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Article

Faithful and Customizable Explanations of Black Box Models

By: Himabindu Lakkaraju, Ece Kamar, Rich Caruana and Jure Leskovec

As predictive models increasingly assist human experts (e.g., doctors) in day-to-day decision making, it is crucial for experts to be able to explore and understand how such models behave in different feature subspaces in order to know if and when to trust them. To... View Details

Keywords: Interpretable Machine Learning; Black Box Models; Decision Making; Framework

2008
Chapter

Overcoming Barriers to Collaboration: Psychological Safety and Learning in Diverse Teams

By: A. Edmondson and Kate Roloff

We review research on psychological safety and team learning to identify core ideas and findings in these closely related literatures and to propose a model in which a negative relationship between team member diversity and team collaboration is moderated by... View Details

Keywords: Interpersonal Communication; Groups and Teams; Social and Collaborative Networks; Performance Improvement; Learning; Diversity

2021
Working Paper

First Law of Motion: Influencer Video Advertising on TikTok

By: Jeremy Yang, Juanjuan Zhang and Yuhan Zhang

This paper engineers an intuitive feature that is predictive of the causal effect of influencer video advertising on product sales. We propose the concept of m-score, a summary statistic that captures the extent to which a product is advertised in the most engaging... View Details

Keywords: Influencer Advertising; Video Advertising; Computer Vision; Machine Learning; Advertising; Online Technology

November 2012 (Revised September 2013)
Case

Learning Resources: A Hands-On Toy Company Deals with New Challenges and Opportunities

By: Boris Groysberg and Anahita Hashemi

Learning Resources is a family-owned educational toy company that, by late 2011, was facing a myriad of challenges, including increased competition, entry into new markets, new distribution methods, rising costs of production in China, and changing customer behavior.... View Details

Keywords: Leading Teams; Strategy Formulation; Strategy And Execution; Innovation; Corporate Culture; Industry Analysis; Organizational Alignment; Entrepreneurs; Sales Channels; Leadership; Strategy; Change Management; Innovation Leadership; Family Business; Entrepreneurship; Product Design; Sales; Retail Industry; United States

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... View Details

Keywords: Crowdsourcing; Culture Change; Open Innovation; Center Of Excellence; Collaborative Innovation and Invention; Organizational Culture; Change Management

2022
Chapter

Lessons Learned from Support to Business during COVID-19

By: Gabriel Chodorow-Reich, Benjamin Iverson and Adi Sunderam

The authors survey the new federal subsidies and loans provided to businesses in the first year of the pandemic—including the Paycheck Protection Program (PPP), the Economic Injury Disaster Loan (EIDL) program, and aid targeted at specific industries such as airlines... View Details

Keywords: COVID-19 Pandemic; Small Business; Government Legislation; Policy

2017
Working Paper

The Need for Speed: Effects of Uncertainty Reduction in Patenting

By: Mike Horia Teodorescu

Patents are essential in commerce to establish property rights for ideas and to give equal protection to firms that develop new technologies. Young firms especially depend on the protection of intellectual property to bring a product from concept to market. However,... View Details

Keywords: Startups; Natural Language Processing; Machine Learning; Patents; Business Startups; Risk and Uncertainty; Outcome or Result; Green Technology Industry

05 Jul 2006
Working Paper Summaries

Implementing New Practices: An Empirical Study of Organizational Learning in Hospital Intensive Care Units

Keywords: by Anita L. Tucker, Ingrid M. Nembhard & Amy C. Edmondson; Health

2011
Conference Presentation

Old Memories and New Behaviors: Learning to Trust in an Industry Context of Mistrust

By: Faaiza Rashid

2005
Working Paper

Getting More Out of Analogical Training in Negotiations: Learning Core Principles for Creating Value

By: Simone Moran, Yoella Bereby-Meyer and Max H. Bazerman

September 2009
Article

A Detailed Analysis of the Reduction Mammaplasty Learning Curve: A Statistical Process Model for Approaching Surgical Performance Improvement

