when big ideas routinely come from the masses. The article appears in a forthcoming issue... View Details
Keywords: by Carmen Nobel
  • 20 Aug 2013
  • First Look

First Look: August 20

Lakhani, and Michael E. Menietti Abstract—Tournaments are widely used in the economy to organize production and innovation. We study individual contestant-level data from 2,796 contestants in 774 software algorithm design View Details
Keywords: Anna Secino
  • 27 Sep 2011
  • First Look

First Look: September 27

Industry Author:Arthur Daemmrich Abstract Fiercely contested before, during, and since its passage, the 2010 Patient Protection and Affordable Care Act (ACA) will restructure the U.S. healthcare market if fully implemented in coming... View Details
Keywords: Sean Silverthorne
  • 18 Nov 2014
  • First Look

First Look: November 18

However, traditional options for improving the algorithm, such as hiring and training new employees, were time intensive and costly. Hastings decided to improve Netflix's software by crowdsourcing and began planning the Netflix Prize, an... View Details
Keywords: Sean Silverthorne
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