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    • All HBS Web  (1,639)
      • Faculty Publications  (229)

      Network EffectsRemove Network Effects →

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      • 2016
      • Article

      Peer-to-Peer Markets

      By: Liran Einav, Chiara Farronato and Jonathan Levin
      Peer-to-peer markets such as eBay, Uber, and Airbnb allow small suppliers to compete with traditional providers of goods or services. We view the primary function of these markets as making it easy for buyers to find sellers and engage in convenient, trustworthy... View Details
      Keywords: Peer-to-peer; Online Platforms; Matching; Innovation; Digital Platforms; Marketplace Matching; Market Design; Internet and the Web; Technology Adoption; Network Effects; Market Entry and Exit
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      Einav, Liran, Chiara Farronato, and Jonathan Levin. "Peer-to-Peer Markets." Annual Review of Economics 8 (2016): 615–635.
      • 2016
      • Chapter

      Networks and the Macroeconomy: An Empirical Exploration

      By: Daron Acemoglu, Ufuk Akcigit and William R. Kerr
      The propagation of macroeconomic shocks through input-output and geographic networks can be a powerful driver of macroeconomic fluctuations. We first exposit that in the presence of Cobb-Douglas production functions and consumer preferences, there is a specific pattern... View Details
      Keywords: Economic Fluctuations; Geographic Collocation; Input-output Linkages; Propagation; Shocks; Networks; Fluctuation; System Shocks; Macroeconomics
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      Acemoglu, Daron, Ufuk Akcigit, and William R. Kerr. "Networks and the Macroeconomy: An Empirical Exploration." In NBER Macroeconomics Annual 2015, Vol. 30, edited by Martin Eichenbaum and Jonathan Parker, 273–335. Chicago, IL: University of Chicago Press, 2016.
      • October 2015
      • Case

      Facebook: The First Ten Years

      By: Shane Greenstein, Marco Iansiti and Christine Snively
      Facebook celebrated its ten year anniversary in February 2014. Over the past decade it has grown into the largest social network in the world with one billion users. After filing an IPO in 2012 at a $104 billion valuation (the third largest IPO in U.S. history), the... View Details
      Keywords: Social Networks; Technology; Facebook; Entrepreneurship; Profit; Open Source Distribution; Social and Collaborative Networks; Competition; Competitive Strategy; Internet and the Web; Digital Platforms; Social Media; Information Technology Industry
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      Greenstein, Shane, Marco Iansiti, and Christine Snively. "Facebook: The First Ten Years." Harvard Business School Case 616-012, October 2015. (More Info.)
      • September–October 2015
      • Article

      Facts and Figuring: An Experimental Investigation of Network Structure and Performance in Information and Solution Spaces

      By: Jesse Shore, Ethan Bernstein and David Lazer
      Using data from a novel laboratory experiment on complex problem solving in which we varied the structure of 16-person networks, we investigate how an organization's network structure shapes performance of problem-solving tasks. Problem solving, we argue, involves both... View Details
      Keywords: Networks; Experiments; Clustering; Problem Solving; Exploration And Exploitation; Knowledge; Search; Collaboration; Collaboration Structures; Transparency; Communication; Communication Technology; Information; Knowledge Use and Leverage; Organizational Design; Organizational Structure; Performance Effectiveness; Theory; Information Industry; Information Technology Industry; Public Administration Industry; Technology Industry; Service Industry
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      Shore, Jesse, Ethan Bernstein, and David Lazer. "Facts and Figuring: An Experimental Investigation of Network Structure and Performance in Information and Solution Spaces." Organization Science 26, no. 5 (September–October 2015): 1432–1446. (Won 2014 INGRoup Outstanding Paper Award.)
      • 2016
      • Working Paper

      Through the Grapevine: Network Effects on the Design of Executive Compensation Contracts

      By: Susanna Gallani
      Effective design of executive compensation contracts involves choosing and weighting performance measures, as well as defining the mix between fixed and incentive-based pay components, with a view to fostering talent retention and goal congruence. The variability in... View Details
      Keywords: Compensation Design; Board Interlocks; Compensation Consultants; Network Centrality; Homophily; Quadratic Assignment Procedure; Blockholders; Executive Compensation
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      Gallani, Susanna. "Through the Grapevine: Network Effects on the Design of Executive Compensation Contracts." Harvard Business School Working Paper, No. 16-019, August 2015. (Revised December, 2016.)
      • 2015
      • Working Paper

      Networks and the Macroeconomy: An Empirical Exploration

      By: Daron Acemoglu, Ufuk Akcigit and William Kerr
      The propagation of macroeconomic shocks through input-output and geographic networks can be a powerful driver of macroeconomic fluctuations. We first exposit that in the presence of Cobb-Douglas production functions and consumer preferences there is a specific pattern... View Details
      Keywords: Economic Fluctuations; Geographic Collocation; Input-output Linkages; Propagation; Shocks; Networks; Fluctuation; System Shocks; Macroeconomics
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      Acemoglu, Daron, Ufuk Akcigit, and William Kerr. "Networks and the Macroeconomy: An Empirical Exploration." Harvard Business School Working Paper, No. 16-006, July 2015.
      • Article

