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      • June 2019
      • Teaching Note

      Improving Worker Safety in the Era of Machine Learning: Practicum in Predictive Analytics

      By: Michael W. Toffel and Dan Levy
      Teaching Note for HBS No. 618-019. View Details
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      Toffel, Michael W., and Dan Levy. "Improving Worker Safety in the Era of Machine Learning: Practicum in Predictive Analytics." Harvard Business School Teaching Note 619-071, June 2019.
      • 2010
      • Article

      I May Not Agree With You, but I Trust You: Caring About Social Issues Signals Integrity

      By: Julian Zlatev
      What characteristics of an individual signal trustworthiness to other people? I propose that individuals who care about contentious social issues signal to observers that they have integrity and thus can be trusted. Critically, this signal conveys trustworthiness... View Details
      Keywords: Personal Characteristics; Moral Sensibility; Perception; Trust
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      Zlatev, Julian. "I May Not Agree With You, but I Trust You: Caring About Social Issues Signals Integrity." Psychological Science 30, no. 6 (June 2019): 880–892.
      • March 2019 (Revised January 2021)
      • Module Note

      Strategic Interactions

      By: Ashish Nanda
      This note provides a perspective and some tools to predict and shape interactions with other players when making strategic decisions. As a strategist, you must consider that your firm’s actions evoke reactions from other players in the market and that, reciprocally,... View Details
      Keywords: Strategic Interaction; Value Capture; Strategy; Value Creation; Competition; Competitive Strategy; Education Industry
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      Nanda, Ashish. "Strategic Interactions." Harvard Business School Module Note 719-501, March 2019. (Revised January 2021.)
      • March 2019 (Revised May 2019)
      • Case

      Growth Investing at Totem Point

      By: Suraj Srinivasan, Charles C.Y. Wang and Jonah Goldberg
      The case describes the investment of hedge fund, Totem Point Management in Analog Semiconductors (ADI) as a way to discuss forecasting and valuation in growth companies. In June 2016, hedge fund Totem Point invested in ADI at around $55 a share. In general, Totem Point... View Details
      Keywords: Growth Investing; Investment; Strategy; Forecasting and Prediction; Valuation
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      Srinivasan, Suraj, Charles C.Y. Wang, and Jonah Goldberg. "Growth Investing at Totem Point." Harvard Business School Case 119-091, March 2019. (Revised May 2019.)
      • February 2019
      • Case

      Miroglio Fashion (A)

      By: Sunil Gupta and David Lane
      Francesco Cavarero, chief information officer of Miroglio Fashion, Italy’s third-largest retailer of women’s apparel, was trying to bring analytical rigor to the company’s forecasting and inventory management decisions. But fashion is inherently hard to predict. Can... View Details
      Keywords: Inventory Management; Demand Forecasting; Artificial Intelligence; Machine Learning; Forecasting and Prediction; Operations; Management; Decision Making; AI and Machine Learning; Apparel and Accessories Industry; Fashion Industry
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      Gupta, Sunil, and David Lane. "Miroglio Fashion (A)." Harvard Business School Case 519-053, February 2019.
      • February 2019 (Revised August 2019)
      • Case

      KangaTech

      By: Karim R. Lakhani, Patrick J. Ferguson, Sarah Fleischer, Jin Hyun Paik and Steven Randazzo
      On a warm January afternoon in 2019, Steve Saunders, Dave Scerri, Carl Dilena, and Nick Haslam (see Exhibit 1 for biographies), co-founders of KangaTech, wrapped up the latest round of discussions about the future direction of their sports-technology start-up. Focused... View Details
      Keywords: Startup; Technology Commercialization; Prototype; Business Startups; Technological Innovation; Sports; Health; Commercialization; Research and Development; Decision Making; Growth and Development Strategy; Technology Industry; Sports Industry; Health Industry; Australia
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      Lakhani, Karim R., Patrick J. Ferguson, Sarah Fleischer, Jin Hyun Paik, and Steven Randazzo. "KangaTech." Harvard Business School Case 619-049, February 2019. (Revised August 2019.)
      • 2020
      • Working Paper

      Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

      By: Eva Ascarza
      The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details
      Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Customer Value and Value Chain; Consumer Behavior; Analytics and Data Science; Mathematical Methods; Retail Industry
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      Padilla, Nicolas, and Eva Ascarza. "Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach." Harvard Business School Working Paper, No. 19-091, February 2019. (Revised May 2020. Accepted at the Journal of Marketing Research.)
      • 2019
      • Article

