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      • Faculty Publications  (203)

      InterpretabilityRemove Interpretability →

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      • January 2021
      • Article

      Machine Learning for Pattern Discovery in Management Research

      By: Prithwiraj Choudhury, Ryan Allen and Michael G. Endres
      Supervised machine learning (ML) methods are a powerful toolkit for discovering robust patterns in quantitative data. The patterns identified by ML could be used for exploratory inductive or abductive research, or for post-hoc analysis of regression results to detect... View Details
      Keywords: Machine Learning; Supervised Machine Learning; Induction; Abduction; Exploratory Data Analysis; Pattern Discovery; Decision Trees; Random Forests; Neural Networks; ROC Curve; Confusion Matrix; Partial Dependence Plots; AI and Machine Learning
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      Choudhury, Prithwiraj, Ryan Allen, and Michael G. Endres. "Machine Learning for Pattern Discovery in Management Research." Strategic Management Journal 42, no. 1 (January 2021): 30–57.
      • 2020
      • Conference Presentation

      An Empirical Study of the Trade-Offs Between Interpretability and Fairness

      By: Shahin Jabbari, Han-Ching Ou, Himabindu Lakkaraju and Milind Tambe
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      Jabbari, Shahin, Han-Ching Ou, Himabindu Lakkaraju, and Milind Tambe. "An Empirical Study of the Trade-Offs Between Interpretability and Fairness." Paper presented at the ICML Workshop on Human Interpretability in Machine Learning, International Conference on Machine Learning (ICML), 2020.
      • Article

      Beyond Individualized Recourse: Interpretable and Interactive Summaries of Actionable Recourses

      By: Kaivalya Rawal and Himabindu Lakkaraju
      As predictive models are increasingly being deployed in high-stakes decision-making, there has been a lot of interest in developing algorithms which can provide recourses to affected individuals. While developing such tools is important, it is even more critical to... View Details
      Keywords: Predictive Models; Decision Making; Framework; Mathematical Methods
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      Rawal, Kaivalya, and Himabindu Lakkaraju. "Beyond Individualized Recourse: Interpretable and Interactive Summaries of Actionable Recourses." Advances in Neural Information Processing Systems (NeurIPS) 33 (2020).
      • Article

      Incorporating Interpretable Output Constraints in Bayesian Neural Networks

      By: Wanqian Yang, Lars Lorch, Moritz Graule, Himabindu Lakkaraju and Finale Doshi-Velez
      Domains where supervised models are deployed often come with task-specific constraints, such as prior expert knowledge on the ground-truth function, or desiderata like safety and fairness. We introduce a novel probabilistic framework for reasoning with such constraints... View Details
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      Yang, Wanqian, Lars Lorch, Moritz Graule, Himabindu Lakkaraju, and Finale Doshi-Velez. "Incorporating Interpretable Output Constraints in Bayesian Neural Networks." Advances in Neural Information Processing Systems (NeurIPS) 33 (2020).
      • November 2020
      • Article

      Migrant Inventors and the Technological Advantage of Nations

      By: Dany Bahar, Prithwiraj Choudhury and Hillel Rapoport
      We investigate the relationship between the presence of migrant inventors and the dynamics of innovation in the migrants’ receiving countries. We find that countries are 25 to 60 percent more likely to gain advantage in patenting in certain technologies given a twofold... View Details
      Keywords: Innovation; Migration; Patent; Knowledge; Innovation and Invention; Immigration; Patents; Information Technology; Knowledge Dissemination
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      Bahar, Dany, Prithwiraj Choudhury, and Hillel Rapoport. "Migrant Inventors and the Technological Advantage of Nations." Special Issue on STEM Migration, Research, and Innovation. Research Policy 49, no. 9 (November 2020).
      • 2020
      • Chapter

      The Group Malleability Intervention: Addressing Intergroup Conflicts by Changing Perceptions of Outgroup Malleability

