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      • January 2023 (Revised August 2023)
      • Case

      Veeva Systems and the Transformation to a Public Benefit Corporation

      By: Ranjay Gulati and Allison M. Ciechanover
      Peter Gassner, the co-founder and CEO of Veeva Systems, steered the company through rapid scaling from its launch in 2007 to 2022. Year after year, the company had exceeded expectations, with its market capitalization reaching $50 billion at its peak. By 2022, the... View Details
      Keywords: Transformation; Corporate Governance; Corporate Social Responsibility and Impact; Mission and Purpose; Organizational Culture; Information Technology Industry; Information Technology Industry; United States; California
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      Gulati, Ranjay, and Allison M. Ciechanover. "Veeva Systems and the Transformation to a Public Benefit Corporation." Harvard Business School Case 423-045, January 2023. (Revised August 2023.)
      • 2023
      • Article

      Evaluating Explainability for Graph Neural Networks

      By: Chirag Agarwal, Owen Queen, Himabindu Lakkaraju and Marinka Zitnik
      As explanations are increasingly used to understand the behavior of graph neural networks (GNNs), evaluating the quality and reliability of GNN explanations is crucial. However, assessing the quality of GNN explanations is challenging as existing graph datasets have no... View Details
      Keywords: Analytics and Data Science
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      Agarwal, Chirag, Owen Queen, Himabindu Lakkaraju, and Marinka Zitnik. "Evaluating Explainability for Graph Neural Networks." Art. 114. Scientific Data 10 (2023).
      • December 2022 (Revised January 2025)
      • Case

      Akooda: Charging Toward Operational Intelligence

      By: Christopher Stanton and Mel Martin
      The Akooda case describes the challenges confronting founder and CEO Yuval Gonczarowski (MBA ‘17) in 2022 as he attempts to boost sales. Launched in November 2020, Akooda was an AI company that mined 20 different sources of digital data, from tools like Slack, Google... View Details
      Keywords: Data Mining; Productivity; Monitoring; Data Analysis; AI and Machine Learning; Knowledge Management; Operations; Problems and Challenges; Employee Relationship Management; Information Technology Industry; Information Technology Industry; Information Technology Industry; Boston; Israel
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      Stanton, Christopher, and Mel Martin. "Akooda: Charging Toward Operational Intelligence." Harvard Business School Case 823-018, December 2022. (Revised January 2025.)
      • Working Paper

      Diversification as an Adaptive Learning Process: An Empirical Study of General-Purpose and Market-Specific Technological Know-How in New Market Entry

      By: Dominika Kinga Randle and Gary P. Pisano
      An enduring trait of modern corporations is their propensity to diversify into multiple lines of business. Penrosian theories conceptualize diversification as a strategy to exploit a firm’s fungible, yet “untradeable,” resources and point to redeployment of... View Details
      Keywords: Growth and Development Strategy; Technology Adoption; Diversification; Market Entry and Exit; Transformation
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      Randle, Dominika Kinga, and Gary P. Pisano. "Diversification as an Adaptive Learning Process: An Empirical Study of General-Purpose and Market-Specific Technological Know-How in New Market Entry." Harvard Business School Working Paper, No. 23-032, December 2022.
      • 2022
      • Working Paper

      Human-Computer Interactions in Demand Forecasting and Labor Scheduling Decisions

      By: Caleb Kwon, Ananth Raman and Jorge Tamayo
      We empirically analyze how managerial overrides to a commercial algorithm that forecasts demand and schedules labor affect store performance. We analyze administrative data from a large grocery retailer that utilizes a commercial algorithm to forecast demand and... View Details
      Keywords: Employees; Human Capital; Performance; Applications and Software; Management Skills; Management Practices and Processes; Retail Industry
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      Kwon, Caleb, Ananth Raman, and Jorge Tamayo. "Human-Computer Interactions in Demand Forecasting and Labor Scheduling Decisions." Working Paper, December 2022. (R&R Management Science.)
      • December 2022
      • Article

