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      • May 2022
      • Case

      Timnit Gebru: 'SILENCED No More' on AI Bias and The Harms of Large Language Models

      By: Tsedal Neeley and Stefani Ruper
      Dr. Timnit Gebru—a leading artificial intelligence (AI) computer scientist and co-lead of Google’s Ethical AI team—was messaging with one of her colleagues when she saw the words: “Did you resign?? Megan sent an email saying that she accepted your resignation.” Heart...  View Details
      Keywords: Ethics; Employment; Corporate Social Responsibility and Impact; Technological Innovation
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      Neeley, Tsedal, and Stefani Ruper. "Timnit Gebru: 'SILENCED No More' on AI Bias and The Harms of Large Language Models." Harvard Business School Case 422-085, May 2022.
      • January 2021 (Revised December 2021)
      • Case

      Biobot Analytics

      By: Raymond Kluender, Joshua Krieger and Mitchell Weiss
      In 2017, Newsha Ghaeli and Mariana Matus were deciding whether to leave their labs at the Massachusetts Institute of Technology, put other job opportunities aside, and dive full-time into founding a wastewater analysis start-up, Biobot. Ghaeli, an architect, and Matus,...  View Details
      Keywords: Entrepreneurship; Information Technology; City; Analytics and Data Science; Personal Development and Career; Technology Industry; Utilities Industry; Health Industry; Information Technology Industry; Information Industry; Biotechnology Industry; United States; Kuwait; Korean Peninsula
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      Kluender, Raymond, Joshua Krieger, and Mitchell Weiss. "Biobot Analytics." Harvard Business School Case 821-045, January 2021. (Revised December 2021.)
      • 2020
      • Working Paper

      (When) Does Appearance Matter? Evidence from a Randomized Controlled Trial

      By: Prithwiraj Choudhury, Tarun Khanna, Christos A. Makridis and Subhradip Sarker
      While there is evidence about labor market discrimination based on race, religion, and gender, we know little about whether physical appearance leads to discrimination in labor market outcomes. We deploy a randomized experiment on 1,000 respondents in India between...  View Details
      Keywords: Behavioral Economics; Coronavirus; Discrimination; Homophily; Labor Market Mobility; Limited Attention; Resumes; Personal Characteristics; Prejudice and Bias
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      Choudhury, Prithwiraj, Tarun Khanna, Christos A. Makridis, and Subhradip Sarker. "(When) Does Appearance Matter? Evidence from a Randomized Controlled Trial." Harvard Business School Working Paper, No. 21-038, September 2020.
      • 2022
      • Working Paper

      Market Segmentation Trees

      By: Ali Aouad, Adam Elmachtoub, Kris Ferreira and Ryan McNellis
      As more commerce and media consumption are being conducted online, a wealth of new opportunities are emerging for personalized advertising. We propose a general methodology, Model Trees for Personalization (MTP), for tackling a broad class of personalized...  View Details
      Keywords: Decision Trees; Computational Advertising; Market Segmentation; Digital Marketing; Customization and Personalization; Segmentation; Decision Making
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      Aouad, Ali, Adam Elmachtoub, Kris Ferreira, and Ryan McNellis. "Market Segmentation Trees." Working Paper, 2022.
      • 2019
      • Working Paper

      From Know-It-Alls to Learn-It-Alls: Executive Development in the Era of Self-Refining Algorithms, Collaborative Filtering and Wearable Computing

      By: Mihnea Moldoveanu and Das Narayandas
      We examine the future of executive education on a technological and cultural landscape that is imminent but different to the one we are accustomed to. We show how the contextualization, socialization and personalization of learning—avowed but distal goals of current...  View Details
      Keywords: Executive Education; Leadership Development; Technological Innovation; Customization and Personalization; Management Skills; Knowledge Acquisition; Knowledge Sharing
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      Moldoveanu, Mihnea, and Das Narayandas. "From Know-It-Alls to Learn-It-Alls: Executive Development in the Era of Self-Refining Algorithms, Collaborative Filtering and Wearable Computing." Harvard Business School Working Paper, No. 20-061, November 2019.
      • Summer 2019
      • Article

