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      • Faculty Publications  (243)

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      • May 2022
      • Case

      Deborah Quazzo at GSV Ventures

      By: William A. Sahlman, Michael D. Smith and Nicole Tempest Keller
      Facing a surge in investor interest in EdTech during the COVID-19 pandemic, GSV Ventures must decide whether to raise a larger Fund #2  View Details
      Keywords: Edtech; Technology; Education; Information Technology; Venture Capital; Education Industry; Education Industry; Chicago; California
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      Sahlman, William A., Michael D. Smith, and Nicole Tempest Keller. "Deborah Quazzo at GSV Ventures." Harvard Business School Case 822-131, May 2022.
      • 2022
      • Book

      The Digital Mindset: What It Really Takes to Thrive in the Age of Data, Algorithms, and AI

      By: Paul Leonardi and Tsedal Neeley
      The pressure to "be digital" has never been greater, but you can meet the challenge. The digital revolution is here, changing how work gets done, how industries are structured, and how people from all walks of life work, behave, and relate to each other. To thrive...  View Details
      Keywords: Digital; Artificial Intelligence; Big Data; Digital Transformation; Technological Innovation; Transformation; Learning; Competency and Skills
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      Leonardi, Paul, and Tsedal Neeley. The Digital Mindset: What It Really Takes to Thrive in the Age of Data, Algorithms, and AI. Boston, MA: Harvard Business Review Press, 2022.
      • 2022
      • Working Paper

      An Anatomy of Performance Monitoring

      By: Achyuta Adhvaryu, Anant Nyshadham and Jorge Tamayo
      Performance monitoring is a mainstay management tool in most organizations. Yet we still know little about whether—and why—better monitoring yields better performance in practice. To shed light on these questions, we study the introduction of a performance monitoring...  View Details
      Keywords: Performance Monitoring; Worker Skills; Skill Depreciation; Managerial Inattention; On-the-job Training; Productivity; Multitasking; Quick Serve Restaurants; Performance Evaluation; Employees; Competency and Skills; Training; Performance Productivity; Management; Information Technology; Food and Beverage Industry; Puerto Rico
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      Adhvaryu, Achyuta, Anant Nyshadham, and Jorge Tamayo. "An Anatomy of Performance Monitoring." Harvard Business School Working Paper, No. 22-066, March 2022.
      • March 2022
      • Module Note

      Prediction & Machine Learning

      By: Iavor I. Bojinov, Michael Parzen and Paul J. Hamilton
      This note provides an introduction to machine learning for an introductory data science course. The note begins with a description of supervised, unsupervised, and reinforcement learning. Then, the note provides a brief explanation of the difference between traditional...  View Details
      Keywords: Machine Learning; Data Science; Learning; Analytics and Data Science; Performance Evaluation
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      Bojinov, Iavor I., Michael Parzen, and Paul J. Hamilton. "Prediction & Machine Learning." Harvard Business School Module Note 622-101, March 2022.
      • March 2022
      • Case

      Unilever: Remote Work in Manufacturing

      By: Prithwiraj Choudhury and Susie L. Ma
      In December 2021, Unilever—one of the world’s largest producers of consumer goods—was in the midst of a pilot project to digitize its manufacturing facilities and enable remote work for factory employees. This was possible because of an earlier project to retrofit a...  View Details
      Keywords: Change; Globalization; Information Technology; Technology Adoption; Human Resources; Jobs and Positions; Operations; Education; Training; Manufacturing Industry
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      Choudhury, Prithwiraj, and Susie L. Ma. "Unilever: Remote Work in Manufacturing." Harvard Business School Case 622-030, March 2022.
      • March 2022
      • Case

      Emeritus: Achieving Impact, Providing Access (A)

      By: Ashish Nanda and Zack Kurtovich
      In June 2019, Emeritus cofounders Ashwin Damera (HBS MBA 2005) and Chaitanya (Chait) Kalipatnapu were thrilled with the growth of their start-up. Eruditus, formed in October 2010 to provide in-person executive education, had established itself in the market and was...  View Details
      Keywords: Technology; Education Technology; Professional Service Firm; Strategy; Entrepreneurship And Strategy; Entrepreneurship; Executive Education; Startup; Digital Brand; Marketing; Global Business; Global Firm; Business Startups; Growth and Development; Growth and Development Strategy
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      Nanda, Ashish, and Zack Kurtovich. "Emeritus: Achieving Impact, Providing Access (A)." Harvard Business School Case 722-429, March 2022.
      • March 2022
      • Case

