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  • October 2017 (Revised April 2019)
  • Case

Data Breach at Equifax

By: Suraj Srinivasan, Quinn Pitcher and Jonah S. Goldberg
The case discusses the events leading up to the massive data breach at Equifax, one of the three U.S. credit reporting companies, the organizational and governance issues that contributed to the breach, and the consequences of the breach. The case supplement provides... View Details
Keywords: Safety; Information Management; Cybersecurity; Technology Industry; United States
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Srinivasan, Suraj, Quinn Pitcher, and Jonah S. Goldberg. "Data Breach at Equifax." Harvard Business School Case 118-031, October 2017. (Revised April 2019.)
  • 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

Do Network Dynamics Undermine Idea-based Network Advantages? Experimental Results from an Entrepreneurship Bootcamp

By: Rembrand Koning
Do networks plentiful in ideas provide early stage startups with performance advantages? On the one hand, network positions that provide access to a multitude of ideas are thought to increase team performance. On the other hand, research on network formation argues... View Details
Keywords: Networks; Performance; Business Startups; Business Strategy
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Koning, Rembrand. "Do Network Dynamics Undermine Idea-based Network Advantages? Experimental Results from an Entrepreneurship Bootcamp." Working Paper, August 2016.
  • 2023
  • Working Paper

Networking Frictions: Evidence from Entrepreneurial Networking Events in Lomé

By: Stefan Dimitiadis and Rembrand Koning
Spatial proximity between firms plays a crucial role in entrepreneurship by creating knowledge spillovers, enabling resource sharing, and sparking productivity gains. Building on these insights, research has explored whether institutions and organizations can engineer... View Details
Keywords: Local Range; Knowledge Sharing; Performance Productivity; Togo
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Dimitiadis, Stefan, and Rembrand Koning. "Networking Frictions: Evidence from Entrepreneurial Networking Events in Lomé." Working Paper, February 2023.
  • October 2007
  • Module Note

Managing Networked Businesses: Network Mobilization Module

By: Thomas R. Eisenmann
Keywords: Network Effects; Management
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Eisenmann, Thomas R. "Managing Networked Businesses: Network Mobilization Module." Harvard Business School Module Note 808-079, October 2007.
  • March 2021
  • Article

On the Direct and Indirect Real Effects of Credit Supply Shocks

By: Laura Alfaro, Manuel García-Santana and Enrique Moral-Benito
We explore the real effects of bank-lending shocks and how they permeate the economy through buyer-supplier linkages. We combine administrative data on all Spanish firms with a matched bank-firm-loan dataset of all corporate loans from 2003 to 2013 to estimate... View Details
Keywords: Credit Supply Shocks; Bank Lending Channel; Input-output Linkages; Output; Mechanisms; Trade Credits; Price Effects; Economics; Credit; System Shocks; Employment; Investment; Spain
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Alfaro, Laura, Manuel García-Santana, and Enrique Moral-Benito. "On the Direct and Indirect Real Effects of Credit Supply Shocks." Journal of Financial Economics 139, no. 3 (March 2021): 895–921.
  • January 2021 (Revised March 2022)
  • Case

Arçelik: From a Dealer Network to an Omnichannel Experience

By: Ayelet Israeli and Fares Khrais
Arçelik Turkey, the country’s market leader in household appliances, was at an omnichannel crossroads in January 2020. Arçelik was a B2B player utilizing a dealership network with an umbrella of brands and had one of the largest brick-and-mortar store networks in... View Details
Keywords: Digital Marketing; Bricks And Mortar; Franchise Management; Franchising; Dealer Network; Dealers; B2B; B2B2C; Tradition; Culture Change; Cultural Adaptation; Omnichannel; Omnichannel Retail; Omni-channel; Omnichannel Retailing; Sales Channels; Sales Channel Development; Channel Management; Channels Of Distribution; Marketplace; Platforms; Collaboration; Online Channel; Online Data; Online Sales; Online Shopping; Online; Retail; Retailing; Disruption; Transformation; Franchise Ownership; Change Management; Partners and Partnerships; Consumer Behavior; Sales; Internet and the Web; Marketing Strategy; Conflict and Resolution; Conflict Management; Organizational Culture; Distribution Channels; Digital Transformation; Digital Platforms; Electronics Industry; Retail Industry; Consumer Products Industry; Turkey
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Israeli, Ayelet, and Fares Khrais. "Arçelik: From a Dealer Network to an Omnichannel Experience." Harvard Business School Case 521-067, January 2021. (Revised March 2022.)
  • October 1996
  • Background Note

Building Effective One-on-One Work Relationships

By: Linda A. Hill
Addresses how to build effective one-on-one work relationships. Spells out the importance of analyzing your network and understanding on whom you are dependent. Also provides some criteria for assessing the quality of your relationships. Finally, it discusses how to... View Details
Keywords: Performance Effectiveness; Quality; Networks; Conflict and Resolution
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Hill, Linda A. "Building Effective One-on-One Work Relationships." Harvard Business School Background Note 497-028, October 1996.
  • 2013
  • Chapter

Privacy Breach Analysis in Social Networks

By: Frank Nagle
Over the past 5–10 years, online social networks have rapidly expanded, and as of March 2012 the largest online social network, Facebook, had over 901 million active members. The wealth of information users post in their social network profiles, as well as the... View Details
Keywords: Crime and Corruption; Social and Collaborative Networks; Social Media; Cybersecurity; Analytics and Data Science
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Nagle, Frank. "Privacy Breach Analysis in Social Networks." In Mining Social Networks and Security Informatics, edited by Tansel Ozyer, Zeki Erdem, Jon Rokne, and Suheil Khoury, 63–77. Springer Science + Business Media, 2013.
  • Teaching Interest