      Fair Algorithms for Learning in Allocation Problems

      By: Hadi Elzayn, Shahin Jabbari, Christopher Jung, Michael J Kearns, Seth Neel, Aaron Leon Roth and Zachary Schutzman
      Settings such as lending and policing can be modeled by a centralized agent allocating a scarce resource (e.g. loans or police officers) amongst several groups, in order to maximize some objective (e.g. loans given that are repaid, or criminals that are apprehended).... View Details
      Keywords: Allocation Problems; Algorithms; Fairness; Learning
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      Elzayn, Hadi, Shahin Jabbari, Christopher Jung, Michael J Kearns, Seth Neel, Aaron Leon Roth, and Zachary Schutzman. "Fair Algorithms for Learning in Allocation Problems." Proceedings of the Conference on Fairness, Accountability, and Transparency (2019): 170–179.
      • 2019
      • Working Paper

      The Impact of Increasing Search Frictions on Online Shopping Behavior: Evidence from a Field Experiment

      By: Donald Ngwe, Kris J. Ferreira and Thales Teixeira
      Many online stores are designed such that shoppers can easily access any available discounted products. We propose that deliberately increasing search frictions by placing small obstacles to locating discounted items can improve online retailers’ margins and even... View Details
      Keywords: E-commerce; Online Retailing; Friction; Effor; Search Costs; Price Discrimination; Consumer Behavior; Price; Search Technology
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      Ngwe, Donald, Kris J. Ferreira, and Thales Teixeira. "The Impact of Increasing Search Frictions on Online Shopping Behavior: Evidence from a Field Experiment." Harvard Business School Working Paper, No. 19-080, January 2019.
      • January 2019
      • Article

      Bubbles for Fama

      By: Robin Greenwood, Andrei Shleifer and Yang You
      We evaluate Eugene Fama's claim that stock prices do not exhibit price bubbles. Based on U.S. industry returns 1926–2014 and international sector returns 1985–2014, we present four findings: (1) Fama is correct in that a sharp price increase of an industry portfolio... View Details
      Keywords: Bubble; Market Efficiency; Predictability; Price Bubble; Stocks; Price; Forecasting and Prediction
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      Greenwood, Robin, Andrei Shleifer, and Yang You. "Bubbles for Fama." Journal of Financial Economics 131, no. 1 (January 2019): 20–43. (Internet Appendix Here.)
      • 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
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      Lakkaraju, Himabindu, Ece Kamar, Rich Caruana, and Jure Leskovec. "Faithful and Customizable Explanations of Black Box Models." Proceedings of the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (2019).
      • Article

      Maimonides' Ladder: States of Mutual Knowledge and the Perception of Charitability

      By: Julian De Freitas, Peter DiScioli, Kyle A. Thomas and Steven Pinker
      Why do people esteem anonymous charitable giving? We connect normative theories of charitability (captured in Maimonides’ Ladder of Charity) with evolutionary theories of partner choice to test predictions on how attributions of charitability are affected by states of... View Details
      Keywords: Charity; Reciprocity; Partner Choice; Common Knowledge; Philanthropy and Charitable Giving; Knowledge; Perception
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      De Freitas, Julian, Peter DiScioli, Kyle A. Thomas, and Steven Pinker. "Maimonides' Ladder: States of Mutual Knowledge and the Perception of Charitability." Journal of Experimental Psychology: General 148, no. 1 (January 2019): 158–173.
      • January 2019
      • Article

      Making Moves Matter: Experimental Evidence on Incentivizing Bureaucrats Through Performance-Based Postings

      By: Adnan Q. Khan, Asim Ijaz Khwaja and Benjamin A. Olken
      Bureaucracies often post staff to better or worse locations, ostensibly to provide incentives. Yet we know little about whether this works, with heterogeneity in preferences over postings impacting effectiveness. We propose a performance-ranked serial dictatorship... View Details
      Keywords: Serial Dictatorship Mechanism; Employment; Geographic Location; Motivation and Incentives; Performance
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      Khan, Adnan Q., Asim Ijaz Khwaja, and Benjamin A. Olken. "Making Moves Matter: Experimental Evidence on Incentivizing Bureaucrats Through Performance-Based Postings." American Economic Review 109, no. 1 (January 2019): 237–270.
      • 2019
      • Book

      The Age of Surveillance Capitalism: The Fight for a Human Future at the New Frontier of Power

      By: Shoshana Zuboff
      In this masterwork of original thinking and research, Shoshana Zuboff provides startling insights into the phenomenon that she has named surveillance capitalism. The stakes could not be higher: a global architecture of behavior modification threatens human nature in... View Details
      Keywords: Consumer Profiling; Consumer Behavior; Forecasting and Prediction; Information Technology; Power and Influence; Ethics; Society; Transformation
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      Zuboff, Shoshana. The Age of Surveillance Capitalism: The Fight for a Human Future at the New Frontier of Power. New York: PublicAffairs, 2019.
      • November 2018
      • Case

