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  • All HBS Web  (1,757)
    • People  (8)
    • News  (519)
    • Research  (909)
    • Events  (5)
    • Multimedia  (2)
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  • Article

Active World Model Learning with Progress Curiosity

By: Kuno Kim, Megumi Sano, Julian De Freitas, Nick Haber and Daniel Yamins
World models are self-supervised predictive models of how the world evolves. Humans learn world models by curiously exploring their environment, in the process acquiring compact abstractions of high bandwidth sensory inputs, the ability to plan across long temporal... View Details
Keywords: World Models; Mathematical Methods
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Kim, Kuno, Megumi Sano, Julian De Freitas, Nick Haber, and Daniel Yamins. "Active World Model Learning with Progress Curiosity." Proceedings of the International Conference on Machine Learning (ICML) 37th (2020).
  • Research Summary

Adoption of Machine Learning Models in Real World Decision Making

By: Himabindu Lakkaraju
The goal of this research is to assess the impact of deploying machine learning models in real world decision making in domains such as health care. View Details
  • 2020
  • Conference Presentation

Learning World Models with Progress-driven Exploration

By: K-H Kim, M. Sano, J. De Freitas, N. Haber and D. L. K. Yamins
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Kim, K-H, M. Sano, J. De Freitas, N. Haber, and D. L. K. Yamins. "Learning World Models with Progress-driven Exploration." Paper presented at the 37th International Conference on Machine Learning, Vienna, Austria, 2020.
  • 2020
  • Conference Presentation

Active World Model Learning with Progress-driven Exploration

By: K-H Kim, M. Sano, J. De Freitas, N. Haber and D. L. K. Yamins
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Kim, K-H, M. Sano, J. De Freitas, N. Haber, and D. L. K. Yamins. "Active World Model Learning with Progress-driven Exploration." Paper presented at the 8th International Conference on Learning Representations (ICLR), Addis Ababa, Ethiopia, 2020.
  • October 5, 2009
  • Editorial

The World Bank Must Fix Its Business Model

By: Alnoor Ebrahim
Keywords: Banks and Banking; Business Model
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Ebrahim, Alnoor. "The World Bank Must Fix Its Business Model." Financial Times (October 5, 2009).
  • Article

Reliable Post hoc Explanations: Modeling Uncertainty in Explainability

By: Dylan Slack, Sophie Hilgard, Sameer Singh and Himabindu Lakkaraju
As black box explanations are increasingly being employed to establish model credibility in high stakes settings, it is important to ensure that these explanations are accurate and reliable. However, prior work demonstrates that explanations generated by... View Details
Keywords: Black Box Explanations; Bayesian Modeling; Decision Making; Risk and Uncertainty; Information Technology
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Slack, Dylan, Sophie Hilgard, Sameer Singh, and Himabindu Lakkaraju. "Reliable Post hoc Explanations: Modeling Uncertainty in Explainability." Advances in Neural Information Processing Systems (NeurIPS) 34 (2021).
  • September 2021
  • Case

Worldreader: Helping Readers Build a Better World

By: Marco Bertini, Elie Ofek and Julia Kelley
Founded in 2010, Worldreader was an international nonprofit organization that promoted reading to children around the world. For many years, Worldreader distributed e-readers to under-resourced communities and funded its operations primarily through philanthropic... View Details
Keywords: Subscription Model; Price; Financial Strategy; Education; Early Childhood Education; Learning; Geography; Geographic Scope; Global Range; Goals and Objectives; Marketing; Marketing Strategy; Markets; Organizations; Mission and Purpose; Social Enterprise; Non-Governmental Organizations; Nonprofit Organizations; Society; Social Issues; Strategy; Commercialization; Expansion; Segmentation; Education Industry; Africa; Asia; Latin America; Europe; North and Central America; South America
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Bertini, Marco, Elie Ofek, and Julia Kelley. "Worldreader: Helping Readers Build a Better World." Harvard Business School Case 522-003, September 2021.
  • October 1994
  • Article

When Worlds Collide: The Implications of Panel Data-Based Choice Models for Consumer Behavior

