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- 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...
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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
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.
- 2024
- Working Paper
The Crowdless Future? Generative AI and Creative Problem Solving
The rapid advances in generative artificial intelligence (AI) open up attractive opportunities for creative problem-solving through human-guided AI partnerships. To explore this potential, we initiated a crowdsourcing challenge focused on sustainable, circular economy...
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Keywords:
Large Language Models;
Crowdsourcing;
Generative Ai;
Creative Problem-solving;
Organizational Search;
AI-in-the-loop;
Prompt Engineering;
AI and Machine Learning;
Innovation and Invention
Boussioux, Léonard, Jacqueline N. Lane, Miaomiao Zhang, Vladimir Jacimovic, and Karim R. Lakhani. "The Crowdless Future? Generative AI and Creative Problem Solving." Harvard Business School Working Paper, No. 24-005, July 2023. (Revised July 2024.)
- March 2022
- Article
From Proprietary to Collective Governance: How Do Platform Participation Strategies Evolve?
By: Siobhan O'Mahony and Rebecca Karp
When platform leaders change the rules guiding who can access and control a platform, the strategies of those who create value from the platform can be upended. Little research examines how platform participants adapt their strategies when a platform leader changes the...
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Keywords:
Platform Governance;
Access;
Crowdsourcing;
Applications and Software;
Employees;
Leadership Style;
Cybersecurity;
Risk Management
O'Mahony, Siobhan, and Rebecca Karp. "From Proprietary to Collective Governance: How Do Platform Participation Strategies Evolve?" Strategic Management Journal 43, no. 3 (March 2022): 530–562.
- August 2021
- Article
Crowdsourcing Memories: Mixed Methods Research by Cultural Insiders-Epistemological Outsiders
By: Tarun Khanna, Karim R. Lakhani, Shubhangi Bhadada, Nabil Khan, Saba Kohli Davé, Rasim Alam and Meena Hewett
This paper examines the role that the two lead authors’ personal connections played in the research methodology and data collection for the Partition Stories Project—a mixed-methods approach to revisiting the much-studied historical trauma of the Partition of British...
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Keywords:
Mixed Methods;
Insider-outsiders;
Myth Of Informed Objectivity;
Hybrid Research;
Oral Narratives;
Research;
Analysis;
India
Khanna, Tarun, Karim R. Lakhani, Shubhangi Bhadada, Nabil Khan, Saba Kohli Davé, Rasim Alam, and Meena Hewett. "Crowdsourcing Memories: Mixed Methods Research by Cultural Insiders-Epistemological Outsiders." Academy of Management Perspectives 35, no. 3 (August 2021): 384–399.
- June 2021
- Case
Akira Fukabori and Kevin Kajitani at avatarin (A)
By: Linda A. Hill and Emily Tedards
In 2016, Akira Fukabori and Kevin Kajitani, aeronautical engineers at All Nippon Airways Co., Ltd., began to wonder why, in a world of accelerating globalization and digital connectivity, those who lived in far-remote villages or impoverished urban areas could not...
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Keywords:
Agility;
Ecosystem;
Innovation Ecosystems;
Crowdsourcing;
Open Innovation;
Partnership;
Government;
Collaboration;
Co-creation;
Purpose;
Impact;
Social Impact;
Movement;
Organizational Behavior;
Organizational Ambidexterity;
Ambidexterity;
Culture;
Culture Change;
Global Teams;
Experimentation;
Space;
Airline Industry;
Start-up;
Platform Business;
Platform Strategy;
Platform;
Digital;
Robotics;
Robots;
Mobility;
Strategy;
COVID-19;
Intrapreneurship;
Public-private Partnership;
XPRIZE;
Space Industry;
Avatar;
Telepresence;
Innovation Lab;
Innovation and Invention;
Technological Innovation;
Partners and Partnerships;
Collaborative Innovation and Invention;
Alignment;
Leadership;
Leading Change;
Diversity;
Organizational Culture;
Change Management;
Entrepreneurship;
Digital Platforms;
Transportation Industry;
Aerospace Industry;
Japan
Hill, Linda A., and Emily Tedards. "Akira Fukabori and Kevin Kajitani at avatarin (A)." Harvard Business School Case 421-089, June 2021.
- June 2021
- Case
Akira Fukabori and Kevin Kajitani at avatarin (A) (Abridged)
By: Linda A. Hill and Emily Tedards
In 2016, Akira Fukabori and Kevin Kajitani, aeronautical engineers at All Nippon Airways Co., Ltd., began to wonder why, in a world of accelerating globalization and digital connectivity, those who lived in far-remote villages or impoverished urban areas could not...
