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Show Results For
- All HBS Web
(2,270)
- People (7)
- News (514)
- Research (1,427)
- Events (29)
- Multimedia (1)
- Faculty Publications (568)
- August 2021
- Article
Multiple Imputation Using Gaussian Copulas
By: F.M. Hollenbach, I. Bojinov, S. Minhas, N.W. Metternich, M.D. Ward and A. Volfovsky
Missing observations are pervasive throughout empirical research, especially in the social sciences. Despite multiple approaches to dealing adequately with missing data, many scholars still fail to address this vital issue. In this paper, we present a simple-to-use... View Details
Hollenbach, F.M., I. Bojinov, S. Minhas, N.W. Metternich, M.D. Ward, and A. Volfovsky. "Multiple Imputation Using Gaussian Copulas." Special Issue on New Quantitative Approaches to Studying Social Inequality. Sociological Methods & Research 50, no. 3 (August 2021): 1259–1283. (0049124118799381.)
- November 2011 (Revised June 2013)
- Case
Natura Cosméticos, S.A.
Rodolfo Guttilla, Director of Corporate Affairs for Natura Cosméticos S.A. (Natura), prepared for a meeting with key stakeholders to discuss the future of integrated reporting at Natura. A cosmetics company with a strong brand, robust growth in international and... View Details
Keywords: Corporate Social Responsibility and Impact; Integrated Corporate Reporting; Decision Making; Beauty and Cosmetics Industry; Brazil
Eccles, Robert G., George Serafeim, and James Heffernan. "Natura Cosméticos, S.A." Harvard Business School Case 412-052, November 2011. (Revised June 2013.)
- Article
Variety of Innovation in Global Value Chains
By: Giulio Buciuni and Gary P. Pisano
This article analyzes how the geography and organization of pre- and production stages in Global Value Chains (GVC) contribute to lead firms' innovation development. A novel approach in GVC studies is introduced based on transaction cost economics (TCE) and the... View Details
Keywords: GVC; Global Value Chains; Manufacturing; Production; Global Range; Innovation and Invention
Buciuni, Giulio, and Gary P. Pisano. "Variety of Innovation in Global Value Chains." Art. 101167. Journal of World Business 56, no. 2 (February 2021).
- 23 Apr 2012
- Research & Ideas
How to Brand a Next-Generation Product
notice a new name.” Like Apple, most consumer-centric companies deal with the dilemma of how to brand the next- generation of an existing product. Product upgrades make up the majority of corporate research and development activity.... View Details
Keywords: by Carmen Nobel
- April 2025 (Revised May 2025)
- Background Note
Customer Acquisition and the Cash Flow Trap
By: E. Ofek, Barak Libai and Eitan Muller
Startups as well as existing firms recognize the need to invest in order to acquire customers for their new ventures. And as each customer is expected at some point to have generated sufficient gross margins to cover their CAC, management expects that, soon enough, the... View Details
Keywords: Business Model; Customers; Forecasting and Prediction; Cash Flow; Business or Company Management
Ofek, E., Barak Libai, and Eitan Muller. "Customer Acquisition and the Cash Flow Trap." Harvard Business School Background Note 525-056, April 2025. (Revised May 2025.)
- August 2019 (Revised March 2022)
- Case
Family Matters: Governance at the Zamil Group
By: Christina R. Wing, Suraj Srinivasan and Esel Çekin
This case focuses on a large Saudi Arabian industrial conglomerate and family business Zamil Group’s corporate and family governance journey. The 12 sons of the founder led and grew the group successfully after taking over from their father in 1961. The secret to their... View Details
Keywords: Middle East; Family Ownership; Family-owned Business; Saudi Arabia; Family Business; Governance; Organizational Structure; Values and Beliefs; Steel Industry; Industrial Products Industry; Middle East; Saudi Arabia; Bahrain
Wing, Christina R., Suraj Srinivasan, and Esel Çekin. "Family Matters: Governance at the Zamil Group." Harvard Business School Case 620-009, August 2019. (Revised March 2022.)
