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  • August 2000 (Revised December 2001)
  • Background Note

Emerging Networked Business Models: Lessons from the Field

By: Lynda M. Applegate and Meredith Collura
Provides an overview of the networked models that are revolutionizing market industries and the organizations that compete and do business within them. Teaching Purpose: To introduce students and executives to emerging networked models and to provide a foundation for... View Details
Keywords: Business Model; Decision Making; Networks; Strategy
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Applegate, Lynda M., and Meredith Collura. "Emerging Networked Business Models: Lessons from the Field ." Harvard Business School Background Note 801-172, August 2000. (Revised December 2001.)
  • September 2017
  • Case

Tencent

By: John R. Wells and Gabriel Ellsworth
Tencent had undergone many transformations since it was founded in 1998 as a simple messaging service. In 2017, it was the largest online games provider in China with a wide range of game types, China’s largest social networking service provider with several of the... View Details
Keywords: Tencent; Tencent Holdings; WeChat; Social Networking; Social Networks; Gaming; Gaming Industry; Video Games; Computer Games; Mobile Gaming; Portals; Payments; Mobile Payments; O2O; Online-to-offline; E-commerce; Messaging; Subscription Model; Freemium; Mobile App Industry; Smartphone; PC; Monetization Strategy; Antitrust; Streaming; Cloud Computing; Artificial Intelligence; Big Data; Alibaba; Facebook; JD.com; Tesla; Bundling; Synergies; Digital Strategy; Imitation; Licensing; Agility; Entry Barriers; Online Platforms; Advertising; Digital Marketing; Business Ventures; Acquisition; Mergers and Acquisitions; Business Conglomerates; Business Units; Business Growth and Maturation; Business Organization; For-Profit Firms; Joint Ventures; Restructuring; Communication; Communication Technology; Blogs; Interactive Communication; Interpersonal Communication; Entertainment; Film Entertainment; Games, Gaming, and Gambling; Music Entertainment; Investment; Investment Portfolio; Price; Profit; Revenue; Geographic Scope; Cross-Cultural and Cross-Border Issues; Global Strategy; Multinational Firms and Management; Globalized Markets and Industries; Business History; Innovation Strategy; Technological Innovation; Business or Company Management; Goals and Objectives; Growth and Development Strategy; Product Positioning; Social Marketing; Network Effects; Emerging Markets; Market Entry and Exit; Digital Platforms; Industry Growth; Monopoly; Media; Distribution Channels; Product Development; Service Delivery; Organizational Change and Adaptation; Organizational Structure; Public Ownership; Problems and Challenges; Business and Government Relations; Groups and Teams; Networks; Opportunities; Social and Collaborative Networks; Strategy; Adaptation; Business Strategy; Commercialization; Competition; Competitive Advantage; Competitive Strategy; Cooperation; Corporate Strategy; Diversification; Expansion; Horizontal Integration; Vertical Integration; Segmentation; Information Technology; Internet and the Web; Mobile and Wireless Technology; Internet and the Web; Applications and Software; Information Infrastructure; Digital Platforms; Internet and the Web; Mobile and Wireless Technology; Value Creation; Communications Industry; Entertainment and Recreation Industry; Financial Services Industry; Information Industry; Information Technology Industry; Media and Broadcasting Industry; Motion Pictures and Video Industry; Music Industry; Service Industry; Technology Industry; Telecommunications Industry; Video Game Industry; Web Services Industry; Asia; China; Canton (province, China)
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Wells, John R., and Gabriel Ellsworth. "Tencent." Harvard Business School Case 718-426, September 2017.
  • May 2016 (Revised October 2016)
  • Case

Agricultural Revolution without a Land Revolution: the Megafarms of CP Group

By: William C. Kirby and Nancy Hua Dai
This case describes the megafarm model launched by the CP group as part of their efforts to ensure the safety and quality of their supply chain of agricultural products (particularly, eggs) in China while also promoting the welfare of Chinese farmers. This model was... View Details
Keywords: China; Poultry; Public-private Partnership; Animal-Based Agribusiness; Family Business; Agriculture and Agribusiness Industry; China
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Kirby, William C., and Nancy Hua Dai. "Agricultural Revolution without a Land Revolution: the Megafarms of CP Group." Harvard Business School Case 316-150, May 2016. (Revised October 2016.)
  • 2021
  • Working Paper

Equilibrium Effects of Pay Transparency

By: Zoë B. Cullen and Bobak Pakzad-Hurson
The public discourse around pay transparency has focused on the direct effect: how workers seek to rectify newly-disclosed pay inequities through renegotiations. The question of how wage-setting and hiring practices of the firm respond in equilibrium has received... View Details
Keywords: Pay Transparency; Online Labor Market; Privacy; Wage Gap; Negotiation; Corporate Disclosure; Compensation and Benefits; Gender
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Cullen, Zoë B., and Bobak Pakzad-Hurson. "Equilibrium Effects of Pay Transparency." Working Paper, June 2021. (Econometrica, Vol 91, No. 3 (May, 2023), 765-802.)
  • Research Summary