      Talent@Tencent

      By: Tarun Khanna, Shu Lin and Nancy Hua Dai
      On November 11, 2016, Xi Dan, Senior Vice President of Tencent, and Ma Yongwu, Dean of Tencent Academy, were discussing how Tencent could develop new capabilities to sustain its growth miracle and entry into new technologies, expansion into B2B businesses, and...  View Details
      Keywords: B2B; Talent and Talent Management; Training; Emerging Markets; Entrepreneurship; Globalization; Human Resources; Innovation and Management; Leadership Development; Business Strategy; Information Technology; Internet and the Web; China
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      Khanna, Tarun, Shu Lin, and Nancy Hua Dai. "Talent@Tencent." Harvard Business School Case 722-413, March 2022.
      • March 2022 (Revised April 2022)
      • Case

      Pittsburgh: A Successful City?

      By: Karen Mills, Caroline Elkins, Vikram Gandhi, Gabriella Elanbeck and Zeke Gillman
      Pittsburgh, PA, was once the crown jewel of American heavy industry. During the 19th and 20th centuries, the city was an undisputed leader in steel production, boasting some of the largest companies and wealthiest individuals in the world. Its abundance of...  View Details
      Keywords: Economic And Social Disparities; Economic Development; Local Economic Development; Contextual Intelligence; Contextual Knowledge; Context; City Growth; City Innovation; City Leadership; Pittsburgh; Local Government; Local Stakeholders; Business And Community; Business And Community Relations; Community Engagement; Community Relations; Cross-sector Collaboration; Innovation; Innovation Economy; Innovation Clusters; Innovation Ecosystems; Shared Prosperity; Equality Of Opportunity; Equity; Inclusion; Business And Government; Business & Government Relations; Business And Government Relations; Business And Society; Neighborhoods; Race And Ethnicity; Innovation & Entrepreneurship; Diversity; Ethnicity; Race; Household; Income; Economic Growth; Economic Sectors; Economics; Local Range; Urban Development; Urban Scope; City; Cross-Cultural and Cross-Border Issues; Government and Politics; Government Administration; Growth and Development; History; Leadership; Goals and Objectives; Philanthropy and Charitable Giving; Society; Civil Society or Community; Culture; Human Needs; Public Opinion; Public Sector; Social Issues; Poverty; Equality and Inequality; Education Industry; Education Industry; Education Industry; Education Industry; Education Industry; United States; Pittsburgh; Pennsylvania
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      Mills, Karen, Caroline Elkins, Vikram Gandhi, Gabriella Elanbeck, and Zeke Gillman. "Pittsburgh: A Successful City?" Harvard Business School Case 322-080, March 2022. (Revised April 2022.)
      • March 2022
      • Article

      Learning to Rank an Assortment of Products

      By: Kris Ferreira, Sunanda Parthasarathy and Shreyas Sekar
      We consider the product ranking challenge that online retailers face when their customers typically behave as “window shoppers”: they form an impression of the assortment after browsing products ranked in the initial positions and then decide whether to continue...  View Details
      Keywords: Online Learning; Product Ranking; Assortment Optimization; E-commerce; Learning; Internet and the Web; Product Marketing; Consumer Behavior
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      Ferreira, Kris, Sunanda Parthasarathy, and Shreyas Sekar. "Learning to Rank an Assortment of Products." Management Science 68, no. 3 (March 2022): 1828–1848.
      • January 2022
      • Case

      Hybrid Classroom - an Opportunity or a Threat?

