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  • All HBS Web  (2,411)
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  • Article

Faithful and Customizable Explanations of Black Box Models

By: Himabindu Lakkaraju, Ece Kamar, Rich Caruana and Jure Leskovec
As predictive models increasingly assist human experts (e.g., doctors) in day-to-day decision making, it is crucial for experts to be able to explore and understand how such models behave in different feature subspaces in order to know if and when to trust them. To... View Details
Keywords: Interpretable Machine Learning; Black Box Models; Decision Making; Framework
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Lakkaraju, Himabindu, Ece Kamar, Rich Caruana, and Jure Leskovec. "Faithful and Customizable Explanations of Black Box Models." Proceedings of the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (2019).
  • August 2016
  • Teaching Note

Mahindra Lifespace Developers' Venture into Affordable Housing

By: Joseph B. Fuller and Monica Baraldi
Mahindra Lifespace Developers Limited (MLDL) was the infrastructure and real estate arm of the Mahindra Group, an Indian conglomerate with revenues of $16.5 billion in 2014. Employing 400 experts in land acquisition, design, project management, sales and marketing, and... View Details
Keywords: Business Conglomerates; Business Startups; Development Economics; Developing Countries and Economies; Corporate Entrepreneurship; Social Entrepreneurship; Housing; Emerging Markets; Business and Government Relations; Human Needs; Social Issues; Urban Development; Real Estate Industry; India
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Fuller, Joseph B., and Monica Baraldi. "Mahindra Lifespace Developers' Venture into Affordable Housing." Harvard Business School Teaching Note 317-029, August 2016.
  • September–October 2019
  • Article

How Purchase Probability Scales Can Shed Light on Consumer Purchase Intentions

By: Rene Befurt and Alvin J. Silk
Market researchers generally, and survey experts specifically, study consumers to learn about their behavior: What are consumers’ opinions, attitudes, thoughts, and actions at the various stages of the buying process? Especially in litigation cases, these and other... View Details
Keywords: Purchase Intentions; Buying Process; Consumer Behavior; Surveys
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Befurt, Rene, and Alvin J. Silk. "How Purchase Probability Scales Can Shed Light on Consumer Purchase Intentions." Landslide: Advancing Intellectual Property Law 12, no. 1 (September–October 2019): 51–54.
  • September 2017 (Revised March 2018)
  • Case

Great Lakes Banking Group: Data Management

By: Shane Greenstein and Christine Snively
In May 2016, Michael Rechtin, an expert in international data center law, advised global financial services firm Great Lakes Banking Group (GLBG) on its plans to upgrade its data centers. The bank’s data processing and storage systems were in need of an update, and... View Details
Keywords: Information Infrastructure; Infrastructure; Operations; Information Management
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Greenstein, Shane, and Christine Snively. "Great Lakes Banking Group: Data Management." Harvard Business School Case 618-021, September 2017. (Revised March 2018.)
  • May–June 2015
  • Article

Big Data: Big Deal or Big Hype?

By: Sunil Gupta
Google Flu Trends article of November 2008 heralded a new age for big data where it is possible to leverage the vast amount of data to speak for itself, without theory or expert knowledge of the subject matter. However, in a short span the pendulum swung from big data... View Details
Keywords: Big Data; Analytics and Data Science; Management Practices and Processes
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Gupta, Sunil. "Big Data: Big Deal or Big Hype?" European Business Review (May–June 2015).
  • March 2015
  • Case

Guiding Professional Accountants to Do the Right Thing

By: Paul Healy, V.G. Narayanan and Penelope Rossano
The Ethics Advisory Committee of the Institute of Chartered Accountants in England and Wales (ICAEW) provides training and support for member Chartered Accountants to help them deal with difficult professional situations. Members can seek help through call centers and... View Details
Keywords: Accounting; Ethics; Professional Conduct
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Healy, Paul, V.G. Narayanan, and Penelope Rossano. "Guiding Professional Accountants to Do the Right Thing." Harvard Business School Case 115-028, March 2015.
  • February 2008
  • Case

SPECIALISTERNE: Sense & Details

Three-quarters of Specialisterne's expert software testing staff are diagnosed with some form of Autistic Spectrum Disorder (ASD). Usually a handicap, ASD conveys talents especially suited to software testing and other highly repetitive tasks that require very high... View Details
Keywords: Business Model; For-Profit Firms; Health Disorders; Employees; Performance Evaluation; Quality; Software; Information Technology Industry
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Austin, Robert D., Jonathan Wareham, and Javier Busquets. "SPECIALISTERNE: Sense & Details." Harvard Business School Case 608-109, February 2008.
  • March 2023
  • Teaching Note