Networks

  1. Platforms and Network Effect
  2. On-line Social Networks
  3. Business Models
 View Details
  • August 2018 (Revised September 2018)
  • Supplement

LendingClub (C): Gradient Boosting & Payoff Matrix

By: Srikant M. Datar and Caitlin N. Bowler
This case builds directly on the LendingClub (A) and (B) cases. In this case students follow Emily Figel as she builds an even more sophisticated model using the gradient boosted tree method to predict, with some probability, whether a borrower would repay or default... View Details
Keywords: Data Analytics; Data Science; Investment; Financing and Loans; Analytics and Data Science; Analysis; Forecasting and Prediction
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Datar, Srikant M., and Caitlin N. Bowler. "LendingClub (C): Gradient Boosting & Payoff Matrix." Harvard Business School Supplement 119-022, August 2018. (Revised September 2018.)
  • Article

Measuring the Effectiveness of Competition in Defense Procurement: A Survey of the Empirical Literature

By: James J. Anton and Dennis A. Yao
This article surveys the literature that has attempted to measure competition's effects on defense procurement. The focus is on conceptual underpinnings of models rather than technical aspects of estimation procedures. While providing valuable insight, the models are... View Details
Keywords: Performance Effectiveness; Competition; Surveys; Value; Economics; Forecasting and Prediction; Programs; Power and Influence; Management Analysis, Tools, and Techniques
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Anton, James J., and Dennis A. Yao. "Measuring the Effectiveness of Competition in Defense Procurement: A Survey of the Empirical Literature." Journal of Policy Analysis and Management 9, no. 1 (Winter 1990): 60–79. (Harvard users click here for full text.)
  • March 2005 (Revised March 2006)
  • Background Note

Activity-Based Costing and Capacity

By: Robert S. Kaplan
Discusses the use of budgeted rather than historical data in an activity-based costing (ABC) model and argues for calculating rates using practical capacity, not actual utilization. An ABC model need not be limited to analysis of historical data. When cost driver rates... View Details
Keywords: Activity Based Costing and Management; Accounting Industry
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Kaplan, Robert S. "Activity-Based Costing and Capacity." Harvard Business School Background Note 105-059, March 2005. (Revised March 2006.)

    Unexploited Efficiencies in Higher Education

    This paper provides an economic model of a university for use in sensitivity and scenario analyses to enhance efficiency. Such modeling contributes to efforts to lower costs and increase college attainment. Executives at BYU-Idaho, identified as one of the most... View Details
    • April 2011 (Revised July 2014)
    • Case

    Hindustan Petroleum Corporation Ltd.: Driving Change Through Internal Communication

    By: Boris Groysberg and Michael Slind
    Hindustan Petroleum (HPCL), confronted in 2003 with an urgent need to change how it operated externally, adopted a highly innovative approach to communicating internally. This case, set in 2010, presents an overview of the new, more interactive model of employee... View Details
    Keywords: Communication Strategy; Interpersonal Communication; Employee Relationship Management; Innovation and Management; Leading Change; Management Practices and Processes; Organizational Change and Adaptation; Organizational Culture; Corporate Strategy; India
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    Groysberg, Boris, and Michael Slind. "Hindustan Petroleum Corporation Ltd.: Driving Change Through Internal Communication." Harvard Business School Case 411-077, April 2011. (Revised July 2014.)
    • 06 Jul 2011
    • Research & Ideas

    Are You a Level-Six Leader?

    several options)? “Opportunists are the people who always ask, 'What's in it for me?'” Asking the question whom do you serve? is a powerful vector on which to build a useful typology of leadership. Based on this idea, I have constructed a six-level Purpose-Driven View Details
    Keywords: by Mitch Maidique
    • 01 Dec 2015
    • News

    What to Do When Your Organization Has Dueling Missions

    • August 2013 (Revised November 2013)
    • Case

    Ford vs. GM: The Evolution of Mass Production (A)

    By: Willy Shih

    This case explores the very different paths taken by the Ford Motor Company and the General Motors Corporation in the first three decades of the twentieth century. Henry Ford's Model T was a car for the masses. After considerable experimentation, Ford Motor... View Details

    Keywords: Innovation; Exploration; Dominant Design; Business Growth and Maturation; Business History; Innovation and Management; Innovation Strategy; Technological Innovation; Leading Change; Growth and Development Strategy; Product Positioning; Product Design; Product Development; Business Strategy; Corporate Strategy; Vertical Integration; Auto Industry; Manufacturing Industry; Michigan
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    Shih, Willy. "Ford vs. GM: The Evolution of Mass Production (A)." Harvard Business School Case 614-010, August 2013. (Revised November 2013.)
    • November 2002 (Revised February 2003)
    • Case