      By: V.G. Narayanan
      When the Covid pandemic struck in the spring of 2020, HBS pivoted to remote instruction while maintaining the interactive and engaged discussions which distinguished the case system pedagogy. In fall 2020 HBS adopted a hybrid approach, fitting out its classrooms with...  View Details
      Keywords: Education; Teaching; Higher Education; Technology Adoption; Digital Platforms; Internet and the Web; Adaptation; Opportunities; Education Industry
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      Narayanan, V.G. "Hybrid Classroom - an Opportunity or a Threat?" Harvard Business School Case 122-075, January 2022.
      • January 2022
      • Article

      Artificial Intelligence, Data-Driven Learning, and the Decentralized Structure of Platform Ecosystems

      By: David R. Clough and Andy Wu
      Gregory, Henfridsson, Kaganer, and Kyriakou (2020) highlight the important role of data and AI as strategic resources that platforms may use to enhance user value. However, their article overlooks a significant conceptual distinction: the installed base of...  View Details
      Keywords: Artificial Intelligence; Data Strategy; Ecosystem; Value Capture; Digital Platforms; Analytics and Data Science; Strategy; Learning; Value Creation; AI and Machine Learning; Technology Industry; Technology Industry; Technology Industry; Technology Industry
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      Clough, David R., and Andy Wu. "Artificial Intelligence, Data-Driven Learning, and the Decentralized Structure of Platform Ecosystems." Academy of Management Review 47, no. 1 (January 2022): 184–189.
      • December 16, 2021
      • Article

      Avoid a One-Size-Fits-All Approach to Sales Coaching

      By: Frank V. Cespedes
      Coaching sales reps is about clarifying relevant behaviors and whether the issue is motivation or ability. Some reps may work hard, but lack certain capabilities while others demonstrate capability but seemingly lack motivation or effort. Good coaching helps to clarify...  View Details
      Keywords: Salesforce Management; Training; Competency and Skills; Motivation and Incentives
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      Cespedes, Frank V. "Avoid a One-Size-Fits-All Approach to Sales Coaching." Harvard Business Review Digital Articles (December 16, 2021).
      • November 5, 2021
      • Article

      Leaders: Stop Confusing Correlation with Causation

      By: Michael Luca
      We’ve all been told that correlation does not imply causation. Yet many business leaders, elected officials, and media outlets still make causal claims based on misleading correlations. These claims are too often unscrutinized, amplified, and mistakenly used to guide...  View Details
      Keywords: Behavioral Economics; Data Analysis; Organizations; Decision Making; Analytics and Data Science; Analysis; Learning
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      Luca, Michael. "Leaders: Stop Confusing Correlation with Causation." Harvard Business Review Digital Articles (November 5, 2021).
      • October 2021 (Revised February 2022)
      • Case

      upGrad: Delivering Career Outcomes Online: Degree by Degree

      By: John J-H Kim, Anjali Raina and Rachna Chawla
      In August 2021, the founders of upGrad, the latest unicorn in the Indian higher education online space, were deciding how to best use the funds to execute on their ambitious growth plans. Ronnie Screwvala, Mayank Kumar and Phalgun Kompalli had envisioned upGrad as an...  View Details
      Keywords: Unicorns; COVID-19 Pandemic; Higher Education; Internet and the Web; Spending; Growth and Development Strategy; Education Industry; India
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      Kim, John J-H, Anjali Raina, and Rachna Chawla. "upGrad: Delivering Career Outcomes Online: Degree by Degree." Harvard Business School Case 322-054, October 2021. (Revised February 2022.)
      • September 2021 (Revised February 2022)
      • Case

      Mission edX: Balancing Social Good and Financial Sustainability

      By: John J-H Kim, David J. Collis and James Barnett
      In March 2021, online education platform edX considers how to achieve financial sustainability without compromising its mission to provide universal access to high-quality education.  View Details
      Keywords: Business Model; Education; Values and Beliefs; Internet and the Web; Financial Strategy; Mission and Purpose; Education Industry; United States
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      Kim, John J-H, David J. Collis, and James Barnett. "Mission edX: Balancing Social Good and Financial Sustainability." Harvard Business School Case 322-010, September 2021. (Revised February 2022.)
      • September 2021
      • Article

      Trials and Terminations: Learning from Competitors' R&D Failures

      By: Joshua L. Krieger
      I analyze project continuation decisions where firms may resolve uncertainty through news about competitors' research and development (R&D) failures, as well as through their own results. I examine the trade-offs and interactions between product-market competition and...  View Details
      Keywords: Research and Development; Projects; Failure; Decision Making; Learning
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      Krieger, Joshua L. "Trials and Terminations: Learning from Competitors' R&D Failures." Management Science 67, no. 9 (September 2021).
      • 2021
      • Working Paper

      Who Closed the Schools?

