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      • 2020
      • Working Paper

      Machine Learning for Pattern Discovery in Management Research

      By: Prithwiraj Choudhury
      Supervised machine learning (ML) methods are a powerful toolkit for discovering robust patterns in quantitative data. The patterns identified by ML could be used as an observation for further inductive or abductive research, but should not be treated as the result of a... View Details
      Keywords: Machine Learning; Theory Building; Induction; Decision Trees; Random Forests; K-nearest Neighbors; Neural Network; P-hacking; Analytics and Data Science; Analysis
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      Choudhury, Prithwiraj, Ryan Allen, and Michael G. Endres. "Machine Learning for Pattern Discovery in Management Research." Harvard Business School Working Paper, No. 19-032, September 2018. (Revised June 2020.)
      • May 2018
      • Supplement

      Transformation at ING (C): Culture

      By: William R. Kerr and Alexis Brownell
      In 2016, ING Group began an overhaul of its company culture, culminating in a code of conduct dubbed "The Orange Code." View Details
      Keywords: ING; Company Culture; Cultural Change; Change; Organizational Culture; Change Management; Banking Industry; Financial Services Industry; Netherlands
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      Kerr, William R., and Alexis Brownell. "Transformation at ING (C): Culture." Harvard Business School Supplement 818-121, May 2018.
      • 2019
      • Working Paper

      Machine Learning Approaches to Facial and Text Analysis: Discovering CEO Oral Communication Styles

      By: Prithwiraj Choudhury, Dan Wang, Natalie A. Carlson and Tarun Khanna
      We demonstrate how a novel synthesis of three methods—(1) unsupervised topic modeling of text data to generate new measures of textual variance, (2) sentiment analysis of text data, and (3) supervised ML coding of facial images with a cutting-edge convolutional neural... View Details
      Keywords: Spoken Communication; Business History; Analytics and Data Science; Finance; Performance
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      Choudhury, Prithwiraj, Dan Wang, Natalie A. Carlson, and Tarun Khanna. "Machine Learning Approaches to Facial and Text Analysis: Discovering CEO Oral Communication Styles." Harvard Business School Working Paper, No. 18-064, January 2018. (Revised May 2019.)
      • December 2017 (Revised January 2019)
      • Case

      In the Eye of a Geopolitical Storm: South Korea's Lotte Group, China and the U.S. THAAD Missile Defense System (A)

      By: Andy Zelleke and Brian Tilley
      By late 2016 and early 2017, Lotte Group, a South Korean chaebol (large family-controlled business group) had become embroiled not only in the domestic political turmoil surrounding President Park Geun-hye, but also—uncomfortably—in a four-country geopolitical storm. ... View Details
      Keywords: Corporate Social Responsibility; Politics; Corporate Social Responsibility and Impact; National Security; International Relations; Decision Making; Government and Politics; Leadership; South Korea; China; Japan
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      Zelleke, Andy, and Brian Tilley. "In the Eye of a Geopolitical Storm: South Korea's Lotte Group, China and the U.S. THAAD Missile Defense System (A)." Harvard Business School Case 318-022, December 2017. (Revised January 2019.)
      • September 19, 2017
      • Article

      After Equifax Breach, Companies Advised to Review Open-Source Software Code

      By: Ben DiPietro and Lou Shipley
      It doesn’t make much sense: At a time when high-powered automated trading systems can execute stock sales in real time, some companies that rely on open-source software to help to run their businesses track their open-source use on spread sheets on paper.
      Lou... View Details
      Keywords: Software; Open-source; Security Vulnerabilities; Data Privacy; Hack; Applications and Software; Safety; Cybersecurity
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      DiPietro, Ben, and Lou Shipley. "After Equifax Breach, Companies Advised to Review Open-Source Software Code." Wall Street Journal (September 19, 2017).
      • Article