Ransomware Attack at Colonial Pipeline Company

By: Suraj Srinivasan and Li-Kuan Ni
Teaching Note for HBS Case No. 123-069. On the morning of May 7, 2021, Colonial Pipeline Company became aware that the company had been the victim of a malicious ransomware attack that had stolen and locked up company data. The extortionists demanded 75 bitcoins (worth... View Details
Keywords: Disruption; Communication; Communication Strategy; Decision Making; Decision Choices and Conditions; Judgments; Corporate Accountability; Corporate Disclosure; Corporate Governance; Governance Controls; Policy; Employees; News; Cybersecurity; Digital Strategy; Information Infrastructure; Information Management; Internet and the Web; Crisis Management; Business or Company Management; Resource Allocation; Risk Management; Negotiation Tactics; Failure; Business and Stakeholder Relations; Attitudes; Behavior; Perception; Reputation; Trust; Public Opinion; Social Issues; Infrastructure; Distribution Industry; United States; Alabama
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Srinivasan, Suraj, and Li-Kuan Ni. "Ransomware Attack at Colonial Pipeline Company." Harvard Business School Teaching Note 123-070, March 2023.
  • April 2012
  • Article

Teamwork on the Fly

By: Amy C. Edmondson
In a fast-paced and ever-changing business environment, traditional teams aren't always practical. Instead, companies increasingly employ teaming: gathering experts in temporary groups to solve problems they may be encountering for the first and only time. This... View Details
Keywords: Teaming; Cross-functional Integration; Organizational Learning; Groups and Teams; Experience and Expertise; Interpersonal Communication; Projects; Social and Collaborative Networks; Competency and Skills; Learning
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Edmondson, Amy C. "Teamwork on the Fly." Harvard Business Review 90, no. 4 (April 2012).
  • 2014
  • Book

Accelerate: Building Strategic Agility for a Faster-Moving World

By: John P. Kotter
Based on the award-winning article in Harvard Business Review, from global leadership expert John Kotter. It's a familiar scene in organizations today: a new competitive threat or a big opportunity emerges. You quickly create a strategic initiative in response and... View Details
Keywords: Competitive Strategy; Organizational Structure
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Kotter, John P. Accelerate: Building Strategic Agility for a Faster-Moving World. Harvard Business Review Press, 2014.
  • October 2018
  • Case

Recipe for Success: Growth and Evolution at Cafe Cupcake

By: Anthony Mayo and Heather Beckham
Café Cupcake (CC) is a fast-casual restaurant chain that offers artisan cupcakes and light fare throughout the southeastern United States and Texas. This case chronicles the growth and evolution of Café Cupcake. It also considers the specific human resource challenges... View Details
Keywords: Growth and Development Strategy; Human Resources; Management; Organizational Change and Adaptation; Organizational Culture; Food and Beverage Industry
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Mayo, Anthony, and Heather Beckham. "Recipe for Success: Growth and Evolution at Cafe Cupcake." Harvard Business School Brief Case 919-509, October 2018.
  • Research Summary

Creating Corporate Value Added

By: Joseph L. Bower
In response to dramatic changes in the business environment--hypercompetition in many traditional industries, short product life cycles, and new competitors based in emerging nations--successful companies have responded by repositioning themselves in the global markets... View Details
  • January 1998 (Revised April 2001)
  • Case

Acer America: Development of the Aspire

By: Christopher A. Bartlett and Anthony St. George
Follows the development, national launch, and global rollout of the Aspire, Acer's first new product developed outside of Taiwan. Implementing a very promising new PC concept proves challenging to Mike Culver and his U.S. team, who are plagued by coordination problems... View Details
Keywords: Global Strategy; Globalized Firms and Management; Organizational Design; Supply Chain; Problems and Challenges; Relationships; Business Subsidiaries; Product Launch; Computer Industry; United States; Taiwan
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Bartlett, Christopher A., and Anthony St. George. "Acer America: Development of the Aspire." Harvard Business School Case 399-011, January 1998. (Revised April 2001.)
  • 2007
  • Book