By: R. S. Winer, R.E. Bucklin, J. A. Deighton, J. Erdem, P.S. Fader, J.J. Inman, H. Katahira, Katherine N. Lemon and A. Mitchell
Keywords: Analytics and Data Science; Consumer Behavior; Decision Choices and Conditions
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Winer, R. S., R.E. Bucklin, J. A. Deighton, J. Erdem, P.S. Fader, J.J. Inman, H. Katahira, Katherine N. Lemon, and A. Mitchell. "When Worlds Collide: The Implications of Panel Data-Based Choice Models for Consumer Behavior." Marketing Letters 5, no. 4 (October 1994).
  • June 2016 (Revised January 2018)
  • Case

World Wildlife Fund (WWF)

By: Ramon Casadesus-Masanell and Jordan Mitchell
Nearly all environmental organizations have a similar aim: to stop the degradation of the natural environment. However, the strategies that environmental organizations choose to employ are sometimes starkly different. This case compares the models of two dissimilar... View Details
Keywords: Business Model; Business and Community Relations; Business and Government Relations; Environmental Sustainability; Non-Governmental Organizations; Business Strategy
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Casadesus-Masanell, Ramon, and Jordan Mitchell. "World Wildlife Fund (WWF)." Harvard Business School Case 716-468, June 2016. (Revised January 2018.)
  • August 2011
  • Supplement

Better World Books Video

By: Michael I. Norton, Fiona Wilson, Jill Avery and Thomas Steenburgh
This video contains an interview with David Murphy, CEO of Better World Books. Topics discussed include: the opportunities and constraints offered by having a social mission, an update on the company, and the future of Better World Books. View Details
Keywords: Growth and Development; Management Teams; Business Model; Social Enterprise; Publishing Industry
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Norton, Michael I., Fiona Wilson, Jill Avery, and Thomas Steenburgh. "Better World Books Video." Harvard Business School Video Supplement 512-701, August 2011.
  • September 2010 (Revised April 2012)
  • Case

Better World Books

By: Michael I. Norton, Fiona Wilson, Jill Avery and Thomas J. Steenburgh
Better World Books, a young start-up, provides a socially conscious alternative to Amazon, collecting and selling used books to keep them out of the waste stream, while donating a portion of their profits to support global literacy efforts. The case presents an... View Details
Keywords: Business Model; For-Profit Firms; Marketing Strategy; Social Marketing; Corporate Social Responsibility and Impact; Public Opinion; Social Issues; Online Technology; Retail Industry
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Norton, Michael I., Fiona Wilson, Jill Avery, and Thomas J. Steenburgh. "Better World Books." Harvard Business School Case 511-057, September 2010. (Revised April 2012.)
  • October 2013 (Revised January 2017)
  • Case

Walmart around the World

By: Juan Alcácer, Abhishek Agrawal and Harshit Vaish
After reaching the limits of its successful expansion in the United States in the early 1990s, Walmart sought growth opportunities in markets abroad. This case describes Walmart's attempts to replicate its successful U.S. business model in Mexico, Canada, Brazil,... View Details
Keywords: Multinational Firms and Management; Success; Globalized Markets and Industries; Expansion; Market Entry and Exit; Failure; Retail Industry; Germany; China; Argentina; South Korea; Canada; Japan; Brazil; Africa; United Kingdom; United States; Mexico
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Alcácer, Juan, Abhishek Agrawal, and Harshit Vaish. "Walmart around the World." Harvard Business School Case 714-431, October 2013. (Revised January 2017.)
  • July 2007 (Revised November 2009)
  • Case

World Wildlife Fund for Nature (WWF)

By: Ramon Casadesus-Masanell and Jordan Mitchell
Nearly all environmental organizations have a similar aim: to stop the degradation of the natural environment. However, the strategies which environmental organizations choose to employ are sometimes starkly different. Compares the models of two dissimilar... View Details
Keywords: Business Model; Business and Community Relations; Business and Government Relations; Environmental Sustainability; Non-Governmental Organizations; Business Strategy
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Casadesus-Masanell, Ramon, and Jordan Mitchell. "World Wildlife Fund for Nature (WWF)." Harvard Business School Case 708-417, July 2007. (Revised November 2009.)
  • January 2020 (Revised October 2021)
  • Case

Zara: An Integrated Store and Online Model (A)