      Kill or Die: Moral Judgment Alters Linguistic Coding of Causality

      By: Julian De Freitas, Peter DiScioli, Jason Nemirow, Maxim Massenkoff and Steven Pinker
      What is the relationship between the language people use to describe an event and their moral judgments? We test the hypothesis that moral judgment and causative verbs rely on the same underlying mental model of people’s actions. Experiment 1a finds that participants... View Details
      Keywords: Moral Cognition; Moral Psychology; Causative Verbs; Trolley Problem; Argument Structure; Moral Sensibility; Judgments
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      De Freitas, Julian, Peter DiScioli, Jason Nemirow, Maxim Massenkoff, and Steven Pinker. "Kill or Die: Moral Judgment Alters Linguistic Coding of Causality." Journal of Experimental Psychology: Learning, Memory, and Cognition 43, no. 8 (August 2017): 1173–1182.
      • Other Article

      Exploring the Relationship Between Architecture Coupling and Software Vulnerabilities

      By: Robert Lagerstrom, Carliss Y. Baldwin, Alan MacCormack, Daniel J. Sturtevant and Lee Doolan
      Employing software metrics, such as size and complexity, for predicting defects has been given a lot of attention over the years and proven very useful. However, the few studies looking at software architecture and vulnerabilities are limited in scope and findings. We... View Details
      Keywords: Security Vulnerabilities; Software Architecture; Metrics; Software; Complexity; Measurement and Metrics
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      Lagerstrom, Robert, Carliss Y. Baldwin, Alan MacCormack, Daniel J. Sturtevant, and Lee Doolan. "Exploring the Relationship Between Architecture Coupling and Software Vulnerabilities." Proceedings of the International Symposium on Engineering Secure Software and Systems (ESSoS) 9th (2017): 53–69. (Part of Lecture Notes in Computer Science, ISSN 0302-9743.)
      • 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).
      • 2017
      • Working Paper

      Exploring the Relationship between Architecture Coupling and Software Vulnerabilities: A Google Chrome Case

      By: Robert Lagerstrom, Carliss Y. Baldwin, Alan MacCormack, Dan Sturtevant and Lee Doolan
      Employing software metrics, such as size and complexity, for predicting defects has been given a lot of attention over the years and has proven very useful. However, the few studies looking at software architecture and vulnerabilities are limited in scope and findings.... View Details
      Keywords: Software; Architecture; Coupling; Vulnerabilities; Applications and Software; Complexity; Measurement and Metrics
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      Lagerstrom, Robert, Carliss Y. Baldwin, Alan MacCormack, Dan Sturtevant, and Lee Doolan. "Exploring the Relationship between Architecture Coupling and Software Vulnerabilities: A Google Chrome Case." Harvard Business School Working Paper, No. 17-078, February 2017.
      • January 2017
      • Case

      Flatiron School

      By: Thomas Eisenmann and Halah AlQahtani
      In late 2016, the founders of Flatiron School, a startup offering 12-week coding bootcamps, are formulating their growth strategy. Their new online-only program has matched the excellent job placement results for their in-person bootcamps. Should Flatiron shift... View Details
      Keywords: Scaling Start-ups; Growth Strategy; Entrepreneurship; Distribution Channels; Growth and Development Strategy; Internet and the Web; Business Startups; Diversification; Expansion; Education Industry; United States
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      Eisenmann, Thomas, and Halah AlQahtani. "Flatiron School." Harvard Business School Case 817-114, January 2017.
      • September 2016
      • Article

      Monitoring Global Supply Chains

      By: Jodi L. Short, Michael W. Toffel and Andrea R. Hugill
      Firms seeking to avoid reputational spillovers that can arise from dangerous, illegal, and unethical behavior at supply chain factories are increasingly relying on private social auditors to provide strategic information about suppliers' conduct. But little is known... View Details
      Keywords: Monitoring; Transaction Cost Economics; Industry Self-regulation; Auditing; Codes Of Conduct; Supply Chains; Corporate Social Responsibility; Corporate Social Responsibility and Impact; Supply Chain; Globalization
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      Short, Jodi L., Michael W. Toffel, and Andrea R. Hugill. "Monitoring Global Supply Chains." Strategic Management Journal 37, no. 9 (September 2016): 1878–1897. (Video abstract (4 minutes). Working Knowledge article for practitioners.)
      • 2019
      • Working Paper