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Keywords:
Agility;
Ecosystem;
Innovation Ecosystems;
Innovation;
Crowdsourcing;
XPRIZE;
Open Innovation;
Partnership;
Government;
Collaboration;
Co-creation;
Purpose;
Impact;
Social Impact;
Movement;
Organizational Behavior;
Organizational Ambidexterity;
Ambidexterity;
Culture;
Culture Change;
Global Teams;
Experimentation;
Space;
Space Industry;
Airline Industry;
Start-up;
Platform Business;
Platform Strategy;
Platform;
Digital;
Robotics;
Robots;
Avatar;
Telepresence;
Innovation Lab;
Mobility;
COVID-19;
Intrapreneurship;
Public-private Partnership;
Innovation and Invention;
Technological Innovation;
Partners and Partnerships;
Collaborative Innovation and Invention;
Alignment;
Leadership;
Leading Change;
Diversity;
Organizational Culture;
Change Management;
Strategy;
Entrepreneurship;
Digital Platforms;
Transportation Industry;
Aerospace Industry;
Japan
Hill, Linda A., and Emily Tedards. "Akira Fukabori and Kevin Kajitani at avatarin (A) (Abridged)." Harvard Business School Case 421-085, June 2021.
- November–December 2020
- Article
Rethinking the On-Demand Workforce
By: Joseph B. Fuller, Manjari Raman, Allison Bailey and Nithya Vaduganathan
As companies struggle with chronic skills shortages and changing labor demographics, a new generation of talent platforms, offering on-demand access to highly trained workers, has begun to help. These platforms include marketplaces for premium expertise (such as Toptal...
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Keywords:
Talent Acquisition;
Platforms;
Skilled Labor Recruitment;
Gig Economy;
Talent and Talent Management;
Selection and Staffing;
Internet and the Web;
Strategy;
Digital Platforms
Fuller, Joseph B., Manjari Raman, Allison Bailey, and Nithya Vaduganathan. "Rethinking the On-Demand Workforce." Harvard Business Review 98, no. 6 (November–December 2020): 96–103.
- June 2020 (Revised March 2024)
- Case
Deloitte's Pixel (A): Consulting with Open Talent
By: Michael L. Tushman, John Winsor and Kerry Herman
Deloitte Consulting’s General Manager Balaji Bondili, head of Pixel, considers how best to grow Deloitte Consulting’s use of open (on-demand) talent, as consulting companies and their clients face transformative change in the way client engagements and projects get...
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Keywords:
Disruption;
Talent and Talent Management;
Growth and Development Strategy;
Organizational Change and Adaptation;
Consulting Industry;
United States
Tushman, Michael L., John Winsor, and Kerry Herman. "Deloitte's Pixel (A): Consulting with Open Talent." Harvard Business School Case 420-003, June 2020. (Revised March 2024.)
- 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...
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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.
- April 2020
- Teaching Note
Glossier: Co-Creating a Cult Brand with a Digital Community
By: Jill Avery
Teaching Note for HBS No. 519-022. Flush with cash from its Series C fundraise, cult beauty brand Glossier considers its next phase of growth, facing critical decisions on how to allocate its capital to support various marketing communications and distribution...
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Keywords:
Digital Marketing;
Crowdsourcing;
CRM;
Startup;
Direct-to-consumer;
DTC;
Marketing;
Marketing Strategy;
Brands and Branding;
Consumer Behavior;
Customer Relationship Management;
Venture Capital;
Business Startups;
Entrepreneurship;
Social Media;
Beauty and Cosmetics Industry;
United States
- March 2020
- Case
Thingtesting: Launching a Brand Discovery and Testing Digital Community
By: Ayelet Israeli and Jill Avery
Thingtesting, a brand discovery and testing digital community devoted to uncovering and exploring direct-to-consumer brands, had just received seed funding and was contemplating a second year of growth. The new year brought many challenges, as founder Jenny Gyllander...
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Keywords:
Influencer Marketing;
Monetization;
Female Ceo;
Female Entrepreneur;
Female Protagonist;
Influencers;
Influencer;
Direct-to-consumer;
Marketing;
Brands and Branding;
Marketing Strategy;
Venture Capital;
Entrepreneurship;
Marketing Communications;
Consumer Products Industry;
Financial Services Industry;
Advertising Industry;
London;
United Kingdom;
United States;
Europe;
North America
Israeli, Ayelet, and Jill Avery. "Thingtesting: Launching a Brand Discovery and Testing Digital Community." Harvard Business School Case 520-086, March 2020.
- 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...
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Keywords:
Open Innovation;
Contests;
Crowdsourcing;
Nasa;
Evaluation;
Acquisition;
Information Technology;
Innovation and Invention;
Performance Evaluation;
Framework
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.
- November 2019
- Teaching Note
Hacking Heroin
By: Mitchell Weiss and Sarah Mehta
This teaching note pairs with a case that is used in a course on Public Entrepreneurship, for a first module on "ideas." The case is designed to help students work through the question: where do new ideas to stubborn problems come from? And, in particular, the question...
