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      • March 2022
      • Teaching Note

      Farfetch: Digital Transformation for Luxury Brands

      By: Jill Avery and Sunil Gupta
      Teaching Note for HBS Case No. 522-051. Farfetch, a global luxury technology platform and digital marketplace had been surfing the wave of digital transformation in the luxury fashion industry since 2008. While the company’s stock price and market valuation had... View Details
      Keywords: Brand Management; Retailing; Two Sided Markets; SaaS; Online Marketing; Marketing; Marketing Channels; Brands and Branding; Luxury; Digital Transformation; E-commerce; Digital Marketing; Retail Industry; Fashion Industry; London; United Kingdom; Portugal
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      Avery, Jill, and Sunil Gupta. "Farfetch: Digital Transformation for Luxury Brands." Harvard Business School Teaching Note 522-061, March 2022.
      • March 2022
      • Article

      Sensitivity Analysis of Agent-based Models: A New Protocol

      By: Emanuele Borgonovo, Marco Pangallo, Jan Rivkin, Leonardo Rizzo and Nicolaj Siggelkow
      Agent-based models (ABMs) are increasingly used in the management sciences. Though useful, ABMs are often critiqued: it is hard to discern why they produce the results they do and whether other assumptions would yield similar results. To help researchers address such... View Details
      Keywords: Agent-based Modeling; Sensitivity Analysis; Design Of Experiments; Total Order Sensitivity Indices; Organizations; Behavior; Decision Making; Mathematical Methods
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      Borgonovo, Emanuele, Marco Pangallo, Jan Rivkin, Leonardo Rizzo, and Nicolaj Siggelkow. "Sensitivity Analysis of Agent-based Models: A New Protocol." Computational and Mathematical Organization Theory 28, no. 1 (March 2022): 52–94.
      • November 2021 (Revised December 2022)
      • Case

      Farfetch: Digital Transformation for Luxury Brands

      By: Sunil Gupta, Jill Avery, Elena Corsi and Federica Gabrieli
      Farfetch, a global luxury technology platform and digital marketplace had been surfing the wave of digital transformation in the luxury fashion industry since 2008. While the company’s stock price and market valuation had fluctuated since its IPO in 2018, it had... View Details
      Keywords: Digital Marketing; Marketplaces; Retailing; Internet Marketing; E-Commerce Strategy; Marketing; Marketing Strategy; Marketing Channels; Brands and Branding; Luxury; Growth and Development Strategy; Digital Transformation; E-commerce; Apparel and Accessories Industry; Beauty and Cosmetics Industry; Fashion Industry; Retail Industry; Web Services Industry; Technology Industry; United Kingdom; Europe; Portugal; China
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      Gupta, Sunil, Jill Avery, Elena Corsi, and Federica Gabrieli. "Farfetch: Digital Transformation for Luxury Brands." Harvard Business School Case 522-051, November 2021. (Revised December 2022.)
      • November 2021
      • Article

      The Nixon Doctrine and the Making of Authoritarianism in Island Southeast Asia

      By: Mattias Fibiger
      This article argues that the Nixon Doctrine was an instrument of authoritarianization in island Southeast Asia. It traces the formulation of the Nixon Doctrine and its implementation through foreign aid decisions, revealing that President Richard Nixon and his chief... View Details
      Keywords: Diplomacy; Foreign Aid; Authoritarianism; Geopolitics; Nixon; International Relations; Policy; History; Southeast Asia; United States
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      Fibiger, Mattias. "The Nixon Doctrine and the Making of Authoritarianism in Island Southeast Asia." Diplomatic History 45, no. 5 (November 2021): 954–982.
      • June 2021 (Revised November 2021)
      • Case

      Equity Bank: Charting the Future

      By: Lauren Cohen, Michael Chitavi and Spencer C. N. Hagist
      After climbing the ranks among Kenya's financial institutions from 66th to 1st, and toppling a quarter of the market share held by mobile money giant Safaricom, CEO James Mwangi must now guide Equity Bank into its next stage of development beyond "Equity 3.0." Should... View Details
      Keywords: Growth and Development Strategy; Leadership; Decision Making; Market Entry and Exit; Developing Countries and Economies; Financial Institutions; Economics; Kenya
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      Cohen, Lauren, Michael Chitavi, and Spencer C. N. Hagist. "Equity Bank: Charting the Future." Harvard Business School Case 221-105, June 2021. (Revised November 2021.)
      • June 2021
      • Article