By: Matthew Carty MD, Rodney Chan, Robert S. Huckman, Daniel C. Snow and Dennis Orgill

Background: The increased focus on quality and efficiency improvement within academic surgery has met with variable success among plastic surgeons. Traditional surgical performance metrics, such as morbidity and mortality, are insufficient to improve the... View Details

Keywords: Experience and Expertise; Health Care and Treatment; Medical Specialties; Outcome or Result; Performance Efficiency; Performance Improvement

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September 2003 (Revised June 2005)
Case

Learning from LeapFrog: Creating Educational and Business Value

By: Lynda M. Applegate, Christopher Dede and Susan Saltrick

Explores the success factors leading to one's company's rise to the number three ranking in the aggressively competitive toy industry. LeapFrog has made the strategic decision to exploit its educational model in two industry sectors: consumer toys and educational... View Details

Keywords: Transformation; Decisions; Education; Entrepreneurship; Innovation and Invention; Growth Management; Media; Business and Stakeholder Relations; Research; Value Creation

Article

Repositioning and Cost-Cutting: The Impact of Competition on Platform Strategies

By: Robert Seamans and Feng Zhu

Organizational structures are increasingly complex. In particular, more firms today operate as multi-sided platforms. In this paper, we study how platform firms use repositioning and cost-cutting in response to competition, elucidate external and internal factors that... View Details

Keywords: Platform Strategy; Repositioning; Cost-cutting; Intra-firm Learning; Multi-Sided Platforms; Cost Management; Product Positioning; Organizational Structure; Competitive Strategy; Knowledge Acquisition; Journalism and News Industry

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2022
Working Paper

Product2Vec: Leveraging Representation Learning to Model Consumer Product Choice in Large Assortments

By: Fanglin Chen, Xiao Liu, Davide Proserpio and Isamar Troncoso

We propose a method, Product2Vec, based on representation learning, that can automatically learn latent product attributes that drive consumer choices, to study product-level competition when the number of products is large. We demonstrate Product2Vec’s... View Details

Keywords: Consumer Choice; Consumer Behavior; Competition; Product Marketing

2022
Working Paper

TalkToModel: Explaining Machine Learning Models with Interactive Natural Language Conversations

By: Dylan Slack, Satyapriya Krishna, Himabindu Lakkaraju and Sameer Singh

Practitioners increasingly use machine learning (ML) models, yet they have become more complex and harder to understand. To address this issue, researchers have proposed techniques to explain model predictions. However, practitioners struggle to use explainability... View Details

Keywords: Natural Language Conversations; Predictive Models; AI and Machine Learning

1999
Working Paper

The View Through a Different Lens: Investigating Organizational Learning at the Group Level of Analysis

By: Amy C. Edmondson

November 2013
Article

Learning from My Successes and from Others' Failures: Evidence from Minimally Invasive Cardiac Surgery

By: D. KC, B. Staats and F. Gino

Learning from past experience is central to an organization's adaptation and survival. A key dimension of prior experience is whether an outcome was successful or unsuccessful. While empirical studies have investigated the effects of success and failure in... View Details

Keywords: Healthcare; Health Care; Knowledge Work; Attribution Theory; Quality; Success; Medical Specialties; Health Care and Treatment; Failure; Learning; Health Industry

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03 Dec 2001
What Do You Think?

What Happens When the Sumo Master Learns Judo?

combatants have unusual means at their disposal, regardless of size. The comments raise several questions: What are the chances that Microsoft can defy traditional market dynamics? What kinds of strategic... View Details

Keywords: by James Heskett

2013
Chapter

Discussion of "Industrial Policies, the Creation of a Learning Society, and Economic Development" by Bruce Greenwald and Stiglitz Stiglitz

By: Josh Lerner

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12 Nov 2001
Research & Ideas

Can Religion and Business Learn From Each Other?

learn from business? I think there's a lot of room for cross-learning here. One of the things I think the religious community can learn from the... View Details

Keywords: by Martha Lagace

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