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      • Faculty Publications  (43)

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      • 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
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      Slack, Dylan, Satyapriya Krishna, Himabindu Lakkaraju, and Sameer Singh. "TalkToModel: Explaining Machine Learning Models with Interactive Natural Language Conversations." Working Paper, 2022.
      • December 2021
      • Article

      Negativity Spreads More Than Positivity on Twitter after Both Positive and Negative Political Situations

      By: Jonas Paul Schöne, Brian Parkinson and Amit Goldenberg
      What type of emotional language spreads further in political discourses on social media? Previous research has focused on situations that primarily elicited negative emotions, showing that negative language tended to spread further. The current project extends existing... View Details
      Keywords: Negative Emotions; Emotional Influence; Emotional Resonance; Political Discourse; Emotion Contagion; Intergroup; Interactive Communication; Emotions; Government and Politics; Social Media
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      Schöne, Jonas Paul, Brian Parkinson, and Amit Goldenberg. "Negativity Spreads More Than Positivity on Twitter after Both Positive and Negative Political Situations." Affective Science 2, no. 4 (December 2021): 379–390.
      • June 2021
      • Case

      Bozoma Saint John: Leading with Authenticity and Urgency

      By: Francesca Gino and Frances X. Frei
      In this multimedia case, Bozoma Saint John recounts numerous defining moments from her childhood and work experiences. We learn what empowered and inspired her to be her authentic self, to be vulnerable and open to new experiences, to find commonality with others, to... View Details
      Keywords: Biases; Personal Development and Career; Identity; Interests; Ethics; Values and Beliefs; Opportunities; Leadership Style; Diversity
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      Gino, Francesca, and Frances X. Frei. "Bozoma Saint John: Leading with Authenticity and Urgency." Harvard Business School Multimedia/Video Case 921-708, June 2021.
      • Spring 2021
      • Article

      Corporate Resilience and Response During COVID-19

      By: Alex Cheema-Fox, Bridget LaPerla, George Serafeim and Hui (Stacie) Wang
      The coronavirus pandemic caused a sharp market decline while raising heterogeneous responses across companies related to their employees, supply chain, and repurposing of operations to provide needed products and services. We study whether during the 2020 COVID-19... View Details
      Keywords: ESG; COVID-19; Coronavirus; Crisis Response Plans; Crisis; ESG (Environmental, Social, Governance) Performance; ESG Ratings; Leadership & Corporate Accountability; Big Data; Machine Learning; Investor Behavior; Institutional Investors; Corporate Performance; Health Pandemics; Crisis Management; Corporate Social Responsibility and Impact; Human Capital; Supply Chain; Operations; Leadership; Corporate Accountability; Institutional Investing; Performance
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      Cheema-Fox, Alex, Bridget LaPerla, George Serafeim, and Hui (Stacie) Wang. "Corporate Resilience and Response During COVID-19." Journal of Applied Corporate Finance 33, no. 2 (Spring 2021): 24–40.
      • 18 Feb 2021
      • Interview

      Amy Edmondson: Are You Missing One of Your Most Important Jobs as a Manager?

      By: Amy C. Edmondson and Chris Clearfield
      During our conversation, we talked about:

      • The renewed interest in the concept of psychological safety
      • J.D. Thompson’s notion of “reciprocal coordination needs”
      • How knowledge work does not produce objective or mechanical... View Details
      Keywords: Psychological Safety; Management Skills; Management Style; Interpersonal Communication
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      "Amy Edmondson: Are You Missing One of Your Most Important Jobs as a Manager?" Episode 18. The Breakdown with Chris Clearfield (podcast), February 18, 2021.
      • Article

      Soul and Machine (Learning)

      By: Davide Proserpio, John R. Hauser, Xiao Liu, Tomomichi Amano, Burnap Alex, Tong Guo, Dokyun (DK) Lee, Randall Lewis, Kanishka Misra, Eric Schwarz, Artem Timoshenko, Lilei Xu and Hema Yoganarasimhan
      Machine learning is bringing us self-driving cars, medical diagnoses, and language translation, but how can machine learning help marketers improve marketing decisions? Machine learning models predict extremely well, are scalable to “big data,” and are a natural fit to... View Details
      Keywords: Machine Learning; Marketing Applications; Knowledge; Technological Innovation; Core Relationships; Marketing; Applications and Software
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      Proserpio, Davide, John R. Hauser, Xiao Liu, Tomomichi Amano, Burnap Alex, Tong Guo, Dokyun (DK) Lee, Randall Lewis, Kanishka Misra, Eric Schwarz, Artem Timoshenko, Lilei Xu, and Hema Yoganarasimhan. "Soul and Machine (Learning)." Marketing Letters 31, no. 4 (December 2020): 393–404.
      • March 2020
      • Case