      By: Amit Goldenberg, J. J. Gross and Eran Halperin
      Precise shifts in the ways people make sense of themselves, others, and social situations can help people flourish. This compelling handbook synthesizes the growing body of research on wise interventions—brief, nonclinical strategies that are "wise" to the impact of... View Details
      Keywords: Social Psychology; Personality
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      Goldenberg, Amit, J. J. Gross, and Eran Halperin. "The Group Malleability Intervention: Addressing Intergroup Conflicts by Changing Perceptions of Outgroup Malleability." Chap. 15 in Handbook of Wise Interventions: How Social Psychology Can Help People Change, edited by Gregory M. Walton and Alia J. Crum. New York, NY: Guilford Press, 2020.
      • September 2020
      • Case

      Drinkworks: Home Bar by Keurig

      By: Sunil Gupta, Jonathan Levav and Julia Kelley
      In the summer of 2018, Drinkworks CEO Nathaniel Davis needed to make a number of go-to-market decisions ahead of his company’s upcoming product launch. Formed through a joint venture between Keurig Dr. Pepper and Anheuser-Busch InBev, Drinkworks had developed an... View Details
      Keywords: Marketing; Marketing Strategy; Product Marketing; Product Launch; Product Positioning; Markets; Bids and Bidding; Demand and Consumers; Consumer Behavior; Market Design; Distribution; Distribution Channels; Product; Product Design; Product Development; Business Model; Customers; Customer Value and Value Chain; Decision Making; Decisions; Goods and Commodities; Innovation and Invention; Technological Innovation; Business or Company Management; Growth and Development Strategy; Research; Research and Development; Strategy; Adoption; Competitive Advantage; Segmentation; Information Technology; Information Infrastructure; Value; Value Creation; Food and Beverage Industry; Consumer Products Industry; North and Central America; United States
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      Gupta, Sunil, Jonathan Levav, and Julia Kelley. "Drinkworks: Home Bar by Keurig." Harvard Business School Case 521-010, September 2020.
      • August 2020
      • Article

      Trust in State and Non-State Actors: Evidence from Dispute Resolution in Pakistan

      By: Daron Acemoglu, Ali Cheema, Asim I. Khwaja and James A. Robinson
      Lack of trust in state institutions is a pervasive problem in many developing countries. This paper investigates whether information about improved public services can help build trust in state institutions and move people away from non-state actors. We find that... View Details
      Keywords: Dispute Resolution; Lab-in-the-field Games; Legitimacy; Motivated Reasoning; Non-state Actors; State Capacity; Trust; Conflict and Resolution; Information; Developing Countries and Economies
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      Acemoglu, Daron, Ali Cheema, Asim I. Khwaja, and James A. Robinson. "Trust in State and Non-State Actors: Evidence from Dispute Resolution in Pakistan." Journal of Political Economy 128, no. 8 (August 2020): 3090–3147.
      • Article

      Development of a Deep Learning Algorithm for Periapical Disease Detection in Dental Radiographs

      By: Michael G. Endres, Florian Hillen, Marios Salloumis, Ahmad R. Sedaghat, Stefan M. Niehues, Olivia Quatela, Henning Hanken, Ralf Smeets, Benedicta Beck-Broichsitter, Carsten Rendenbach, Karim R. Lakhani, Max Helland and Robert A. Gaudin
      Periapical radiolucencies, which can be detected on panoramic radiographs, are one of the most common radiographic findings in dentistry and have a differential diagnosis including infections, granuloma, cysts, and tumors. In this study, we seek to investigate the... View Details
      Keywords: Artificial Intelligence; Diagnosis; Computer-assisted; Image Interpretation; Machine Learning; Radiography; Panoramic Radiograph; AI and Machine Learning
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      Endres, Michael G., Florian Hillen, Marios Salloumis, Ahmad R. Sedaghat, Stefan M. Niehues, Olivia Quatela, Henning Hanken, Ralf Smeets, Benedicta Beck-Broichsitter, Carsten Rendenbach, Karim R. Lakhani, Max Helland, and Robert A. Gaudin. "Development of a Deep Learning Algorithm for Periapical Disease Detection in Dental Radiographs." Diagnostics 10, no. 6 (June 2020).
      • 2020
      • Article