      How Local Context Shapes Digital Business Abroad

      By: William R. Kerr
      This article identifies how digital businesses need to be adapted to the local environment in which they are being applied. Core ideas include the development of strong barriers to entry, the types of network effects encountered, and the localization of business... View Details
      Keywords: Business Model; Information Technology; Geographic Location; Market Entry and Exit; Adaptation; Entrepreneurship; Network Effects
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      Kerr, William R. "How Local Context Shapes Digital Business Abroad." Harvard Business Review (website) (June 24, 2015).
      • 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.
      • 2014
      • Other Teaching and Training Material

      Marketing Reading: Creating Customer Value

      By: Sunil Gupta
      This Reading explores how firms can create value for their customers. The goal of any business is to delight customers by understanding its customers' needs and to provide products and services to meet those needs. As a result, it is critical to understand what... View Details
      Keywords: Consumer Behavior; Consumer Marketing; Customer Experience; Network Effects; Service Profit Chain; Total Customer Value
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      Gupta, Sunil. "Marketing Reading: Creating Customer Value." Core Curriculum Readings Series. Boston: Harvard Business Publishing 8176, 2014.
      • September 2014 (Revised January 2015)
      • Module Note

      Building Effective Working Relationships

      By: Lakshmi Ramarajan
      This note introduces a framework for deliberately building effective interpersonal relationships. First, we will define the necessary attributes of these relationships. Next, we will discuss common barriers to effectiveness. Lastly, we will provide tools to build and... View Details
      Keywords: Interpersonal Relations; Power And Influence; Networks; Interpersonal Communication; Performance Effectiveness
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      Ramarajan, Lakshmi. "Building Effective Working Relationships." Harvard Business School Module Note 415-030, September 2014. (Revised January 2015.)
      • September 2014 (Revised June 2017)
      • Case

      Google Inc. in 2014

      By: Benjamin Edelman and Thomas R. Eisenmann
      Describes Google's history, business model, governance structure, corporate culture, and processes for managing innovation. Reviews Google's recent strategic initiatives and the threats they pose to selected competitors. Asks what Google should do next. View Details
      Keywords: Search Engines; Google; Online Advertising; Internet and the Web; Network Effects; Business Model; Competition; Digital Marketing; Information Technology Industry; Advertising Industry
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      Edelman, Benjamin, and Thomas R. Eisenmann. "Google Inc. in 2014." Harvard Business School Case 915-004, September 2014. (Revised June 2017.)
      • September 2014
      • Case

      Google Inc. in 2014 (Abridged)

      By: Benjamin Edelman and Thomas R. Eisenmann
      Describes Google's history, business model, governance structure, corporate culture, and processes for managing innovation. Reviews Google's recent strategic initiatives and the threats they pose to Yahoo, Microsoft, and others. Asks what Google should do next. View Details
      Keywords: Search Engines; Google; Online Advertising; Internet and the Web; Network Effects; Business Model; Competition; Information Technology Industry; Advertising Industry
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      Edelman, Benjamin, and Thomas R. Eisenmann. "Google Inc. in 2014 (Abridged)." Harvard Business School Case 915-005, September 2014.
      • August 2014
      • Article

      Friends in High Places

      By: Lauren Cohen and Christopher Malloy
      We demonstrate that personal connections amongst U.S. politicians have a significant impact on Senate voting behavior. Networks based on alumni connections between politicians are consistent predictors of voting behavior. We estimate sharp measures that control for... View Details
      Keywords: Vote Trading; Networks; Legislation; Logrolling; Earmarks; Voting; Government Legislation; Social and Collaborative Networks; United States
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      Cohen, Lauren, and Christopher Malloy. "Friends in High Places." American Economic Journal: Economic Policy 6, no. 3 (August 2014): 63–91.
      • July 2014
      • Article

      Diasporas and Outsourcing: Evidence from oDesk and India

      By: Ejaz Ghani, William R. Kerr and Christopher Stanton
      This study examines the role of the Indian diaspora in the outsourcing of work to India. Our data are taken from oDesk, the world's largest online platform for outsourced contracts, where India is the largest country in terms of contract volume. We use an ethnic name... View Details
      Keywords: Diaspora; Outsourcing; oDesk; Networks; Job Cuts and Outsourcing; Diasporas; Internet and the Web; Ethnicity; Service Industry; South Asia; India
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      Ghani, Ejaz, William R. Kerr, and Christopher Stanton. "Diasporas and Outsourcing: Evidence from oDesk and India." Management Science 60, no. 7 (July 2014): 1677–1697.
      • Summer 2014
      • Article

      When Does a Platform Create Value by Limiting Choice?

