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- Faculty Publications (379)
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- All HBS Web (1,270)
- Faculty Publications (379)
- 2022
- Conference Presentation
Towards the Unification and Robustness of Post hoc Explanation Methods
By: Sushant Agarwal, Shahin Jabbari, Chirag Agarwal, Sohini Upadhyay, Steven Wu and Himabindu Lakkaraju
As machine learning black boxes are increasingly being deployed in critical domains such as healthcare and criminal justice, there has been a growing emphasis on developing techniques for explaining these black boxes in a post hoc manner. In this work, we analyze two... View Details
Keywords: AI and Machine Learning
Agarwal, Sushant, Shahin Jabbari, Chirag Agarwal, Sohini Upadhyay, Steven Wu, and Himabindu Lakkaraju. "Towards the Unification and Robustness of Post hoc Explanation Methods." Paper presented at the 3rd Symposium on Foundations of Responsible Computing (FORC), 2022.
- 25 Aug 2014
- Working Paper Summaries
Agglomeration and Innovation
Keywords: by Gerald A. Carlino & William R. Kerr
- Article
Towards the Unification and Robustness of Perturbation and Gradient Based Explanations
By: Sushant Agarwal, Shahin Jabbari, Chirag Agarwal, Sohini Upadhyay, Steven Wu and Himabindu Lakkaraju
As machine learning black boxes are increasingly being deployed in critical domains such as healthcare and criminal justice, there has been a growing emphasis on developing techniques for explaining these black boxes in a post hoc manner. In this work, we analyze two... View Details
Keywords: Machine Learning; Black Box Explanations; Decision Making; Forecasting and Prediction; Information Technology
Agarwal, Sushant, Shahin Jabbari, Chirag Agarwal, Sohini Upadhyay, Steven Wu, and Himabindu Lakkaraju. "Towards the Unification and Robustness of Perturbation and Gradient Based Explanations." Proceedings of the International Conference on Machine Learning (ICML) 38th (2021).
- 2010
- Other Unpublished Work
Hunkering Down and Venturing Out: Network Activation in Response to the Uncertainty of Organizational Restructuring
Uncertain times in organizational life are often accompanied by shifts in resources and power and can trigger a desire for people to affiliate with others. Yet little is understood about which network ties people activate when they feel uncertain about their standing... View Details
- Article
Moment-to-moment Optimal Branding in TV Commercials: Preventing Avoidance by Pulsing
By: Thales S. Teixeira, Michel Wedel and Rik Pieters
We develop a conceptual framework for understanding the impact that branding activity (the audio-visual representation of brands) and consumers' dispersion of attention have on their moment-to-moment avoidance decisions during television advertising. It formalizes this... View Details
Keywords: Advertising; Decision Choices and Conditions; Television Entertainment; Brands and Branding; Consumer Behavior; Mathematical Methods
Teixeira, Thales S., Michel Wedel, and Rik Pieters. "Moment-to-moment Optimal Branding in TV Commercials: Preventing Avoidance by Pulsing." Marketing Science 29, no. 5 (September–October 2010): 783–804. (Lead Article.)
- Winter 2021
- Article
Dealmaking Disrupted: The Unexplored Power of Social Media in Negotiation
By: James K. Sebenius, Ben Cook, David A. Lax, Isaac Silberberg and Paul Levy
While social media has had profound effects in many realms, the theory and practice of negotiation have remained relatively untouched by this potent phenomenon. In this article, we survey existing research in this area and develop a broader framework for understanding... View Details
Sebenius, James K., Ben Cook, David A. Lax, Isaac Silberberg, and Paul Levy. "Dealmaking Disrupted: The Unexplored Power of Social Media in Negotiation." Special Issue on Artificial Intelligence, Technology, and Negotiation. Negotiation Journal 37, no. 1 (Winter 2021): 97–141.
- 2022
- Working Paper
When the Journey—And Not Just the Destination—Matters: How Internationalization Shapes Entrepreneurial Experimentation
By: Nataliya Langburd Wright and Laura Huang
Internationalization—gaining exposure to cross-border markets—is often the result of an entrepreneur’s experimentation and strategy around their core business. Scholars have shown how entrepreneurs develop products or services, and after achieving some traction, turn... View Details
- 2017
- Other Article
Designing an Agile Software Portfolio Architecture: The Impact of Coupling on Performance
By: Alan MacCormack and Robert Lagerstrom
The modern industrial corporation encompasses a myriad of different software applications, each of which must work in concert to deliver functionality to end-users. However, the increasingly complex and dynamic nature of competition in today’s product-markets dictates... View Details
Keywords: Applications and Software; Design; Organizational Change and Adaptation; Performance Effectiveness
MacCormack, Alan, and Robert Lagerstrom. "Designing an Agile Software Portfolio Architecture: The Impact of Coupling on Performance." Academy of Management Annual Meeting Proceedings (2017). (doi:10.5465/AMBPP.2017.297, ISSN 2151-6561.)