      The Plight of the Graying Tech Worker

      By: William R. Kerr
      If you’re in tech and over 40, your experience is probably underappreciated. A global talent pool complicates matters.  View Details
      Keywords: Employees; Age; Personal Development and Career; Immigration; Policy; Computer Industry; Computer Industry
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      Kerr, William R. "The Plight of the Graying Tech Worker." MIT Sloan Management Review 60, no. 4 (Summer 2019): 12–13.
      • 2019
      • Working Paper

      Design Rules, Volume 2: How Technology Shapes Organizations: Chapter 15 The IBM PC

      By: Carliss Y. Baldwin
      The IBM PC was the first digital computer platform that was open by as a matter of strategy, not necessity. The purpose of this chapter is to understand the IBM PC as a technical system and set of organization choices in light of the theory of how technology shapes...  View Details
      Keywords: IBM; Personal Computer; Digital Platforms; System; Strategy
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      Baldwin, Carliss Y. "Design Rules, Volume 2: How Technology Shapes Organizations: Chapter 15 The IBM PC." Harvard Business School Working Paper, No. 19-074, January 2019.
      • 2018
      • Book

      Rebel Talent: Why It Pays to Break the Rules at Work and Life

      By: F. Gino
      The world’s best chef.
      An airline captain who brought his flight to safety in a daring water landing.
      A magician known for his sensational escape acts.
      A computer scientist who founded a world-renowned animation studio.
      What do all of these...  View Details
      Keywords: Talent and Talent Management; Personal Characteristics; Success; Behavior
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      Gino, F. Rebel Talent: Why It Pays to Break the Rules at Work and Life. New York: Dey Street Books, 2018.
      • 2017
      • Report

      Room to Grow: Identifying New Frontiers for Apprenticeships

      By: Joseph B. Fuller and Matthew Sigelman
      In the United States, apprentices are employed in just 27 occupations, mostly in skilled, physical trades. An analysis of job postings data shows that extending apprenticeships to more occupations provides an opportunity to expand employment and close the middle skills...  View Details
      Keywords: Employment; Training; Competency and Skills; Personal Development and Career; United States
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      Fuller, Joseph B., and Matthew Sigelman. "Room to Grow: Identifying New Frontiers for Apprenticeships." Report, November 2017. (Published by Burning Glass Technologies and Harvard Business School, Managing the Future of Work.)
      • November 2015 (Revised May 2016)
      • Case

      Aspiring Minds

      By: Karim R. Lakhani, Marco Iansiti and Christine Snively
      By 2015, India-based employment assessment and certification provider Aspiring Minds had helped facilitate over 300,000 job matches through its assessment tools. Aspiring Minds' flagship product, the Aspiring Minds Computer Adaptive Test (AMCAT), used machine learning...  View Details
      Keywords: Information Technology; Strategy; Higher Education; Technological Innovation; Employment; Technology Industry; India; China
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      Lakhani, Karim R., Marco Iansiti, and Christine Snively. "Aspiring Minds." Harvard Business School Case 616-013, November 2015. (Revised May 2016.)
      • Article

      Big Other: Surveillance Capitalism and the Prospects of an Information Civilization

      By: Shoshana Zuboff
      This article describes an emergent logic of accumulation in the networked sphere, 'surveillance capitalism,' and considers its implications for 'information civilization.' The institutionalizing practices and operational assumptions of Google Inc. are the...  View Details
      Keywords: Surveillance Capitalism; Big Data; Google; Information Society; Privacy; Internet Of Everything; Rights; Economic Systems; Analytics and Data Science; Internet and the Web; Ethics
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      Zuboff, Shoshana. "Big Other: Surveillance Capitalism and the Prospects of an Information Civilization." Journal of Information Technology 30, no. 1 (March 2015): 75–89.
      • Summer 2014
      • Article