      Inconvenient Truths: Interpreting the Origins of the Internet

      By: Shane Greenstein
      A conventional economic narrative provides intellectual underpinnings for governments to subsidize research and development ("R&D") that coordinates risky research to benefit many in society. This essay compares this narrative with the origins and invention of the... View Details
      Keywords: Lead Users; Technology Transfer; Internet and the Web; History; Analysis; Research and Development; Governance; Information Technology; Policy
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      Greenstein, Shane. "Inconvenient Truths: Interpreting the Origins of the Internet." Journal of Law & Innovation 3 (2020): 36–68.
      • May 2020
      • Article

      Identifying Sources of Inefficiency in Health Care

      By: Amitabh Chandra and Douglas O. Staiger
      In medicine, the reasons for variation in treatment rates across hospitals serving similar patients are not well understood. Some interpret this variation as unwarranted and push standardization of care as a way of reducing allocative inefficiency. However, an... View Details
      Keywords: Health Care and Treatment; Performance Efficiency; Performance Productivity; Mathematical Methods
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      Chandra, Amitabh, and Douglas O. Staiger. "Identifying Sources of Inefficiency in Health Care." Quarterly Journal of Economics 135, no. 2 (May 2020): 785–843.
      • May 2020
      • Article

      Into the Fray: Adaptive Approaches to Studying Novel Teamwork Forms

      By: Michaela Kerrissey, Patricia Satterstrom and Amy C. Edmondson
      Novel forms of teamwork—created by rapid change and growing diversity among collaborators—are increasingly common, and they present substantial methodological challenges for research. We highlight two aspects of new team forms that challenge conventional methods.... View Details
      Keywords: Team Member Fluidity; Temporary Teams; Knowledge Diversity; Entitativity; Concordance; Methods; Groups and Teams; Problems and Challenges; Research
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      Kerrissey, Michaela, Patricia Satterstrom, and Amy C. Edmondson. "Into the Fray: Adaptive Approaches to Studying Novel Teamwork Forms." Special Issue on The Challenges of Working with "Real" Teams. Organizational Psychology Review 10, no. 2 (May 2020): 62–86.
      • 2021
      • Working Paper

      Issue Salience and Political Stereotypes

      By: Pedro Bordalo, Marco Tabellini and David Yang
      U.S. voters exaggerate the differences in attitudes held by Republicans and Democrats on a range of socioeconomic and political issues, and higher perceived polarization is associated with greater political engagement and affective polarization. In this paper, we... View Details
      Keywords: Politics; Stereotypes; Belief Distortions; Model; Government and Politics; Public Opinion; Values and Beliefs
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      Bordalo, Pedro, Marco Tabellini, and David Yang. "Issue Salience and Political Stereotypes." Harvard Business School Working Paper, No. 20-106, April 2020. (Revised January 2021. Available also from VOX EU.)
      • 2020
      • Working Paper

      Sticky Capital Controls

      By: Miguel Acosta-Henao, Laura Alfaro and Andres Fernandez
      There is much ongoing debate on the merits of capital controls as effective policy instruments. The differing perspectives are due in part to a lack of empirical studies that look at the intensive margin of controls, which in turn has prevented a quantitative... View Details
      Keywords: Capital Controls; Macroprudential Policies; Stickiness; Intensive; (S, S) Costs; Capital; Management; Macroeconomics
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      Acosta-Henao, Miguel, Laura Alfaro, and Andres Fernandez. "Sticky Capital Controls." NBER Working Paper Series, No. 26997, April 2020.
      • 2019
      • Chapter

      Integrated Partnerships in Cultural Sponsorship: The Cases of Guggenheim UBS and MFA Boston-Fleet