      The Rise of People Analytics and the Future of Organizational Research

      By: Jeff Polzer
      Organizations are transforming as they adopt new technologies and use new sources of data, changing the experiences of employees and pushing organizational researchers to respond. As employees perform their daily activities, they generate vast digital data. These data,... View Details
      Keywords: Organizational Change and Adaptation; Analytics and Data Science; Technology Adoption; Employees
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      Polzer, Jeff. "The Rise of People Analytics and the Future of Organizational Research." Art. 100181. Research in Organizational Behavior 42 (December 2022). (Supplement.)
      • November–December 2022
      • Article

      Can AI Really Help You Sell?: It Can, Depending on When and How You Implement It

      By: Jim Dickie, Boris Groysberg, Benson P. Shapiro and Barry Trailer
      Many salespeople today are struggling; only 57% of them make their annual quotas, surveys show. One problem is that buying processes have evolved faster than selling processes, and buyers today can access a wide range of online resources that let them evaluate products... View Details
      Keywords: Sales; AI and Machine Learning; Customers
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      Dickie, Jim, Boris Groysberg, Benson P. Shapiro, and Barry Trailer. "Can AI Really Help You Sell? It Can, Depending on When and How You Implement It." Harvard Business Review 100, no. 6 (November–December 2022): 120–129.
      • October 2022
      • Case

      Ceibal: Sustaining and Scaling Educational Innovation in Uruguay

      By: John J-H Kim, Michael Chu and Mariana Cal
      Ceibal was founded in 2007 in Uruguay, as an initiative to reduce the digital gap in the country. After playing an important role providing a smooth transition to remote learning during COVID, Ceibal in 2022 must now determine the best way to fulfill its mission to "be... View Details
      Keywords: Digital Gap; COVID-19 Pandemic; Education; Teaching; Digital Platforms; Technology Adoption; Technological Innovation; Social Issues; Transformation; Corporate Social Responsibility and Impact; Mission and Purpose; Education Industry; Latin America; South America; Uruguay
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      Kim, John J-H, Michael Chu, and Mariana Cal. "Ceibal: Sustaining and Scaling Educational Innovation in Uruguay." Harvard Business School Case 323-034, October 2022.
      • October 2022
      • Case

      EducationSuperHighway 2.0

      By: William A. Sahlman, Allison M. Ciechanover and Emily Grandjean
      In 2012, Evan Marwell launched EducationSuperHighway (ESH) to address a major problem: though most public K-12 schools in the US had access to the Internet, only roughly 30% had true broadband access that would enable every student to have high speed connectivity. ... View Details
      Keywords: Nonprofit Organizations; Social Entrepreneurship; Social Issues; Leading Change; Early Childhood Education; Infrastructure; Internet and the Web; Telecommunications Industry; Education Industry; Technology Industry; United States; San Francisco
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      Sahlman, William A., Allison M. Ciechanover, and Emily Grandjean. "EducationSuperHighway 2.0." Harvard Business School Case 823-060, October 2022.
      • September 2022 (Revised April 2023)
      • Case

      Cesaro e Associati

      By: Christina R. Wing and Amram Migdal
      This case describes the leadership succession planning process at Cesaro e Associati (Studio Cesaro), founded in 1986 by Franco Cesaro in the northeastern Italian state of Veneto. In 2022, Franco was contemplating retirement and passing leadership of his firm, which... View Details
      Keywords: Business Growth and Maturation; Business Model; Family Business; For-Profit Firms; Restructuring; Small Business; Change; Change Management; Competency and Skills; Experience and Expertise; Talent and Talent Management; Entrepreneurship; Governance; Leadership; Leading Change; Management; Management Succession; Organizational Change and Adaptation; Ownership; Family Ownership; Private Ownership; Personal Development and Career; Relationships; Family and Family Relationships; Consulting Industry; Europe; Italy
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      Wing, Christina R., and Amram Migdal. "Cesaro e Associati." Harvard Business School Case 623-021, September 2022. (Revised April 2023.)
      • September 6, 2022
      • Article