      Improving Working Conditions in Global Supply Chains: The Role of Institutional Environments and Monitoring Program Design

      By: Jodi L. Short, Michael W. Toffel and Andrea R. Hugill
      Activism seeking to improve labor conditions in global supply chains has led transnational corporations to adopt codes of conduct and monitor suppliers for compliance, but it is unclear whether these formal organizational structures raise labor standards. Drawing on... View Details
      Keywords: Monitoring; Supplier Relationship; Sustainability; Sustainability Management; Sustainable Operations; Sustainable Supply Chains; NGO; Globalization; Corporate Accountability; Operations; Supply Chain; Supply Chain Management; Labor; Working Conditions; Business Processes; Corporate Social Responsibility and Impact; Performance Evaluation; Safety; Risk and Uncertainty; Apparel and Accessories Industry; Electronics Industry; China; Indonesia; India; Bangladesh
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      Short, Jodi L., Michael W. Toffel, and Andrea R. Hugill. "Improving Working Conditions in Global Supply Chains: The Role of Institutional Environments and Monitoring Program Design." Harvard Business School Working Paper, No. 17-001, July 2016. (Revised September 2019. Formerly titled "Code Contingencies: Designing Monitoring Regimes to Promote Improvement in Supply Chain Working Conditions" and "Beyond Symbolic Responses to Private Politics.")
      • February 2016 (Revised March 2017)
      • Case

      Regulating Radio in the Age of Broadcasting

      By: David Moss, Marc Campasano and Colin Donovan
      When the Titanic tragically sank on April 15, 1912, potentially life-saving help was delayed as a result of failures in radio communication. In part as a result, Congress moved swiftly to regulate radio, passing the Radio Act of 1912 four months later. Although at... View Details
      Keywords: Radio; Regulation; Communication Technology; Government Legislation; History; Media and Broadcasting Industry; United States
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      Moss, David, Marc Campasano, and Colin Donovan. "Regulating Radio in the Age of Broadcasting." Harvard Business School Case 716-043, February 2016. (Revised March 2017.)
      • September 2015
      • Article

      Codes in Context: How States, Markets, and Civil Society Shape Adherence to Global Labor Standards

      By: Michael W. Toffel, Jodi L. Short and Melissa Ouellet
      Transnational business regulation is increasingly implemented through private voluntary programs—like certification regimes and codes of conduct—that diffuse global standards. But little is known about the conditions under which companies adhere to these standards. We... View Details
      Keywords: Transnational Regulation; Labor Standards; Consumer Politics; Codes Of Conduct; Compliance; Governance Compliance; Operations; Globalization; Labor
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      Toffel, Michael W., Jodi L. Short, and Melissa Ouellet. "Codes in Context: How States, Markets, and Civil Society Shape Adherence to Global Labor Standards." Regulation & Governance 9, no. 3 (September 2015): 205–223.
      • September 2015
      • Article

      Design and Implementation of a Privacy Preserving Electronic Health Record Linkage Tool in Chicago

      By: Abel Kho, John Cashy, Kathryn Jackson, Adam Pah, Satyender Goel, Jorn Boehnke, John Eric Humphries, Scott Duke Kominers and et al.
      Objective
      To design and implement a tool that creates a secure, privacy preserving linkage of electronic health record (EHR) data across multiple sites in a large metropolitan area in the United States (Chicago, IL), for use in clinical... View Details
      Keywords: Information; Customers; Safety; Rights; Ethics; Entrepreneurship; Health Care and Treatment; Health Industry; Chicago
      Citation
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      Kho, Abel, John Cashy, Kathryn Jackson, Adam Pah, Satyender Goel, Jorn Boehnke, John Eric Humphries, Scott Duke Kominers, and et al. "Design and Implementation of a Privacy Preserving Electronic Health Record Linkage Tool in Chicago." Journal of the American Medical Informatics Association 22, no. 5 (September 2015): 1072–1080.
      • March 2015
      • Teaching Note