      By: Stephen A. Greyser and Ragnar Lund
      This chapter presents and interprets two field-based studies of sponsorship collaborations between major museums and significant financial institutions—a global multi-year partnership between the Guggenheim Foundation and UBS, and the pioneering regional integrated... View Details
      Keywords: Museums; Financial Institutions; Partners and Partnerships; Culture; Cooperation
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      Greyser, Stephen A., and Ragnar Lund. "Integrated Partnerships in Cultural Sponsorship: The Cases of Guggenheim UBS and MFA Boston-Fleet." Chap. 11 in Museum Marketization: Cultural Institutions in the Neoliberal Era, edited by Karin M. Ekström, 188–207. Mastering Management in the Creative and Cultural Industries. Routledge, 2019.
      • November–December 2019
      • Article

      Making Sense of Soft Information: Interpretation Bias and Loan Quality

      By: Dennis Campbell, Maria Loumioti and Regina Wittenberg Moerman
      We explore whether behavioral biases impede the effective processing and interpretation of soft information in private lending. Taking advantage of the internal reporting system of a large federal credit union, we delineate three important biases likely to affect the... View Details
      Keywords: Soft Information; Lending; Banking; Information; Financing and Loans; Banks and Banking; Decision Making
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      Campbell, Dennis, Maria Loumioti, and Regina Wittenberg Moerman. "Making Sense of Soft Information: Interpretation Bias and Loan Quality." Art. 101240. Journal of Accounting & Economics 68, nos. 2-3 (November–December 2019).
      • September 2019
      • Article

      The Persistence of Broadband User Behavior: Implications for Universal Service and Competition Policy

      By: Andre Boik, Shane Greenstein and Jeffrey Prince
      In several markets, firms compete not for consumer expenditure but consumer attention. We examine user priorities over the allocation of their time, and interpret that behavior in light of salient tensions in policy discussions over universal service, data caps, and... View Details
      Keywords: Broadband Service; Attention Allocation; Consumer Behavior; Household; Internet and the Web; Competition; Policy
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      Boik, Andre, Shane Greenstein, and Jeffrey Prince. "The Persistence of Broadband User Behavior: Implications for Universal Service and Competition Policy." Telecommunications Policy 43, no. 8 (September 2019).
      • 2019
      • Chapter

      The Art of (Creative) Thought: Graham Wallas on the Creative Process

      By: Teresa M. Amabile
      BOOK ABSTRACT: The Creativity Reader is a necessary companion for anyone interested in the historical roots of contemporary ideas about creativity, innovation, and imagination. It brings together a prestigious group of international experts who were tasked with... View Details
      Keywords: Cognition and Thinking; Creativity
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      Amabile, Teresa M. "The Art of (Creative) Thought: Graham Wallas on the Creative Process." Chap. 2 in The Creativity Reader, edited by Vlad P. Glăveanu. Oxford, UK: Oxford University Press, 2019.
      • 2019
      • Working Paper

      Migrant Inventors and the Technological Advantage of Nations

      By: Prithwiraj Choudhury
      We investigate the relationship between the presence of migrant inventors and the dynamics of innovation in the migrants’ receiving countries. We find that countries are 25% to 50% more likely to gain advantage in patenting in certain technologies given a twofold... View Details
      Keywords: Innovation; Migration; Patent; Immigration; Innovation and Invention; Patents; Information Technology; Knowledge Dissemination
      Citation
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      Bahar, Dany, Prithwiraj Choudhury, and Hillel Rapoport. "Migrant Inventors and the Technological Advantage of Nations." Harvard Business School Working Paper, No. 19-119, May 2019.
      • Book Review

      Review of "The Cold War in Southeast Asia: An Interpretive History," by Ang Cheng Guan

      By: Mattias Fibiger
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      Fibiger, Mattias. Review of "The Cold War in Southeast Asia: An Interpretive History," by Ang Cheng Guan. H-Diplo 20, no. 39 (May 20, 2019): 9–12.
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