      Hotstar

      By: Krishna G. Palepu and Kairavi Dey
      Hotstar was an online video streaming platform owned by Star India Private Limited, a wholly owned subsidiary of the Walt Disney Corporation. Since its launch in 2015, the platform had grown to offer over 100,000 hours of TV content, movies in nine Indian languages... View Details
      Keywords: Corporate Entrepreneurship; Television Entertainment; Disruption; Business Strategy; Entertainment and Recreation Industry; Media and Broadcasting Industry; India; Mumbai
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      Palepu, Krishna G., and Kairavi Dey. "Hotstar." Harvard Business School Case 120-015, March 2020.
      • March 2020
      • Article

      Do Managers Matter? A Natural Experiment from 42 R&D Labs in India

      By: Prithwiraj Choudhury, Tarun Khanna and Christos A. Makridis
      We exploit plausibly exogenous variation in the staggered entry of new managers into India’s 42 public R&D labs between 1994 and 2006 to study how alignment between the CEO and middle-level managers affect research productivity. We show that the introduction of new lab... View Details
      Keywords: Incentives; Innovation; Productivity; Management; Alignment; Research and Development; Innovation and Invention; Performance Productivity; India
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      Choudhury, Prithwiraj, Tarun Khanna, and Christos A. Makridis. "Do Managers Matter? A Natural Experiment from 42 R&D Labs in India." Journal of Law, Economics & Organization 36, no. 1 (March 2020): 47–83.
      • 2020
      • Working Paper

      Topic Preference Detection: A Novel Approach to Understand Perspective Taking in Conversation

      By: Michael Yeomans and Alison Wood Brooks
      Although most humans engage in conversations constantly throughout their lives, conversational mistakes are commonplace— interacting with others is difficult, and conversation re-quires quick, relentless perspective-taking and decision making. For example: during every... View Details
      Keywords: Natural Language Processing; Interpersonal Communication; Perspective; Decision Making; Perception
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      Yeomans, Michael, and Alison Wood Brooks. "Topic Preference Detection: A Novel Approach to Understand Perspective Taking in Conversation." Harvard Business School Working Paper, No. 20-077, February 2020.
      • 2020
      • Book

      Teaching by Heart: One Professor's Journey to Inspire

      By: Thomas J. DeLong
      The best teachers are leaders, and the best leaders are teachers. Teaching by Heart summarizes the author's key insights gained from more than 40 years of teaching and managing. It illustrates how teachers can both lift people up and let them down. It proposes... View Details
      Keywords: Teaching; Leadership; Attitudes; Management; Business Education
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      DeLong, Thomas J. Teaching by Heart: One Professor's Journey to Inspire. Boston: Harvard Business Review Press, 2020.
      • August 2019
      • Case

      Twiggle: E-commerce with Semantic Search

      By: Shane Greenstein and Danielle Golan
      Four years after being founded, in 2014, by former Google executives Amir Konigsberg (CEO) and Adi Avidor (CTO), Twiggle had developed a search enhancement that plugged into an online merchant’s existing framework. The company utilized advanced structuring and... View Details
      Keywords: Search Technology; Customer Acquisition; Internet and the Web; Technological Innovation; Commercialization; Growth and Development Strategy; E-commerce; Technology Industry; Israel
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      Greenstein, Shane, and Danielle Golan. "Twiggle: E-commerce with Semantic Search." Harvard Business School Case 620-025, August 2019.
      • February 2018
      • Supplement

      People Analytics at Teach For America (B)

      By: Jeffrey T. Polzer and Julia Kelley
      This is a supplement to the People Analytics at Teach For America (A) case. In this supplement, Managing Director Michael Metzger must decide how to extend his team’s predictive analytics work using Natural Language Processing (NLP) techniques. View Details
      Keywords: Analytics and Data Science; Forecasting and Prediction; Recruitment; Analysis
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      Polzer, Jeffrey T., and Julia Kelley. "People Analytics at Teach For America (B)." Harvard Business School Supplement 418-049, February 2018.
      • September 2017
      • Article

      It Doesn't Hurt to Ask: Question-asking Increases Liking

      By: K. Huang, M. Yeomans, A.W. Brooks, J. Minson and F. Gino
      Conversation is a fundamental human experience, one that is necessary to pursue intrapersonal and interpersonal goals across myriad contexts, relationships, and modes of communication. In the current research, we isolate the role of an understudied conversational... View Details
      Keywords: Question-asking; Liking; Responsiveness; Conversation; Natural Language Processing; Interpersonal Communication; Behavior
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      Huang, K., M. Yeomans, A.W. Brooks, J. Minson, and F. Gino. "It Doesn't Hurt to Ask: Question-asking Increases Liking." Journal of Personality and Social Psychology 113, no. 3 (September 2017): 430–452.
      • August 2017 (Revised December 2018)
      • Case

      Tamarin App: Natural Language Processing

      By: Srikant M. Datar and Caitlin N. Bowler
      In this case, students explore the challenges of using sentiment analysis to monitor and understand public perception around a software application, Tamarin SEO App. Technical topics include building a filtering classifier using naive Bayes and sentiment analysis This... View Details
      Keywords: Data Science; Branding; Data Analytics; Analytics and Data Science; Brands and Branding; Analysis; Perception; Planning
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      Datar, Srikant M., and Caitlin N. Bowler. "Tamarin App: Natural Language Processing." Harvard Business School Case 118-015, August 2017. (Revised December 2018.)
      • October 2015
      • Article