      By: Ramon Casadesus-Masanell and Hanna Halaburda
      We present a theory for why it might be rational for a platform to limit the number of applications available on it. Our model is based on the observation that even if users prefer application variety, applications often also exhibit direct network effects. When there... View Details
      Keywords: Platform Governance; Direct Network Effects; Indirect Network Effects; Complements; Tragedy Of The Commons; Equilibrium Selection; Coordination; Foresight; Strategy; Value Creation; Digital Platforms; Balance and Stability; Decision Choices and Conditions; Consumer Behavior; Applications and Software; Network Effects
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      Casadesus-Masanell, Ramon, and Hanna Halaburda. "When Does a Platform Create Value by Limiting Choice?" Journal of Economics & Management Strategy 23, no. 2 (Summer 2014): 259–293.
      • 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.
      • April 2014
      • Article

      The Limits of Scale: Companies That Get Big Fast Are Often Left Behind. Here's Why.

      By: Hanna Halaburda and Felix Oberholzer-Gee
      The value of many products and services rises or falls with the number of customers using them; the fewer fax machines in use, the less important it is to have one. These network effects influence consumer decisions and affect companies' ability to compete. Strategists... View Details
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      Halaburda, Hanna, and Felix Oberholzer-Gee. "The Limits of Scale: Companies That Get Big Fast Are Often Left Behind. Here's Why." Harvard Business Review 92, no. 4 (April 2014): 95–99.
      • 2013
      • Working Paper

      Separating Homophily and Peer Influence with Latent Space

      By: Joseph P. Davin, Sunil Gupta and Mikolaj Jan Piskorski
      We study the impact of peer behavior on the adoption of mobile apps in a social network. To identify social influence properly, we introduce latent space as an approach to control for latent homophily, the idea that "birds of a feather flock together." In a series of... View Details
      Keywords: Social Influence; Social Network; Mobile App; Peer Effects; Latent Homophily; Latent Space; Proxy Variables; Familiarity; Behavior; Consumer Behavior; Applications and Software; Social and Collaborative Networks; Mobile and Wireless Technology; Power and Influence; Social Media
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      Davin, Joseph P., Sunil Gupta, and Mikolaj Jan Piskorski. "Separating Homophily and Peer Influence with Latent Space." Harvard Business School Working Paper, No. 14-053, January 2014.
      • 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; Accommodations Industry; Accounting Industry; Advertising Industry; Aerospace Industry; Agriculture and Agribusiness Industry; Air Transportation Industry; Apparel and Accessories Industry; Auto Industry; Banking Industry; Battery Industry; Beauty and Cosmetics Industry; Bicycle Industry; Biotechnology Industry; Chemical Industry; Communications Industry; Computer Industry; Construction Industry; Consulting Industry; Consumer Products Industry; Distribution Industry; Education Industry; Electronics Industry; Employment Industry; Energy Industry; Entertainment and Recreation Industry; Fashion Industry; Financial Services Industry; Fine Arts Industry; Food and Beverage Industry; Forest Products Industry; Forestry Industry; Green Technology Industry; Health Industry; Industrial Products Industry; Information Industry; Information Technology Industry; Insurance Industry; Journalism and News Industry; Legal Services Industry; Manufacturing Industry; Media and Broadcasting Industry; Medical Devices and Supplies Industry; Mining Industry; Motion Pictures and Video Industry; Motorcycle Industry; Music Industry; Pharmaceutical Industry; Public Administration Industry; Public Relations Industry; Publishing Industry; Pulp and Paper Industry; Rail Industry; Real Estate Industry; Retail Industry; Rubber Industry; Semiconductor Industry; Service Industry; Shipping Industry; Sports Industry; Steel Industry; Technology Industry; Telecommunications Industry; Tourism Industry; Transportation Industry; Travel Industry; Utilities Industry; Video Game Industry; Web Services 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.)
      • August 2013 (Revised July 2024)
      • Case

      Amazon in 2024

      By: Sunil Gupta and Margaret L. Rodriguez
      Amazon launched its website in July 1995 to sell books online and by 2020 it has grown to become a digital giant with over $280 billion in annual sales. A large part of its growth came from expanding into a variety of businesses that some see as unrelated. Has it... View Details
      Keywords: Platforms; Complements; Showrooming; Ecosystem; Growth Strategy; Competitive Advantage; Network Effects; Internet and the Web; Business Model; Competitive Strategy; Growth and Development Strategy; Digital Platforms; Retail Industry; Publishing Industry
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      Gupta, Sunil, and Margaret L. Rodriguez. "Amazon in 2024." Harvard Business School Case 514-025, August 2013. (Revised July 2024.)
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