      Developing a Value Framework: Utilizing Administrative Data to Assess an Enhanced Care Initiative

      By: Casey J. Allen, Jarrod S. Eska, Nikhil G. Thaker, Thomas W. Feeley, Robert S. Kaplan, Ryan W. Huey, Ching-Wei D. Tzeng, Jeffrey E. Lee, Steven J. Frank, Thomas A. Aloia, Vijaya Gottumukkala and Matthew H.G. Katz
      We used national administrative data to assess multiple domains of value associated with enhanced recovery pathways for patients undergoing pancreatic surgery. Value metrics included in-hospital mortality, complication rates, length of stay (LOS), 30-day readmission... View Details
      Keywords: Value-based Health Care; Health Care and Treatment; Analytics and Data Science; Outcome or Result; Measurement and Metrics; Performance Improvement
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      Allen, Casey J., Jarrod S. Eska, Nikhil G. Thaker, Thomas W. Feeley, Robert S. Kaplan, Ryan W. Huey, Ching-Wei D. Tzeng, Jeffrey E. Lee, Steven J. Frank, Thomas A. Aloia, Vijaya Gottumukkala, and Matthew H.G. Katz. "Developing a Value Framework: Utilizing Administrative Data to Assess an Enhanced Care Initiative." Journal of Surgical Research 262 (June 2021): 115–120.
      • 2021
      • White Paper

      Working to Learn: Despite a Growing Set of Innovators, America Struggles to Connect Education and Career

      By: Joseph B. Fuller, Rachel Lipson, Jorge Encinas, Tessa Forshaw, Alexis Gable and J.B. Schramm
      In the wake of COVID-19 and growing inequality, America needs more pathways that bridge education and career. New research from the Project on Workforce at Harvard draws on data from New Profit's Postsecondary Initiative for Equity to identify opportunities for the... View Details
      Keywords: COVID-19; Education; Training; Employment; Personal Development and Career; Health Pandemics
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      Fuller, Joseph B., Rachel Lipson, Jorge Encinas, Tessa Forshaw, Alexis Gable, and J.B. Schramm. "Working to Learn: Despite a Growing Set of Innovators, America Struggles to Connect Education and Career." White Paper, Harvard Business School Project on Managing the Future of Work, March 2021 (Published by the Project on Workforce at the Malcolm Wiener Center for Social Policy at the Harvard Kennedy School and the Harvard Business School Project on Managing the Future of Work.)
      • January 2021 (Revised May 2023)
      • Case

      Pearson: Efficacy 2.0

      By: Elie Ofek, Marco Bertini, Oded Koenigsberg and James Weber
      Pearson, which billed itself as the "world's learning company," faced a host of critical decisions in mid-2020. Several years prior, it had embarked on a new path that put the learner at the heart of the business and committed to a new strategic orientation. The new... View Details
      Keywords: Efficacy; Learning; Outcome or Result; Measurement and Metrics; Brands and Branding; Marketing Communications; Strategic Planning; Education Industry
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      Ofek, Elie, Marco Bertini, Oded Koenigsberg, and James Weber. "Pearson: Efficacy 2.0." Harvard Business School Case 521-012, January 2021. (Revised May 2023.)
      • November 2019
      • Case

      DeepMap: Charting the Road Ahead for Autonomous Vehicles

      By: Shane Greenstein and Nicole Tempest Keller
      Founded in 2016, DeepMap developed high definition (HD) mapping software and localization services for Level 4+ autonomous vehicles. Traditional navigational maps were accurate to a few meters, which was sufficient for drivers but not for machine-driven vehicles that... View Details
      Keywords: Mapping Software; Autonomous Vehicles; Business Startups; Applications and Software; Technological Innovation; Technology Adoption; Service Delivery; Global Range; Resource Allocation; Strategic Planning; Technology Industry; Auto Industry
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      Greenstein, Shane, and Nicole Tempest Keller. "DeepMap: Charting the Road Ahead for Autonomous Vehicles." Harvard Business School Case 620-047, November 2019.
      • June 2019
      • Case

      Rachael Ray: Cooking Up a Brand

      By: Boris Groysberg, Robin Abrahams and Kerry Herman
      Rachael Ray built a remarkable career and brand, first as a cooking personality, and then as a lifestyle maven. This case explores her early career, decisions taken along the way, and the successes she achieved in publishing, television and as a spokesperson. As her... View Details
      Keywords: Personal Development and Career; Decision Choices and Conditions; Brands and Branding; Entrepreneurship
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      Groysberg, Boris, Robin Abrahams, and Kerry Herman. "Rachael Ray: Cooking Up a Brand." Harvard Business School Case 419-022, June 2019.
      • 2018
      • Working Paper