By: Antonio Moreno
In 2010, amidst the growth of ecommerce and the emergence of new, purely online, fashion players, Zara launched its first online store, Zara.com. Since then, Zara’s online business had grown at a fast pace. By 2018, 12% of Inditex Group’s total sales came from the... View Details
Keywords: Stores; Integration; Operations; Business Model; Strategy; E-commerce; Retail Industry; Fashion Industry; Europe
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Moreno, Antonio. "Zara: An Integrated Store and Online Model (A)." Harvard Business School Case 620-073, January 2020. (Revised October 2021.)
  • Teaching Interest

MBA Elective Curriculum-- Competing Through Business Models

By: Ramon Casadesus-Masanell

The  words  “business  model”  are  inescapable  in  our  daily  fare of  business  news.  These  two ubiquitous words seemed to effortlessly rise up to prominence during the dot-com boom of the late 1990s. When businesspeople, journalists, academics, and other... View Details

Keywords: Business Model; Strategy; Competitive Strategy
  • March 2011 (Revised October 2011)
  • Case

If We Ran the World

By: Hanna Halaburda, Radka Dohnalova and Aldo Sesia
Cindy Gallop launched IfWeRanTheWorld (IWRTW) in February 2010, as what the tech world called minimum viable product, in order to real-world test Gallop's "business of the future" concept while development was ongoing. IWRTW was conceived to bring together human good... View Details
Keywords: Business Model; Outcome or Result; Growth and Development Strategy; Decision Choices and Conditions; Network Effects
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Halaburda, Hanna, Radka Dohnalova, and Aldo Sesia. "If We Ran the World." Harvard Business School Case 711-490, March 2011. (Revised October 2011.)
  • November 2015 (Revised January 2017)
  • Case

Uber: Changing the Way the World Moves

By: Youngme Moon
In 2015, Uber is building what may be the largest point-to-point transportation network of its kind; it is literally changing the way the world moves. But unlike traditional transportation logistics companies like FedEx, Uber has an incredibly lightweight... View Details
Keywords: Service; Innovation; Pricing; Customer Loyalty; Uber; Taxi; Sharing Economy; On-demand Economy; Marketing; Operations; Strategy; Disruption; Customer Satisfaction; Transportation; Consumer Behavior
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Moon, Youngme. "Uber: Changing the Way the World Moves." Harvard Business School Case 316-101, November 2015. (Revised January 2017.)
  • 2019
  • Book

Operations in an Omnichannel World

By: Santiago Gallino and Antonio Moreno
The world of retailing has changed dramatically in the past decade. Sales originating at online channels have been steadily increasing, and even for sales transacted at brick-and-mortar channels, a much larger fraction of sales is affected by online channels in... View Details
Keywords: Omnichannel; Omnichannel Retail; Retail; Operations; Management; Supply Chain Management; Business Model; Organizational Change and Adaptation
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Gallino, Santiago, and Antonio Moreno, eds. Operations in an Omnichannel World. Vol. 8, Springer Series in Supply Chain Management. Cham, Switzerland: Springer, 2019.
  • June 2017
  • Case

Veolia: Resourcing the World

By: Gautam Ahuja, Tarun Khanna, Kristina Maslauskaite and Vincent Dessain
In March 2016, Antoine Frérot, CEO of Veolia, a global environmental services provider, was undergoing an important transformation of the company. In 2013, Frérot presented a growth strategy that focused on increasing the share of industrial clients, enhancing growth... View Details
Keywords: Strategy; Circular; Emerging Markets; Organizational Change and Adaptation; Growth and Development Strategy; Economy
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Ahuja, Gautam, Tarun Khanna, Kristina Maslauskaite, and Vincent Dessain. "Veolia: Resourcing the World." Harvard Business School Case 717-505, June 2017.
  • September 2007 (Revised November 2007)
  • Case

Bunge: Food, Fuel, and World Markets

By: Tarun Khanna, Santiago Mingo and Jonathan West
In 2007, Bunge, an agribusiness company, had over $26 billion in worldwide sales and was considered, along with Cargill and Archer Daniels Midland (ADM), one of three very integrated worldwide agribusiness companies. Headquartered in White Plains, NY, the company has... View Details
Keywords: Globalized Firms and Management; Operations; Organizational Design; Situation or Environment; Strategy; Agriculture and Agribusiness Industry; White Plains; Brazil
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Khanna, Tarun, Santiago Mingo, and Jonathan West. "Bunge: Food, Fuel, and World Markets." Harvard Business School Case 708-443, September 2007. (Revised November 2007.)
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