Data Science for Managers

  • Served as a teaching fellow; assisted MBA students with classroom coding exercises. 
  • Developed course materials, including new case studies, technical notes, and code notebooks students used to analzye case data. 
  • Developed interactive web... View Details
  • 2023
  • Working Paper

Financial and Informational Integration Through Oracle Networks

By: Lin William Cong, Eswar Prasad and Daniel Rabetti
Oracles are software components that enable data exchange between siloed blockchains and external environments, enhancing smart contract capabilities and platform interoperability. We find that oracle integration is positively associated with total value locked and... View Details
Keywords: Decentralized Finance; Blockchain; Smart Contract; International Economy; Interoperability; Risk Sharing; Applications and Software; Financial Markets; Economics; Risk Management
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Cong, Lin William, Eswar Prasad, and Daniel Rabetti. "Financial and Informational Integration Through Oracle Networks." Working Paper, December 2023.
  • 27 Jul 2009
  • Research & Ideas

Social Network Marketing: What Works?

the research with HBS Working Knowledge. Sarah Jane Gilbert: Your research attempted to answer this question: Do friends within a social network influence online buying behaviors of others in the group? What did you discover? Sunil Gupta:... View Details
Keywords: by Sarah Jane Gilbert; Advertising; Publishing; Retail
  • 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).
  • September 2018
  • Case

OYO: Creating Effective Spaces

By: Das Narayandas, Sunil Gupta, Rachna Tahilyani and Mahima Rao-Kachroo
Twenty-four-year old Ritesh Agarwal, founder and CEO of India-based online hotel branding network OYO Rooms, has tackled the issue of unreliability in India's highly fragmented budget hotel industry. In 2018, OYO branded 8,500 properties across 200 cities and managed... View Details
Keywords: Technology; Accomodation; App Development; Operations And Processes; Innovation; Strategy; Change Management; Entrepreneurship; Information Technology; Research; Marketing; Operations; Innovation Strategy; Sales; Accommodations Industry; India; South Asia
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Narayandas, Das, Sunil Gupta, Rachna Tahilyani, and Mahima Rao-Kachroo. "OYO: Creating Effective Spaces." Harvard Business School Case 519-023, September 2018.
  • 15 Sep 2020
  • Working Paper Summaries

Time and the Value of Data

Keywords: by Ehsan Valavi, Joel Hestness, Newsha Ardalani, and Marco Iansiti; Web Services
  • 30 Jan 2018
  • Working Paper Summaries

Credit Supply Shocks, Network Effects, and the Real Economy

Keywords: by Laura Alfaro, Manuel García, and Enrique Moral-Benito
  • 2015
  • Working Paper

Selling to a Moving Target: Dynamic Marketing Effects in US Presidential Elections

By: Doug J. Chung and Lingling Zhang
We examine the effects of various political campaign activities on voter preferences in the domain of US Presidential elections. We construct a comprehensive data set that covers the three most recent elections, with detailed records of voter preferences at the... View Details
Keywords: Multi-channel Marketing; Personal Selling; Advertising; Political Campaigns; Dynamic Panel Data; Instrumental Variables; Marketing Communications; Political Elections; Advertising Campaigns; United States
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Chung, Doug J., and Lingling Zhang. "Selling to a Moving Target: Dynamic Marketing Effects in US Presidential Elections." Harvard Business School Working Paper, No. 15-095, June 2015. (Revised December 2015.)
  • Article

Two-Sided Platforms: Product Variety and Pricing Structures

By: Andrei Hagiu
This paper provides a new modeling framework to analyze two-sided platforms connecting producers and consumers. In contrast to the existing literature, indirect network effects are determined endogenously, through consumers' taste for variety and producer competition.... View Details
Keywords: Pricing Structure; Indirect Network Effects; Product Variety; Price; Network Effects; Two-Sided Platforms; Product; Renting or Rental; Competition
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Hagiu, Andrei. "Two-Sided Platforms: Product Variety and Pricing Structures ." Journal of Economics & Management Strategy 18, no. 4 (Winter 2009).
  • June 1993
  • Article

Power, Social Influence, and Sense Making: Effects of Network Centrality and Proximity on Employee Perceptions

By: H. Ibarra and S. Andrews
Citation
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Ibarra, H., and S. Andrews. "Power, Social Influence, and Sense Making: Effects of Network Centrality and Proximity on Employee Perceptions." Administrative Science Quarterly 38, no. 2 (June 1993): 277–303.
  • Article

Narrow Networks on the Health Insurance Marketplaces: Prevalence, Pricing, and the Cost of Network Breadth

By: Leemore S. Dafny, Igal Hendel, Victoria Marone and Christopher Ody
Anecdotal reports and systematic research highlight the prevalence of narrow-network plans on the Affordable Care Act’s health insurance Marketplaces. At the same time, Marketplace premiums in the period 2014–2016 were much lower than projected by the Congressional... View Details
Keywords: Health Care and Treatment; Insurance; Cost; United States
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Dafny, Leemore S., Igal Hendel, Victoria Marone, and Christopher Ody. "Narrow Networks on the Health Insurance Marketplaces: Prevalence, Pricing, and the Cost of Network Breadth." Health Affairs 36, no. 9 (September 2017).
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