    Amazon.com-2002

    By: Stig Leschly, Michael J. Roberts, William A. Sahlman and Todd H Thedinga
    Describes the evolution of Amazon.com and its business model since its founding. Specifically, discusses Amazon's transformation from an e-Tailer to a commerce platform and its marketplace initiative, which has driven this. Also describes the economics of various... View Details
    Keywords: Business Model; Digital Platforms; Internet and the Web; Transformation; Retail Industry
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    Leschly, Stig, Michael J. Roberts, William A. Sahlman, and Todd H Thedinga. "Amazon.com-2002." Harvard Business School Case 803-098, November 2002. (Revised February 2003.)
    • September 2020 (Revised November 2020)
    • Case

    d.light

    By: Michael Chu, Krishna G. Palepu and Dilyana Karadzhova Botha
    Kenyan off-grid-solar pioneer d.light can power entire homes in rural Africa but must now decide how to fund the growth of its asset-heavy business model. Ned Tozun and Sam Goldman founded d.light in 2006 to transform lives through solar solutions enabling access to... View Details
    Keywords: Alternative Energy; Business Model; Capital; Emerging Markets; Expansion; Financial Strategy; Renewable Energy; Strategy; Social Entrepreneurship; Energy Industry; Africa; Kenya; India
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    Chu, Michael, Krishna G. Palepu, and Dilyana Karadzhova Botha. "d.light." Harvard Business School Case 321-069, September 2020. (Revised November 2020.)
    • 2018
    • Working Paper

    Quantile Forecasts of Product Life Cycles Using Exponential Smoothing.

    By: Xiaojia Guo, Kenneth C. Lichtendahl Jr. and Yael Grushka-Cockayne
    We introduce an exponential smoothing model that a manager can use to forecast the demand of a new product or service. The model has five features that make it suitable for accurately forecasting product life cycles at scale. First, the trend in our model follows the... View Details
    Keywords: New Product Development; Demand Forecasting; Product Adoption; Innovation Diffusion; Product Development; Demand and Consumers; Forecasting and Prediction; Adoption
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    Guo, Xiaojia, Kenneth C. Lichtendahl Jr., and Yael Grushka-Cockayne. "Quantile Forecasts of Product Life Cycles Using Exponential Smoothing." Harvard Business School Working Paper, No. 19-038, October 2018. (Darden Business School Working Paper, No. 2805244, July 2016.)
    • October 1997 (Revised June 1998)
    • Case

    Woolworths South Africa

    By: David B. Yoffie and Anthony St. George
    Woolworths South Africa is one of the most successful retail chains in the country, modeled on Marks and Spencer of the United Kingdom. This case focuses on the sources of Woolworth's competitive advantage within South Africa and the challenges of growth in the wake of... View Details
    Keywords: Growth and Development Strategy; Competitive Strategy; Corporate Strategy; Growth Management; Global Strategy; Industry Structures; Marketing Strategy; Strategy; Business or Company Management; Retail Industry; South Africa
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    Yoffie, David B., and Anthony St. George. "Woolworths South Africa." Harvard Business School Case 798-026, October 1997. (Revised June 1998.)
    • 2020
    • Book

    Competing in the Age of AI: Strategy and Leadership When Algorithms and Networks Run the World

    By: Marco Iansiti and Karim R. Lakhani
    In industry after industry, data, analytics, and AI-driven processes are transforming the nature of work. While we often still treat AI as the domain of a specific skill, business function, or sector, we have entered a new era in which AI is challenging the very... View Details
    Keywords: Artificial Intelligence; Technological Innovation; Change; Competition; Strategy; Leadership; Business Processes; Organizational Change and Adaptation; AI and Machine Learning
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    Iansiti, Marco, and Karim R. Lakhani. Competing in the Age of AI: Strategy and Leadership When Algorithms and Networks Run the World. Boston: Harvard Business Review Press, 2020.

      Alberto F. Cavallo

      Alberto Cavallo is the Thomas S. Murphy Professor of Business Administration at Harvard Business School, where he teaches in the Business, Government, and the International Economy (BGIE) unit, a Faculty Research Fellow at the National Bureau of Economic Research, a... View Details

      • November 2015
      • Exercise

      GenapSys Exercise - Introduction to Free Cash Flow Curves

      By: Shikhar Ghosh, Joseph B. Fuller and Christopher Payton
      Exercise to accompany "GenapSys: Business Models for the Genome" View Details
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      Ghosh, Shikhar, Joseph B. Fuller, and Christopher Payton. "GenapSys Exercise - Introduction to Free Cash Flow Curves." Harvard Business School Exercise 816-701, November 2015.
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