      Komatsu Komtrax: Asset Tracking Meets Demand Forecasting

      By: Willy Shih, Paul Hong and YoungWon Park
      Komatsu's Komtrax system started as a way of remotely monitoring and tracking equipment for the purpose of improving operational efficiency. This case follows its evolution towards other uses including demand forecasting for its sales, marketing, and production... View Details
      Keywords: Big Data; Manufacturing; Manufacturing Industry; Data Strategy; Internet Of Things; Construction; Production; Analytics and Data Science; Strategy; Performance Efficiency; Forecasting and Prediction; Industrial Products Industry; Construction Industry; Japan
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      Shih, Willy, Paul Hong, and YoungWon Park. "Komatsu Komtrax: Asset Tracking Meets Demand Forecasting." Harvard Business School Case 619-022, November 2018.
      • 2018
      • Working Paper

      Us and Them: Predicting Firm Stock Performance via Social Media Sentiment about Competitors

      By: Frank Nagle
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      Nagle, Frank. "Us and Them: Predicting Firm Stock Performance via Social Media Sentiment about Competitors." Working Paper, November 2018.
      • 2018
      • Article

      Knowledge about Tuberculosis and Infection Prevention Behavior: A Nine City Longitudinal Study from India

      By: Sophie Huddart, Thomas Bossuroy, Vincent Pons, Siddhartha Baral, Madhukar Pai and Clara Delavallade
      Background
      Improving patients’ tuberculosis (TB) knowledge is a salient component of TB control strategies. Patient knowledge of TB may encourage infection prevention behaviors and improve treatment adherence. The purpose of this study is to examine how... View Details
      Keywords: Health Disorders; Knowledge Dissemination; Behavior; India
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      Huddart, Sophie, Thomas Bossuroy, Vincent Pons, Siddhartha Baral, Madhukar Pai, and Clara Delavallade. "Knowledge about Tuberculosis and Infection Prevention Behavior: A Nine City Longitudinal Study from India." PLoS ONE 13, no. 10 (2018).
      • October 2018
      • Article

      The Operational Value of Social Media Information

      By: Ruomeng Cui, Santiago Gallino, Antonio Moreno and Dennis J. Zhang
      While the value of using social media information has been established in multiple business contexts, the field of operations and supply chain management have not yet explored the possibilities it offers in improving firms' operational decisions. This study attempts to... View Details
      Keywords: Machine Learning; Information; Sales; Forecasting and Prediction; Social Media
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      Cui, Ruomeng, Santiago Gallino, Antonio Moreno, and Dennis J. Zhang. "The Operational Value of Social Media Information." Special Issue on Big Data in Supply Chain Management. Production and Operations Management 27, no. 10 (October 2018): 1749–1774.
      • Article

      Why Grit Requires Perseverance and Passion to Positively Predict Performance

      By: Jon M. Jachimowicz, Andreas Wihler, Erica R. Bailey and Adam D. Galinsky
      Prior studies linking grit—defined as perseverance and passion for long-term goals—to performance are beset by contradictory evidence. As a result, commentators have increasingly declared that grit has limited effects. We propose that this inconsistent evidence has... View Details
      Keywords: Grit; Perseverance; Passion; Motivation; Personal Characteristics; Emotions; Performance; Motivation and Incentives
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      Jachimowicz, Jon M., Andreas Wihler, Erica R. Bailey, and Adam D. Galinsky. "Why Grit Requires Perseverance and Passion to Positively Predict Performance." Proceedings of the National Academy of Sciences 115, no. 40 (October 2, 2018): 9980–9985.
      • Article

      Applying Random Coefficient Models to Strategy Research: Identifying and Exploring Firm Heterogeneous Effects

      By: Juan Alcácer, Wilbur Chung, Ashton Hawk and Gonçalo Pacheco-de-Almeida
      Strategy aims at understanding the differential effects of firms’ actions on performance. However, standard regression models estimate only the average effects of these actions across firms. Our paper discusses how random coefficient models (RCMs) may generate new... View Details
      Keywords: Strategy; Research; Competitive Advantage; Competitive Strategy; Performance
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      Alcácer, Juan, Wilbur Chung, Ashton Hawk, and Gonçalo Pacheco-de-Almeida. "Applying Random Coefficient Models to Strategy Research: Identifying and Exploring Firm Heterogeneous Effects." Strategy Science 3, no. 3 (September 2018): 481–553.
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