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- September 2019 (Revised September 2020)
- Case
SOFWERX: Innovation at U.S. Special Operations Command (Abridged)
By: Herman Leonard, Mitch 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. Overseeing acquisitions in one of the...
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Keywords:
Open Innovation;
Crowdsourcing;
Prototyping;
Navy;
Entrepreneurship;
Public Equity;
Innovation and Invention;
Innovation Leadership;
Acquisition;
Organizational Change and Adaptation;
Public Administration Industry;
United States
Leonard, Herman, Mitch Weiss, Jin Hyun Paik, and Kerry Herman. "SOFWERX: Innovation at U.S. Special Operations Command (Abridged)." Harvard Business School Case 820-047, September 2019. (Revised September 2020.)
- 2019
- Article
Sustaining Open Innovation Through a 'Center of Excellence'
By: Elizabeth E. Richard, Jeffrey R. Davis, Jin Hyun Paik and Karim R. Lakhani
This paper presents NASA’s experience using a Center of Excellence (CoE) to scale and sustain an open innovation program as an effective problem-solving tool and includes strategic management recommendations for other organizations based on lessons...
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Keywords:
Crowdsourcing;
Culture Change;
Open Innovation;
Center Of Excellence;
Collaborative Innovation and Invention;
Organizational Culture;
Change Management
Richard, Elizabeth E., Jeffrey R. Davis, Jin Hyun Paik, and Karim R. Lakhani. "Sustaining Open Innovation Through a 'Center of Excellence'." Strategy & Leadership 47, no. 3 (2019): 19–26.
- 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...
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Keywords:
Crowdsourcing;
AI Algorithms;
Health Care and Treatment;
Collaborative Innovation and Invention;
AI and Machine Learning
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.
- 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...
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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
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.
- January 2019 (Revised October 2019)
- Case
Glossier: Co-Creating a Cult Brand with a Digital Community
By: Jill Avery
Glossier’s proclaimed strategy was “born from content; fueled by community.” The digital-first, direct-to-consumer beauty brand had experienced rapid growth, with sales up 600% in 2017 and a customer portfolio that grew by threefold. But, its founder, Emily Weiss, was...
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Keywords:
Brands;
Brand Management;
Brand Communication;
Retailing;
DTC;
Influencer;
Startup;
Internet Marketing;
Big Data;
Crowdsourcing;
Growth and Development Strategy;
Social Media;
E-commerce;
Internet and the Web;
Digital Marketing;
Consumer Products Industry;
Beauty and Cosmetics Industry;
Retail Industry;
United States;
North America
Avery, Jill. "Glossier: Co-Creating a Cult Brand with a Digital Community." Harvard Business School Case 519-022, January 2019. (Revised October 2019.)
- October 2018 (Revised August 2023)
- Case
Safecast: Bootstrapping Human Capital to Big Data
By: Ethan Bernstein and Stephanie Marton
On March 11, 2011, at 2:46pm, a 9.1-on-the-Richter-scale, six-minute long earthquake unleashed a tsunami that ravaged the Tohoku region of Japan, damaging the Fukushima Daiichi Nuclear Power facility and releasing sufficient radioactive material into the air and ocean...
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Keywords:
Citizen Science;
Creative Commons;
Open Data;
Open Architecture;
Volunteer-based Organization;
Fukushima Daiichi Nuclear Power Facility;
311;
Nuclear;
Radiation;
Crowdsourcing;
Bgeigie;
Geiger Counters;
Kickstarter;
Sustainability;
Sustainable Business And Innovation;
Design;
Energy Generation;
Social Entrepreneurship;
Human Capital;
Innovation and Invention;
Crisis Management;
Organizational Structure;
Organizational Design;
Information Technology;
Business Model;
Energy Industry;
Technology Industry;
Japan;
North and Central America;
Europe
Bernstein, Ethan, and Stephanie Marton. "Safecast: Bootstrapping Human Capital to Big Data." Harvard Business School Case 419-033, October 2018. (Revised August 2023.)
- August 2018
- Background Note
Note on Hackathons
By: Ethan Bernstein
Organizations have often sought to meet the pressures of rapid change through novel ways of managing human capital to boost innovation and productivity. Hackathons have emerged as one of the latest approaches to do just that. How can those responsible for managing...
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Keywords:
Hackathon;
Crowdsourcing;
Hack;
Innovation;
Productivity;
Minimum Viable Product;
Time;
Transparency;
Bootcamp;
Design;
Entrepreneurship;
Human Resources;
Collaborative Innovation and Invention;
Innovation and Management;
Management;
Organizational Structure;
Performance Productivity;
Technology;
Technology Industry
Bernstein, Ethan. "Note on Hackathons." Harvard Business School Background Note 419-021, August 2018.