      After the Carnival: Key Factors to Enhance Olympic Legacy and Prevent Olympic Sites from Becoming White Elephants

      By: Isao Okada and Stephen A. Greyser
      In recent years, the total spending on hosting the Olympic Games has snowballed. The 2008 Beijing Olympic Games spent $40 billion on infrastructure development, and the 2014 Sochi Winter Olympics reached $50 billion. Even when the glorious but costly Olympic Games come... View Details
      Keywords: Olympic Venue; Effective Reuse; White Elephant; Sustainability; Buildings and Facilities; Sports
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      Okada, Isao, and Stephen A. Greyser. "After the Carnival: Key Factors to Enhance Olympic Legacy and Prevent Olympic Sites from Becoming White Elephants." Harvard Business School Working Paper, No. 19-019, August 2018.
      • July 2018 (Revised September 2018)
      • Case

      Donald Trump and the Tax Cuts and Jobs Act

      By: Matthew Weinzierl and Robert Scherf
      In January 2018, President Donald Trump was full of optimism. He had just signed the most substantial legislation of his young presidency, the Tax Cuts and Jobs Act (TCJA), making major changes to the tax code. Echoing his campaign slogan—Make America Great Again—Trump... View Details
      Keywords: Taxation; Jobs and Positions; Government and Politics; Public Opinion; United States
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      Weinzierl, Matthew, and Robert Scherf. "Donald Trump and the Tax Cuts and Jobs Act." Harvard Business School Case 719-002, July 2018. (Revised September 2018.)
      • June 2018 (Revised January 2019)
      • Background Note

      Visualizing Data & Effective Communication

      By: Srikant M. Datar and Caitlin N. Bowler
      This note explores three specific ways an analyst can use visualization. Section 1 considers visualization to explore data. Section 2 discusses visualization as a tool for developing a deeper understanding of trends and phenomena encoded in the data. Section 3... View Details
      Keywords: Data Visualization; Graphical Guidelines; Charts; Analytics and Data Science; Communication
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      Datar, Srikant M., and Caitlin N. Bowler. "Visualizing Data & Effective Communication." Harvard Business School Background Note 118-114, June 2018. (Revised January 2019.)
      • May 2018
      • Exercise

      Data Visualization & Communication Exercise

      By: Srikant M. Datar and Caitlin N. Bowler
      This exercise uses the 1986 Challenger shuttle disaster to explore the relationship between data visualization, effective communication, and decision-making. Students review and analyze excerpts from the 13 charts engineers presented to NASA executives the night before... View Details
      Keywords: Visualization; Data; Analytics and Data Science; Communication; Performance Effectiveness; Decision Making; Analysis
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      Datar, Srikant M., and Caitlin N. Bowler. "Data Visualization & Communication Exercise." Harvard Business School Exercise 118-107, May 2018.
      • September 2017
      • Article

      Time-Driven Activity-Based Costing to Estimate Cost of Care at Multidisciplinary Aerodigestive Centers

      By: Robert S. Kaplan, Jordan A. Garcia, Bipin Mistry, Stephen Hardy, Mary Shannon Fracchia, Cheryl Hersh, Carissa Wentland, Joseph Vadakekalam and Christopher J. Hartnick
      Time-driven activity-based costing was used to estimate the cost of care for patients with laryngeal cleft seen between 2008 and 2013 at the Massachusetts Eye and Ear Infirmary Pediatric Aerodigestive Center. Retrospective chart review was performed to identify clinic... View Details
      Keywords: Time-Driven Activity-Based Costing; Activity Based Costing and Management; Health Care and Treatment
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      Kaplan, Robert S., Jordan A. Garcia, Bipin Mistry, Stephen Hardy, Mary Shannon Fracchia, Cheryl Hersh, Carissa Wentland, Joseph Vadakekalam, and Christopher J. Hartnick. "Time-Driven Activity-Based Costing to Estimate Cost of Care at Multidisciplinary Aerodigestive Centers." The Laryngoscope 127, no. 9 (September 2017).
      • November 2016 (Revised April 2025)
      • Case