      Taiwan's PC Industry, 1976–2010: The Evolution of Organizational Capabilities

      By: Howard H. Yu and Willy C. Shih
      The stellar growth of Taiwan's personal computer (PC) industry over the past three decades represents a paradox. Participating in the global production system, local firms in Taiwan grew in association with established firms in the West. Despite their technical...  View Details
      Keywords: Personal Computer; PC; PC Industry; Taiwan PC Industry; Taiwan PC Manufacturers; Innovation and Invention; Innovation and Management; Innovation Strategy; Growth and Development; Growth and Development Strategy; Growth Management; Industry Clusters; Industry Growth; Industry Structures; Information Technology; Technological Innovation; Mobile Technology; Information Technology Industry; Taiwan
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      Yu, Howard H., and Willy C. Shih. "Taiwan's PC Industry, 1976–2010: The Evolution of Organizational Capabilities." Business History Review 88, no. 2 (Summer 2014): 329–357.
      • June 2014 (Revised May 2017)
      • Case

      Southeastern Asset Management Challenges Buyout at Dell

      By: Paul Healy, Suraj Srinivasan and Aldo Sesia
      In late 2012, Michael Dell wants to take Dell Inc., the company he founded, private. Mr. Dell believes that the successful company's transformation from a personal computer (PC) manufacturer to an enterprise solutions and services provider (ESS) is dependent on going...  View Details
      Keywords: Leveraged Buyout Transaction; Leveraged Recapitalization; Management Buyout; Dell, Inc.; Hedge Fund; Corporate Governance Theory; Valuation; Valuation Ratios; Valuation Methodologies; Board Of Directors; Boards Of Directors; Carl Icahn; Computer Services Industries; Proxy Contest; Proxy Battles; Proxy Fight; Proxy Advisor; Financial Accounting; Financial Analysis; Financial Ratios; Finance; Corporate Accountability; Corporate Governance; Corporate Finance; Leveraged Buyouts; Computer Industry; United States
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      Healy, Paul, Suraj Srinivasan, and Aldo Sesia. "Southeastern Asset Management Challenges Buyout at Dell." Harvard Business School Case 114-015, June 2014. (Revised May 2017.)
      • September 2013 (Revised August 2015)
      • Background Note

      Leadership and Teaming

      By: Ethan Bernstein
      Small differences in the leadership of teams can have large consequences for the success of their efforts. Many initiatives fail not because of a fatal error in judgment or insufficient ideas, knowledge, motivation, or capabilities to deliver a solution. They fail...  View Details
      Keywords: Teams; Teaming; Leadership And Managing People; Leadership; Team Effectiveness; Team Performance; Team Design; Team Leadership; Teamwork; Team Process; Team Function; Team Launch; 60/30/10 Rule; Team Boundary; Distribution Of Leadership Authority; Self-Managed Teams; Virtual Teams; Unbounded Teams; Acts Of Leadership; Execution Teams; Decision Making Teams; Creativity Teams; Team Size; Task Design; Team Timeline; Team Roles; Team Representation; Diversity; Team Familiarity; Collective Intelligence; Team Stages Of Development; Team Coaching; Performance Pressure; X-Teams; Team Focus; Interaction; Management Teams; Managerial Roles; Management Systems; Management Style; Management Skills; Management Practices and Processes; Organizational Design; Organizational Structure; Performance Effectiveness; Performance Efficiency; Performance Productivity; Groups and Teams; Networks; Social Psychology; Behavior; Conflict and Resolution; Creativity; Social and Collaborative Networks; Satisfaction; Prejudice and Bias; Power and Influence; Personal Characteristics; Familiarity; Cognition and Thinking; Attitudes; Projects; Organizational Culture; Organizational Change and Adaptation; Leadership Development; Leadership Style; Leading Change; Knowledge Use and Leverage; Knowledge Sharing; Collaborative Innovation and Invention; Innovation and Management; Innovation Leadership; Design; Interpersonal Communication; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Asia; North and Central America; South America; Atlantic Ocean; Central Asia; Europe; Latin America; Middle East; Oceania; West Indies
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      Bernstein, Ethan. "Leadership and Teaming." Harvard Business School Background Note 414-033, September 2013. (Revised August 2015.)
      • January 2011
      • Case