- Web
PhD Programs - Doctoral
requirements and curriculum, read student profiles as well as student research , and placement information. The PhD in Business Administration grounds students in the disciplinary theories and research methods that form the foundation of... View Details
- 2010
- Working Paper
Will I Stay or Will I Go?: Cooperative and Competitive Effects of Workgroup Sex and Race Composition on Turnover
By: Kathleen L. McGinn and Katherine L Milkman
We develop an integrated theory of the social identity mechanisms linking workgroup sex and race composition across levels with individual turnover. Building on social identity research, we theorize that social cohesion (Tyler, 1999; Hogg and Terry, 2000) and social... View Details
Keywords: Competition; Ethnicity; Race; Groups and Teams; Identity; Resignation and Termination; Gender; Cooperation
McGinn, Kathleen L., and Katherine L Milkman. "Will I Stay or Will I Go? Cooperative and Competitive Effects of Workgroup Sex and Race Composition on Turnover." Harvard Business School Working Paper, No. 10-066, February 2010.
- 21 Sep 2017
- HBS Seminar
Nicholas Argyres, Washington University in St Louis
- January 2001
- Background Note
Country Analysis in a "Global Village"
By: Bruce R. Scott
Substantially rewritten to establish the relevance of countries in the global context. It does so in terms of their differing economic performance in recent decades, and also by contrasting those that have "converged" toward the rich country norm (as theory would... View Details
Keywords: Globalized Economies and Regions; Macroeconomics; Trade; Business Strategy; Performance Evaluation; Industry Growth; Currency; Policy; Development Economics
Scott, Bruce R. Country Analysis in a "Global Village". Harvard Business School Background Note 701-074, January 2001.
- 2009
- Working Paper
Operational Failures and Problem Solving: An Empirical Study of Incident Reporting
By: Julia Rose Adler-Milstein, Sara J. Singer and Michael W. Toffel
Operational failures occur in all industries with consequences that range from minor inconveniences to major catastrophes. Many organizations have implemented incident reporting systems to highlight actual and potential operational failures in order to encourage... View Details
Keywords: Communication Strategy; Legal Liability; Management Practices and Processes; Service Operations; Failure; Health Industry
Adler-Milstein, Julia Rose, Sara J. Singer, and Michael W. Toffel. "Operational Failures and Problem Solving: An Empirical Study of Incident Reporting." Harvard Business School Working Paper, No. 10-017, September 2009. (August 2009.)
- 2008
- Working Paper
Embracing Commitment and Performance: CEOs and Practices Used to Manage Paradox
By: Tobias Fredberg, Michael Beer, Russell Eisenstat, Nathaniel Foote and Flemming Norrgren
We tend to assume that great leaders must make difficult choices between two or more conflicting outcomes. In an interview study with 26 CEOs of top American and European companies (incl. IKEA, Campbell Soups, Nokia, H&M), we find that instead of choosing between... View Details
Keywords: Leadership; Managerial Roles; Performance; Strategy; Management Practices and Processes; Decision Choices and Conditions
Fredberg, Tobias, Michael Beer, Russell Eisenstat, Nathaniel Foote, and Flemming Norrgren. "Embracing Commitment and Performance: CEOs and Practices Used to Manage Paradox." Harvard Business School Working Paper, No. 08-052, January 2008.
- Article
Marginality and Problem-Solving Effectiveness in Broadcast Search
By: Lars Bo Jeppesen and Karim R. Lakhani
We examine who the winners are in science problem-solving contests characterized by open broadcast of problem information, self-selection of external solvers to discrete problems from the laboratories of large R&D intensive companies, and blind review of solution... View Details
Keywords: Competition; Open Source Distribution; Knowledge Use and Leverage; Markets; Independent Innovation and Invention; Problems and Challenges; Research and Development; Gender; Science
Jeppesen, Lars Bo, and Karim R. Lakhani. "Marginality and Problem-Solving Effectiveness in Broadcast Search." Organization Science 21, no. 5 (September–October 2010): 1016–1033.
- Research Summary
Overview
The Information Age has introduced well recieved opportunities to track performance. Fitbits and Fuelbands show individuals their own performance; service companies including Uber and leading hospitals help pick from drivers or doctors based on how others rate them;... View Details
Roberto Verganti
Roberto Verganti (rverganti@hbs.edu) is in the Technology and Operations Management Unit at Harvard Business School. He teaches Design Theory and Practice for the
- 07 Dec 2010
- Working Paper Summaries
Towards an Understanding of the Role of Standard Setters in Standard Setting
- 2010
- Working Paper
Does Product Market Competition Lead Firms To Decentralize?
By: Nicholas Bloom, Raffaella Sadun and John Van Reenen
There is a widespread sense that over the last two decades firms have been decentralizing decisions to employees further down the managerial hierarchy. Economists have developed a range of theories to account for delegation, but there is less empirical evidence,... View Details
Keywords: Decision Making; Employees; Managerial Roles; Organizational Structure; Competitive Strategy; Asia; Europe; North America
Bloom, Nicholas, Raffaella Sadun, and John Van Reenen. "Does Product Market Competition Lead Firms To Decentralize?" Harvard Business School Working Paper, No. 10-052, January 2010. (forthcoming in: American Economic Review: Papers and Proceedings.)
- Research Summary
Resource-Based Entrepreneurship
By: Myra M. Hart
Myra M. Hart is investigating the relationship between an entrepreneur's industry-specific experience and the success of large-scale startups. Her work focuses on the links between the entrepreneur's knowledge and reputation resources-developed in the same or a... View Details