- June 2020
- Case
What IKEA Do We Want?
By: Juan Alcácer, Cynthia A. Montgomery, Emilie Billaud and Vincent Dessain
In 2018, Swedish furniture maker IKEA was undergoing a significant transformation. Challenged by the rise of online shopping and changing consumer behavior, and mourning the death of its founder, the Company's top executives knew they had to step out of their comfort... View Details
Keywords: Business Strategy; Transformation; Leading Change; Mission and Purpose; Business Model; Emerging Markets; Customer Focus and Relationships; Organizational Culture; Disruption; Consumer Products Industry; Retail Industry; Europe; Netherlands; Sweden; China; India; United States
Alcácer, Juan, Cynthia A. Montgomery, Emilie Billaud, and Vincent Dessain. "What IKEA Do We Want?" Harvard Business School Case 720-429, June 2020.
- Research Summary
Mobile web advertising: maximum entropy banner allocation
The worldwide mobile advertising market, currently $3 billion in size, is expected to grow to $20 billion by 2011. Online and mobile advertising employs two main pricing models: pay-per-click (CPC) and pay-per-impression (CPM). To date, most of the... View Details
- March 2015
- Article
Monetary Policy and Long-Term Real Rates
By: Samuel G. Hanson and Jeremy C. Stein
Changes in monetary policy have surprisingly strong effects on forward real rates in the distant future. A 100 basis point increase in the two-year nominal yield on a Federal Open Markets Committee announcement day is associated with a 42 basis point increase in the... View Details
Hanson, Samuel G., and Jeremy C. Stein. "Monetary Policy and Long-Term Real Rates." Journal of Financial Economics 115, no. 3 (March 2015): 429–448.
- Article
Uncovering Mechanisms of Theory Development in an Academic Field: Lessons from Leadership Research
By: Mary Ann Glynn and Ryan Raffaelli
A long-standing debate in organization studies has centered on the tension between paradigmatic consensus and theoretical pluralism in an academic field, but little attention has been paid to the underlying processes of field development that account for this. Using a... View Details
Glynn, Mary Ann, and Ryan Raffaelli. "Uncovering Mechanisms of Theory Development in an Academic Field: Lessons from Leadership Research." Academy of Management Annals 4 (2010): 359–401.
- November 2024
- Supplement
AlphaGo (C): Birth of a New Intelligence
By: Shikhar Ghosh and Shweta Bagai
This case, the final of a three-part series, explores DeepMind's pivotal transition from mastering games to solving real-world scientific challenges. In December 2020, DeepMind's AI system AlphaFold 2 achieved a breakthrough by solving protein folding—a 50-year-old... View Details
Keywords: Autonomy; Deep Learning; Drug Discovery; Healthcare Innovation; Neural Networks; Scientific Research; Technology Startup; AI and Machine Learning; Technological Innovation; Research and Development; Business Model; Business Strategy; Open Source Distribution; Technology Industry; United States
Ghosh, Shikhar, and Shweta Bagai. "AlphaGo (C): Birth of a New Intelligence." Harvard Business School Supplement 825-075, November 2024.
- February 2018
- Article
Retention Futility: Targeting High-Risk Customers Might Be Ineffective.
By: Eva Ascarza
Companies in a variety of sectors are increasingly managing customer churn proactively, generally by detecting customers at the highest risk of churning and targeting retention efforts towards them. While there is a vast literature on developing churn prediction models... View Details
Keywords: Retention/churn; Proactive Churn Management; Field Experiments; Heterogeneous Treatment Effect; Machine Learning; Customer Relationship Management; Risk Management
Ascarza, Eva. "Retention Futility: Targeting High-Risk Customers Might Be Ineffective." Journal of Marketing Research (JMR) 55, no. 1 (February 2018): 80–98.