      AIC Netbooks: Optimizing Product Assembly

      By: Steven C. Wheelwright and Sunru Yong
      AIC Systems, located in Taichung, Taiwan, is a manufacturer of printed circuit boards, primarily for motherboards and video cards for personal computers. The firm is considered an original design manufacturer (ODM) and takes an active role in innovating and designing...  View Details
      Keywords: Performance Management; Quantitative Analysis; Manufacturing; Production Planning; Production Management; Diversification; Production; Performance Efficiency; Product Design; Performance Improvement; Mobile Technology; Manufacturing Industry; Electronics Industry; Taiwan
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      Wheelwright, Steven C., and Sunru Yong. "AIC Netbooks: Optimizing Product Assembly." Harvard Business School Brief Case 114-245, January 2011.
      • 2011
      • Teaching Note

      UFIDA (B) (TN)

      By: F. Warren McFarlan, Bin Yang and E. Chen
      This case highlights the leadership, cultural and organizational structure dimensions of UFIDA. The case begins with Founder/Chairman Wang Wenjing's rags-to-riches story. Then UFIDA's senior and middle management of different backgrounds talk about their leader,...  View Details
      Keywords: Computer Software; Corporate Vision; Emerging Markets; Leadership; Organizational Structure; China; Applications and Software; China
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      McFarlan, F. Warren, Bin Yang, and E. Chen. "UFIDA (B) (TN)." Tsinghua University Teaching Note, 2011.
      • February 2010
      • Case

      Revitalizing Dell

      By: Jan W. Rivkin
      Dell Inc., with its vaunted Direct Model, defined success in the personal computer industry for more than a decade. Starting in the mid-2000s, however, the company fell on hard times. In 2009, Michael Dell and his management team must figure out why the Direct Model...  View Details
      Keywords: Business Model; Change Management; Industry Growth; Competitive Strategy; Competitive Advantage; Computer Industry
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      Rivkin, Jan W. "Revitalizing Dell." Harvard Business School Case 710-442, February 2010.
      • February 2009
      • Case

      HP: The Computer is Personal Again

      By: Rajiv Lal and Cathy Ross
      In September 2008, Todd Bradley, executive vice president of Hewlett-Packard Company's Personal Systems Group (PSG), gathered his thoughts before a meeting with his top executives and managers for product design and marketing. On the agenda was a discussion of...  View Details
      Keywords: Revenue; Product Positioning; Corporate Strategy; Computer Industry; Computer Industry
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      Lal, Rajiv, and Cathy Ross. "HP: The Computer is Personal Again." Harvard Business School Case 509-010, February 2009.
      • August 2008
      • Supplement

      Lenovo Chief Marketing Officer and Senior VP E-Commerce, Deepak Advani, Interviewed by Professor John Quelch

      By: John A. Quelch
      Professor John Quelch interviewed Lenovo CMO, Deepak Advani, regarding Lenovo's buy-out of IBM's personal computer business, and Lenovo's marketing strategy leading up to the 2008 Summer Olympics in Beijing, China.  View Details
      Keywords: Advertising; Leveraged Buyouts; Brands and Branding; Marketing Strategy; Hardware; Computer Industry; China
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      Quelch, John A. "Lenovo Chief Marketing Officer and Senior VP E-Commerce, Deepak Advani, Interviewed by Professor John Quelch." Harvard Business School Video Supplement 509-711, August 2008.
      • March 2008 (Revised June 2009)
      • Compilation

      "Doer's Profile" Bill Gates (William H.) (1955 - )

      By: Howard H. Stevenson and Shirley M. Spence
      Profile of Bill Gates designed to facilitate a discussion of the nature of enduring success. Includes both biographical data and excerpts from autobiographical records.  View Details
      Keywords: Business Ventures; Personal Development and Career; Success; Computer Industry; Computer Industry
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      Stevenson, Howard H., and Shirley M. Spence. "Doer's Profile" Bill Gates (William H.) (1955 - ). Harvard Business School Compilation 808-083, March 2008. (Revised June 2009.)
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