      Lynda Bussgang's Stages

      By: Thomas J. DeLong and Carin-Isabel Knoop
      Lynda Bussgang is getting ready for her 25th Harvard College reunion and for the first time she is actually looking forward to it. Unlike some of her classmates she has charted her own course to happiness. This path took her from musical theater, to non-profit work to... View Details
      Keywords: Personal Development and Career; Success
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      DeLong, Thomas J., and Carin-Isabel Knoop. "Lynda Bussgang's Stages." Harvard Business School Case 417-034, November 2016. (Revised April 2025.)
      • September 2016
      • Article

      Communicating Value in Healthcare Using Radar Charts: A Case Study of Prostate Cancer

      By: Nikhil G. Thaker, Tariq N. Ali, Michael E. Porter, Thomas W. Feeley, Robert S. Kaplan and Steven J. Frank
      Question: Can we create a value-based tool to visualize the outcomes and cost of various treatments that could facilitate patient-centered decision making?

      Summary Answer: We developed a standardized value framework by using radar charts to visualize and... View Details
      Keywords: Decision Making; Health Care and Treatment; Health Industry
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      Thaker, Nikhil G., Tariq N. Ali, Michael E. Porter, Thomas W. Feeley, Robert S. Kaplan, and Steven J. Frank. "Communicating Value in Healthcare Using Radar Charts: A Case Study of Prostate Cancer." Journal of Oncology Practice 12, no. 9 (September 2016): 813–820.
      • August 23, 2016
      • Article

      7 Charts Show How Political Affiliation Shapes U.S. Boards

      By: J. Yo-Jud Cheng and Boris Groysberg
      Keywords: Board Of Directors; Political Affiliation; Corporate Governance
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      Cheng, J. Yo-Jud, and Boris Groysberg. "7 Charts Show How Political Affiliation Shapes U.S. Boards." Harvard Business Review (website) (August 23, 2016).
      • July–August 2016
      • Article

      Beyond the Holacracy Hype: The Overwrought Claims—and Actual Promise—of the Next Generation of Self-Managed Teams

      By: Ethan Bernstein, John Bunch, Niko Canner and Michael Lee
      Holacracy and other forms of self-organization have been getting a lot of press. Proponents hail them as "flat" environments that foster flexibility, engagement, productivity, and efficiency. Critics say they're naive, unrealistic experiments. We argue, using evidence... View Details
      Keywords: Self-Managed Organizations; Self-Managed Teams; Reliability; Adaptability; Holacracy; Organization Design; Organization Structure; Organizational Charts; Organizational Architecture; Organizational Forms; Organizational Design; Organizational Structure; Organizational Change and Adaptation; Performance Effectiveness; Performance Productivity; Management Practices and Processes; Management Systems; Managerial Roles; Human Resources; Apparel and Accessories Industry; Manufacturing Industry; Retail Industry; Public Administration Industry; Technology Industry; North America
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      Bernstein, Ethan, John Bunch, Niko Canner, and Michael Lee. "Beyond the Holacracy Hype: The Overwrought Claims—and Actual Promise—of the Next Generation of Self-Managed Teams." Harvard Business Review 94, nos. 7-8 (July–August 2016): 38–49.
      • Article

      Defining the Value Framework for Prostate Brachytherapy Using Patient-Centered Outcome Metrics and Time-Driven Activity-Based Costing

      By: N.G. Thaker, T.J. Pugh, U. Mahmood, S. Choi, T.E. Spinks, N.E. Martin, T.T. Sio, R.J. Kudchadker, R. S. Kaplan, D.A. Kuban, D.A. Swanson, P.F. Orio, M.J. Zelefsky, B.W. Cox, L. Potters, T.A. Buchholz, T.W. Feeley and S.J. Frank
      PURPOSE: Value, defined as outcomes over costs, has been proposed as a measure to evaluate prostate cancer (PCa) treatments. We analyzed standardized outcomes and time-driven activity-based costing (TDABC) for prostate brachytherapy (PBT) to define a value... View Details
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      Thaker, N.G., T.J. Pugh, U. Mahmood, S. Choi, T.E. Spinks, N.E. Martin, T.T. Sio, R.J. Kudchadker, R. S. Kaplan, D.A. Kuban, D.A. Swanson, P.F. Orio, M.J. Zelefsky, B.W. Cox, L. Potters, T.A. Buchholz, T.W. Feeley, and S.J. Frank. "Defining the Value Framework for Prostate Brachytherapy Using Patient-Centered Outcome Metrics and Time-Driven Activity-Based Costing." Brachytherapy 15, no. 3 (May 2016): 274–282.
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