Perspectives on Risk and Regulation: The FDA at 100

By: Arthur A. Daemmrich and Joanna Radin
Perspectives on Risk and Regulation: The FDA at 100 brings together the viewpoints of Food and Drug Administration officials and industry leaders on the future of regulating food, drugs, medical devices, and dietary supplements. In a period of rapid scientific... View Details
Keywords: Private Sector; Governing Rules, Regulations, and Reforms; Policy; Health Care and Treatment; Business and Government Relations; Risk and Uncertainty; Cooperation
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Daemmrich, Arthur A., and Joanna Radin, eds. Perspectives on Risk and Regulation: The FDA at 100. Chemical Heritage Foundation, 2007. (Fulltext.)
  • Research Summary

On-line social networks

Professor Piskorski's current research examines why and how people use on-line social networks, both in the US and abroad. Using extensive fieldwork and large scale empirical analyses, he constructed theories of social failures and networks as covers... View Details

Keywords: Social Networks
  • November 2023 (Revised June 2025)
  • Case

Aviva plc: Examining Net Zero

By: Peter Tufano, Brian Trelstad and Matteo Gasparini
The board of Aviva Plc, one of the world’s largest insurers, must review its climate risk exposures and evaluate next steps. Risk experts at the firm have conducted a robust set of analyses prepared for its regulator, the Bank of England, simulating how various climate... View Details
Keywords: Analysis; Climate Change; Insurance; Governing and Advisory Boards; Risk Management; Adaptation; Financial Services Industry; Insurance Industry; Europe; United Kingdom
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Tufano, Peter, Brian Trelstad, and Matteo Gasparini. "Aviva plc: Examining Net Zero." Harvard Business School Case 324-008, November 2023. (Revised June 2025.)
  • April 2018
  • Supplement

Flipkart (B): The Ongoing Battle for India's E-Commerce Market

By: Sunil Gupta, Das Narayandas and Rachna Tahilyani
In 2017, both Flipkart and Amazon claimed leadership position in India's recently concluded key annual festive season sale, but it was too early to declare victory. Amazon continues to invest heavily in India. Competition from newer players is increasing. Media reports... View Details
Keywords: Digital Platforms; Internet and the Web; Competition; Retail Industry; India
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Gupta, Sunil, Das Narayandas, and Rachna Tahilyani. "Flipkart (B): The Ongoing Battle for India's E-Commerce Market." Harvard Business School Supplement 518-097, April 2018.
  • June 2017 (Revised October 2017)
  • Case

Organizing for Performance: Four Vignettes

By: Robert Simons
This case provides four examples of organizations with very different business strategies: Walmart, Starbucks, Harvard Business School, and Google. To support their varying strategies, each of these organizations requires a specific configuration to provide the most... View Details
Keywords: Strategy And Execution; Management Control Systems; Organization; Span Of Control; Job Design; Resource Allocation; Organizational Design; Competitive Strategy; Value Creation
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Simons, Robert. "Organizing for Performance: Four Vignettes." Harvard Business School Case 117-062, June 2017. (Revised October 2017.)
  • 2020
  • Book

Think Outside the Building: How Advanced Leaders Can Change the World One Smart Innovation at a Time

By: Rosabeth Moss Kanter
Over a decade ago, renowned innovation expert Rosabeth Moss Kanter co-founded and then directed Harvard’s Advanced Leadership Initiative. Her breakthrough work with hundreds of successful professionals and executives, as well as aspiring young entrepreneurs, identifies... View Details
Keywords: Leaders; Advanced Leadership; Advanced Leadership Initiative; Community; Change Leadership; Innovation; Problem Solving; Cross-sector Collaboration; Institutional Change; Leadership; Change; Leading Change; Communication; Innovation Leadership; Collaborative Innovation and Invention; Organizational Change and Adaptation; Business and Community Relations; Civil Society or Community
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Kanter, Rosabeth Moss. Think Outside the Building: How Advanced Leaders Can Change the World One Smart Innovation at a Time. New York: PublicAffairs, 2020.
  • 2019
  • Report

U.S. Nuclear Energy Leadership: Innovation and the Strategic Global Challenge

By: Joseph B. Lassiter III
Throughout 2018, the Atlantic Council Global Energy Center convened a “Task Force on US Nuclear Energy Leadership,” which comprised civilian and military experts in foreign policy, defense, and nuclear energy. Senators Mike Crapo (R-ID) and Sheldon Whitehouse (D-RI)... View Details
Keywords: Nuclear Energy; Environment; Energy Sources; Energy; Energy Generation; Energy Conservation; Energy Policy; Global Range; Energy Industry
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"U.S. Nuclear Energy Leadership: Innovation and the Strategic Global Challenge." Report, Atlantic Council, 2019.
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