      Creating a Platform for Costless Personalization in Clothing

      By: Shane Greenstein
      This study analyzes the role of co-invention in the creation of a platform for print-on-demand-clothing, or PODC. Co-invention is the invention of a new business process to complement new technology, and turn it into a valuable commercial service. PODC copies a design... View Details
      Keywords: Print-on-demand-clothing; Customization and Personalization; Digital Platforms; Apparel and Accessories Industry
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      Greenstein, Shane. "Creating a Platform for Costless Personalization in Clothing." Frontiers in Research Metrics and Analytics (September 6, 2022).
      • July 28, 2022
      • Article

      DAO Governance Attacks, and How to Avoid Them

      By: Pranav Garimidi, Scott Duke Kominers and Tim Roughgarden
      Many web3 projects embrace permissionless voting using a fungible and tradable native token. Permissionless voting can offer many benefits, from lowering barriers to entry to increasing competition. Token holders can use their tokens to vote on a range of issues—from... View Details
      Keywords: Crypto Economy; Cryptocurrency; Governance; Voting; Decentralized Autonomous Organizations; Organizational Structure; Digital Platforms
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      Garimidi, Pranav, Scott Duke Kominers, and Tim Roughgarden. "DAO Governance Attacks, and How to Avoid Them." a16zcrypto.com (July 28, 2022).
      • March 2022 (Revised July 2022)
      • Case

      Nexleaf Analytics: Saving the World Using the Internet of Things

      By: Frank Nagle
      In 2019, a decade after co-founding Nexleaf Analytics, CEO Nithya Ramanathan faced an important decision that would impact the ability of the small, but growing, not-for-profit organization to thrive for another decade. Their sensor technologies and big data analytics... View Details
      Keywords: Corporate Strategy; Collaborative Innovation and Invention; Technological Innovation; Nonprofit Organizations; Competitive Strategy; Patents; Expansion; Information Technology; Information Industry; Information Industry; Information Industry; Information Industry
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      Nagle, Frank. "Nexleaf Analytics: Saving the World Using the Internet of Things." Harvard Business School Case 722-414, March 2022. (Revised July 2022.)
      • 2022
      • Article

      Open or Closed? Your Mind, Your Decision!

      By: Gerald Zaltman
      The marketing profession faces challenging times. The shelf life for decisions and the half-life of the knowledge used, are becoming shorter and shorter while the problems addressed are becoming messier. Fortunately, the emergence of what I call the “prosthetic age” is... View Details
      Keywords: Marketing; Information; Cognition and Thinking; Innovation and Invention
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      Zaltman, Gerald. "Open or Closed? Your Mind, Your Decision!" Special Issue on Reflections of Eminent Marketing Scholars. Foundations and Trends® in Marketing 16, nos. 1-2 (2022): 300–307.
      • February 2022
      • Teaching Plan

      Community Solutions

      By: Brian Trelstad and Tom Quinn
      Teaching Plan for HBS Case No. 322-021. Community Solutions was an anti-homelessness nonprofit founded in 2011 after protagonist Rosanne Haggerty grew frustrated with the limited impact of traditional housing and outreach strategies. It set an ambitious goal, reached... View Details
      Keywords: Homelessness; Social Issues; Housing; Human Needs; Poverty; Welfare; Business and Community Relations; Analytics and Data Science; Business Strategy; Corporate Social Responsibility and Impact; Philanthropy and Charitable Giving
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      Trelstad, Brian, and Tom Quinn. "Community Solutions." Harvard Business School Teaching Plan 322-060, February 2022.
      • February 2022
      • Case

      NFX Capital and Moov Technologies

      By: Scott Duke Kominers and Nicole Tempest Keller
      In July 2019, James Currier, a general partner at San Francisco-based NFX Ventures, was considering a seed stage investment of $1.5 million in Moov Technologies, a B2B marketplace for used industrial equipment. NFX was a venture capital firm focused on seed-stage... View Details
      Keywords: Venture Capital; Network Effects; Marketplace Matching; Digital Platforms; Market Design; Applications and Software; Semiconductor Industry; Financial Services Industry; San Francisco
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      Kominers, Scott Duke, and Nicole Tempest Keller. "NFX Capital and Moov Technologies." Harvard Business School Case 822-045, February 2022.
      • Article