      By: Joshua D. Coval
      This paper examines the differences in characteristics between U.S. public schools that opted for virtual instruction because of COVID-19, and schools that did not. Much of the variation can be explained by measures of the degree to which districts favored teachers...  View Details
      Keywords: Public Education; COVID-19; Virtual Learning; Education; Health Pandemics; Teaching; Internet and the Web; Policy; Outcome or Result; United States
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      Coval, Joshua D. "Who Closed the Schools?" Harvard Business School Working Paper, No. 21-127, June 2021.
      • June 2021
      • Case

      Akira Fukabori and Kevin Kajitani at avatarin (A)

      By: Linda A. Hill and Emily Tedards
      In 2016, Akira Fukabori and Kevin Kajitani, aeronautical engineers at All Nippon Airways Co., Ltd., began to wonder why, in a world of accelerating globalization and digital connectivity, those who lived in far-remote villages or impoverished urban areas could not...  View Details
      Keywords: Agility; Ecosystem; Innovation Ecosystems; Crowdsourcing; Open Innovation; Partnership; Government; Collaboration; Co-creation; Purpose; Impact; Social Impact; Movement; Organizational Behavior; Organizational Ambidexterity; Ambidexterity; Culture; Culture Change; Global Teams; Experimentation; Space; Airline Industry; Start-up; Platform Business; Platform Strategy; Platform; Digital; Robotics; Robots; Mobility; Strategy; COVID-19; Intrapreneurship; Public-private Partnership; XPRIZE; Space Industry; Avatar; Telepresence; Innovation Lab; Innovation and Invention; Technological Innovation; Partners and Partnerships; Collaborative Innovation and Invention; Alignment; Leadership; Leading Change; Diversity; Organizational Culture; Change Management; Entrepreneurship; Transportation Industry; Aerospace Industry; Japan
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      Hill, Linda A., and Emily Tedards. "Akira Fukabori and Kevin Kajitani at avatarin (A)." Harvard Business School Case 421-089, June 2021.
      • June 2021
      • Case

      Akira Fukabori and Kevin Kajitani at avatarin (A) (Abridged)

      By: Linda A. Hill and Emily Tedards
      In 2016, Akira Fukabori and Kevin Kajitani, aeronautical engineers at All Nippon Airways Co., Ltd., began to wonder why, in a world of accelerating globalization and digital connectivity, those who lived in far-remote villages or impoverished urban areas could not...  View Details
      Keywords: Agility; Ecosystem; Innovation Ecosystems; Innovation; Crowdsourcing; XPRIZE; Open Innovation; Partnership; Government; Collaboration; Co-creation; Purpose; Impact; Social Impact; Movement; Organizational Behavior; Organizational Ambidexterity; Ambidexterity; Culture; Culture Change; Global Teams; Experimentation; Space; Space Industry; Airline Industry; Start-up; Platform Business; Platform Strategy; Platform; Digital; Robotics; Robots; Avatar; Telepresence; Innovation Lab; Mobility; COVID-19; Intrapreneurship; Public-private Partnership; Innovation and Invention; Technological Innovation; Partners and Partnerships; Collaborative Innovation and Invention; Alignment; Leadership; Leading Change; Diversity; Organizational Culture; Change Management; Strategy; Entrepreneurship; Transportation Industry; Aerospace Industry; Japan
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      Hill, Linda A., and Emily Tedards. "Akira Fukabori and Kevin Kajitani at avatarin (A) (Abridged)." Harvard Business School Case 421-085, June 2021.
      • May 2021
      • Teaching Note

      From Globalization to Dual Digital Transformation: CEO Thierry Breton Leading Atos Into 'Digital Shockwaves'

      By: Tsedal Neeley
      Teaching Note for HBS Case Nos. 419-027 and 419-046. Thierry Breton, chairman and CEO of IT company Atos, faces a pivotal juncture. After spending eight intense years scaling the company globally to over 100,000 employees in 70 countries, he sees digital shockwaves...  View Details
      Keywords: Multinational Firms and Management; Transformation; Strategy; Disruption; Employees; Competency and Skills; Training; Organizational Culture; Digital Transformation; Information Technology Industry
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      Neeley, Tsedal. "From Globalization to Dual Digital Transformation: CEO Thierry Breton Leading Atos Into 'Digital Shockwaves'." Harvard Business School Teaching Note 421-096, May 2021.
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