      Gerry Pasciucco at AIG Financial Products

      By: Gautam Mukunda and Thomas J. DeLong
      Keywords: Accountability; Business & Government Relations; Business Ethics; Codes Of Business Ethics; Crisis Management; Cross Functional Management; Cross Functional Teams; Financial Audits; Financial Crisis; Management; Teams; United States
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      Mukunda, Gautam, and Thomas J. DeLong. "Gerry Pasciucco at AIG Financial Products." Harvard Business School Teaching Note 415-064, March 2015.
      • 2015
      • Working Paper

      Configurations of Extremal Type II Codes

      By: Noam D. Elkies and Scott Duke Kominers
      We prove configuration results for extremal Type II codes, analogous to the configuration results of Ozeki and of the second author for extremal Type II lattices. Specifically, we show that for n∈{8,24,32,48,56,72,96} every extremal Type II code of length n is... View Details
      Keywords: Mathematical Methods
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      Elkies, Noam D., and Scott Duke Kominers. "Configurations of Extremal Type II Codes." Working Paper, March 2015.
      • December 2014 (Revised November 2023)
      • Case

      Codecademy: Monetizing a Movement?

      By: Jeffrey J. Bussgang and Lisa C. Mazzanti
      Codecademy, an open-platform, online community for learning computer programming, launched in 2011. By 2014, the company had raised a total of $12.5 million in funding and was, on many fronts, an overwhelming success. However, there were still no revenues. The founders... View Details
      Keywords: Entrepreneurial Management; Startup Management; Technology; Computer Programming; Coding; Online Education; Monetization; Online Communities; Marketplaces; Internet and the Web; Education; Entrepreneurship; Business Startups; Growth and Development Strategy; Technology Industry; Education Industry
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      Bussgang, Jeffrey J., and Lisa C. Mazzanti. "Codecademy: Monetizing a Movement?" Harvard Business School Case 815-093, December 2014. (Revised November 2023.)
      • December 2014 (Revised July 2016)
      • Case

      HEINEKEN—Brewing a Better World

      By: Forest L. Reinhardt, José Alvarez, Tonia Junker and Daniela Beyersdorfer
      The Dutch company HEINEKEN, one of the leading global brewers known for its brands like Heineken, Amstel, and Desperados and for its award-winning marketing campaigns, seeks to closely integrate its long-term sustainability "Brewing a Better World" approach into its... View Details
      Keywords: Beer/brewing Industry; Sustainability; Local Sourcing; Corporate Strategy; Global Strategy; Brands and Branding; Marketing Strategy; Supply Chain Management; Corporate Social Responsibility and Impact; Food and Beverage Industry
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      Reinhardt, Forest L., José Alvarez, Tonia Junker, and Daniela Beyersdorfer. "HEINEKEN—Brewing a Better World." Harvard Business School Case 715-022, December 2014. (Revised July 2016.)
      • April 2014
      • Article

      The Emergence of 'Us and Them' in 80 Lines of Code: Modeling Group Genesis in Homogeneous Populations

      By: Kurt Gray, David G. Rand, Eyal Ert, Kevin Lewis, Steve Hershman and Michael I. Norton
      Psychological explanations of group genesis often require population heterogeneity in identity or other characteristics, whether deep (e.g., religion) or superficial (e.g., eye color). We use game-theoretical agent-based models to explore group genesis in homogeneous... View Details
      Keywords: Groups and Teams
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      Gray, Kurt, David G. Rand, Eyal Ert, Kevin Lewis, Steve Hershman, and Michael I. Norton. "The Emergence of 'Us and Them' in 80 Lines of Code: Modeling Group Genesis in Homogeneous Populations." Psychological Science 25, no. 4 (April 2014): 982–990.
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