      Global Teams That Work

      By: Tsedal Neeley
      Many companies today rely on employees around the world, leveraging their diversity and local expertise to gain a competitive edge. However, geographically dispersed teams face a big challenge: physical separation and cultural differences can create social distance, or... View Details
      Keywords: Globalized Firms and Management; Groups and Teams; Performance; Cross-Cultural and Cross-Border Issues
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      Neeley, Tsedal. "Global Teams That Work." Harvard Business Review 93, no. 10 (October 2015): 74–81.
      • Article

      The Lives and Deaths of Jobs: Technical Interdependence and Survival in a Job Structure

      By: Sharique Hasan, John-Paul Ferguson and Rembrand Koning
      Prior work has considered the properties of individual jobs that make them more or less likely to survive in organizations. Yet little research examines how a job’s position within a larger job structure affects its life chances and thus the evolution of the... View Details
      Keywords: Jobs; Natural Language Processing; Jobs and Positions; Organizational Structure
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      Hasan, Sharique, John-Paul Ferguson, and Rembrand Koning. "The Lives and Deaths of Jobs: Technical Interdependence and Survival in a Job Structure." Organization Science 26, no. 6 (November–December 2015): 1665–1681.
      • June 2015 (Revised October 2016)
      • Case

      Denver Museum of Nature & Science

      By: Jill Avery and Jim Rosenberg
      Digital was on Vice President of Strategic Partnerships and Programs Bridget Coughlin's mind these days. DMNS had been dabbling in digital for the past few years, but had never fully committed to it. The time had come to establish a strategic vision, and to decide... View Details
      Keywords: Digital; Nonprofit; Arts; Education; Marketing; Marketing Communications; Marketing Strategy; Nonprofit Organizations; Social Media; Education Industry; North America; United States
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      Avery, Jill, and Jim Rosenberg. "Denver Museum of Nature & Science." Harvard Business School Case 315-081, June 2015. (Revised October 2016.)
      • July 2013
      • Case

      Novozymes: Establishing the Cellulosic Ethanol Value Chain

      By: Willy Shih and Sen Chai

      As the world's largest producer of industrial enzymes, Novozymes had invested heavily for many years to bio-engineer enzymes that could break down cellulose into fermentable sugar. In 2010, the company had launched what it thought would become a breakthrough product... View Details

      Keywords: System Complexity; Industrial Enzymes; Ethanol; Collulosic Ethanol; Fermentation; Genomics; Genetic Engineering; Value Chain; Assembling Value Chain; Energy Sources; Renewable Energy; Collaborative Innovation and Invention; Innovation and Management; Innovation Strategy; Technological Innovation; Management; Growth and Development Strategy; Industry Growth; Production; Research; Research and Development; Science; Genetics; Natural Environment; Environmental Sustainability; Science-Based Business; Business Strategy; Commercialization; Vertical Integration; Agriculture and Agribusiness Industry; Biotechnology Industry; Energy Industry; Denmark; United States
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      Shih, Willy, and Sen Chai. "Novozymes: Establishing the Cellulosic Ethanol Value Chain." Harvard Business School Case 614-001, July 2013.
      • 2011
      • Article

      Group Size and Incentives to Contribute: A Natural Experiment at Chinese Wikipedia

      By: Michael Zhang and Feng Zhu
      In this paper, we examine the causal relationship between group size and incentives to contribute in the setting of Chinese Wikipedia, the Chinese language version of an online encyclopedia that relies entirely on voluntary contributions. The group at Chinese Wikipedia... View Details
      Keywords: Rights; Motivation and Incentives; Internet and the Web; Valuation; Groups and Teams; Knowledge Sharing; Behavior; Satisfaction; Size; Government and Politics; Economics; Information Technology Industry; Hong Kong; Taiwan; Singapore
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      Zhang, Michael, and Feng Zhu. "Group Size and Incentives to Contribute: A Natural Experiment at Chinese Wikipedia." American Economic Review 101, no. 4 (June 2011): 1601–1615.
      • December 2010 (Revised March 2013)
      • Case

      Asian Agri and the Future of Palm Oil

      By: David E. Bell and Natalie Kindred
      For Asian Agri and other Indonesian palm oil producers, the future promised rising demand from fast-growing Asian populations, but also intensifying criticism from environmental groups. With the highest yield and lowest production cost of any edible oil, palm oil... View Details
      Keywords: Plant-Based Agribusiness; Social Marketing; Corporate Social Responsibility and Impact; Business Strategy; Supply Chain Management; Natural Environment; Marketing Strategy; Environmental Sustainability; Agriculture and Agribusiness Industry; Indonesia; Malaysia
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      Bell, David E., and Natalie Kindred. "Asian Agri and the Future of Palm Oil." Harvard Business School Case 511-015, December 2010. (Revised March 2013.)
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