      Social Technology: An Interdisciplinary Approach to Improving Care for Older Adults

      By: Arthur Kleinman, Hongtu Chen, Sue E. Levkoff, Ann Forsyth, David E. Bloom, Winnie Yip, Tarun Khanna, Conor J. Walsh, David Perry, Ellen W. Seely, Anne S. Kleinman, Yan Zhang, Yuan Wang, Jun Jing, Tianshu Pan, Ning An, Zhenggang Bai, Jiexiu Wang, Qing Liu and Fawwaz Habbal
      Population aging is a defining demographic reality of our era. It is associated with an increase in the societal burden of delivering care to older adults with chronic conditions or frailty. How to integrate global population aging and technology development to help... View Details
      Keywords: Health Care and Treatment; Age; Service Delivery; Information Technology; Collaborative Innovation and Invention
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      Kleinman, Arthur, Hongtu Chen, Sue E. Levkoff, Ann Forsyth, David E. Bloom, Winnie Yip, Tarun Khanna, Conor J. Walsh, David Perry, Ellen W. Seely, Anne S. Kleinman, Yan Zhang, Yuan Wang, Jun Jing, Tianshu Pan, Ning An, Zhenggang Bai, Jiexiu Wang, Qing Liu, and Fawwaz Habbal. "Social Technology: An Interdisciplinary Approach to Improving Care for Older Adults." Art. 729149. Frontiers in Public Health 9 (2021).
      • November 2021
      • Article

      Borrower Leakage from Costly Screening: Evidence from SME Lending in Peru

      By: Irani Arraiz, Miriam Bruhn, Benjamin N. Roth, Claudia Ruiz-Ortega and Rodolfo Stucchi
      We provide evidence that commercial lenders in Peru suffer leakages in their loan approval process. Leveraging a discontinuity in the loan approval process of a large bank, we find that receiving a loan approval from the bank causes loan applicants to receive offers... View Details
      Keywords: Information Spillovers; SME Lending; Financial Inclusion; Banks and Banking; Financing and Loans; Small Business; Information; Peru
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      Arraiz, Irani, Miriam Bruhn, Benjamin N. Roth, Claudia Ruiz-Ortega, and Rodolfo Stucchi. "Borrower Leakage from Costly Screening: Evidence from SME Lending in Peru." Journal of Development Economics 153 (November 2021).
      • November 2021
      • Article

      Determining Variable Costs in the Acute Urolithiasis Cycle of Care Through Time-driven Activity-based Costing

      By: Tyler R. McClintock, David F. Friedlander, Aiden Y. Feng, Mahek A. Shah, Daniel J. Pallin, Steven L. Chang, Angela M. Bader, Thomas W. Feeley, Robert S. Kaplan and George E. Haleblian
      Objective. To characterize full cycle of care costs for managing an acute ureteral stone using time-driven activity-based costing.
      Methods. We defined all phases of care for patients presenting with an acute ureteral stone and built an... View Details
      Keywords: Time-Driven Activity-Based Costing; Health Care and Treatment; Cost; Activity Based Costing and Management
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      McClintock, Tyler R., David F. Friedlander, Aiden Y. Feng, Mahek A. Shah, Daniel J. Pallin, Steven L. Chang, Angela M. Bader, Thomas W. Feeley, Robert S. Kaplan, and George E. Haleblian. "Determining Variable Costs in the Acute Urolithiasis Cycle of Care Through Time-driven Activity-based Costing." Urology 157 (November 2021): 107–113.
      • Article

      Drive Innovation with Better Decision-Making

      By: Linda A. Hill, Emily Tedards and Taran Swan
      Despite their embrace of agile methods, many firms striving to innovate are struggling to produce breakthrough ideas. A key culprit, according to the authors, is an outdated, inefficient approach to decision-making. Today’s discovery-driven innovation processes involve... View Details
      Keywords: Innovation and Invention; Decision Making; Decision Choices and Conditions; Organizational Change and Adaptation
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      Hill, Linda A., Emily Tedards, and Taran Swan. "Drive Innovation with Better Decision-Making." Harvard Business Review 99, no. 6 (November–December 2021): 70–79.
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