- Research Summary
Time Varying Expected Returns, Stochastic Dividend Yields, and Default Probabilities: Linking the Credit Risk and Equity Literature (with George Chacko and Jens Hilscher)
In standard structural bond pricing models, the firm defaults once the market value of assets has fallen below a threshold. Expected returns, or at least dividend yields, are assumed to be constant, which implies that any asset value movement is permanent and has the... View Details
- 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
Agarwal, Chirag, Owen Queen, Himabindu Lakkaraju, and Marinka Zitnik. "Evaluating Explainability for Graph Neural Networks." Art. 114. Scientific Data 10 (2023).
- 2018
- Other Teaching and Training Material
Finance Reading: Corporate Governance
By: John Coates and Suraj Srinivasan
Core Curriculum Readings in Finance cover the fundamental concepts, theories, and frameworks in finance. This reading presents an overview of corporate governance, focusing on for-profit businesses that are privately owned by dispersed investors—that is, not owned by a... View Details
Coates, John, and Suraj Srinivasan. "Finance Reading: Corporate Governance." Core Curriculum Readings Series. Boston: Harvard Business Publishing 5209, 2018.
- April 2011 (Revised January 2015)
- Case
The Eleganzia Group
By: Elie Ofek, Elena Corsi, Bharat Sajnani, Sorina Casian-Botez and Francesco Tronci
Eleganzia Group management faces tough decisions heading into the summer of 2010. With tourism on the decline due to the global economic recession, General Manager Giannuzzi must decide how to set prices at the Forte Village Resort, the Group's most well-known... View Details
Keywords: Pricing; Pricing Strategy; Customer Management; Branding; Customer Relationship Management; Price; Luxury; Business Strategy; Brands and Branding; Accommodations Industry; Travel Industry; Italy
Ofek, Elie, Elena Corsi, Bharat Sajnani, Sorina Casian-Botez, and Francesco Tronci. "The Eleganzia Group." Harvard Business School Case 511-115, April 2011. (Revised January 2015.)
- Web
Alumni
Connection Discover how top HR executives can play a more strategic role and contribute more value as a member of a company’s senior leadership team. Jun 05 TBD Rising Generation in the Family Enterprise Decide how best to contribute to... View Details
Roy D. Shapiro
Roy D. Shapiro is the Philip Caldwell Professor of Business Administration at the Harvard University Graduate School of Business Administration. He is currently the faculty co-chair of the School's Technology and Operations Management Unit... View Details
- November–December 2020
- Article
Rethinking the On-Demand Workforce
By: Joseph B. Fuller, Manjari Raman, Allison Bailey and Nithya Vaduganathan
As companies struggle with chronic skills shortages and changing labor demographics, a new generation of talent platforms, offering on-demand access to highly trained workers, has begun to help. These platforms include marketplaces for premium expertise (such as Toptal... View Details
Keywords: Talent Acquisition; Platforms; Skilled Labor Recruitment; Gig Economy; Talent and Talent Management; Selection and Staffing; Internet and the Web; Strategy; Digital Platforms
Fuller, Joseph B., Manjari Raman, Allison Bailey, and Nithya Vaduganathan. "Rethinking the On-Demand Workforce." Harvard Business Review 98, no. 6 (November–December 2020): 96–103.
- November–December 2018
- Article
Online Network Revenue Management Using Thompson Sampling
By: Kris J. Ferreira, David Simchi-Levi and He Wang
We consider a network revenue management problem where an online retailer aims to maximize revenue from multiple products with limited inventory constraints. As common in practice, the retailer does not know the consumer's purchase probability at each price and must... View Details
Keywords: Online Marketing; Revenue Management; Revenue; Management; Marketing; Internet and the Web; Price; Mathematical Methods
Ferreira, Kris J., David Simchi-Levi, and He Wang. "Online Network Revenue Management Using Thompson Sampling." Operations Research 66, no. 6 (November–December 2018): 1586–1602.