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  • All HBS Web  (7,718)
    • People  (20)
    • News  (1,241)
    • Research  (5,410)
    • Events  (35)
    • Multimedia  (27)
  • Faculty Publications  (3,784)
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  • October 2021
  • Article

Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

By: Nicolas Padilla and Eva Ascarza
The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details
Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Programs; Consumer Behavior; Analysis
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Padilla, Nicolas, and Eva Ascarza. "Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach." Journal of Marketing Research (JMR) 58, no. 5 (October 2021): 981–1006.
  • July–August 2016
  • Article

Minimum Advertised Pricing: Patterns of Violation in Competitive Retail Markets

By: Ayelet Israeli, Eric Anderson and Anne Coughlan
Manufacturers in many industries frequently use vertical price policies, such as minimum advertised price (MAP), to influence prices set by downstream retailers. Although manufacturers expect retail partners to comply with MAP policies, violations of MAP are common in... View Details
Keywords: Pricing Policies; Pricing; Channel Management; Legal Aspects Of Business; Price; Governance Compliance; Marketing Channels; Retail Industry
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Israeli, Ayelet, Eric Anderson, and Anne Coughlan. "Minimum Advertised Pricing: Patterns of Violation in Competitive Retail Markets." Marketing Science 35, no. 4 (July–August 2016): 539–564. (Lead article.)
  • August 2001 (Revised April 2005)
  • Case

Surface Logix

By: Joseph B. Lassiter III, Michael J. Roberts and Kim Slack
Describes a start-up in the field of nano technology--very small physical structures measured in the billionths of a meter. The company, Surface Logix, has assembled a portfolio of intellectual property and completed some of the R&D work required to develop actual... View Details
Keywords: Business Startups; Research and Development; Marketing Strategy; Product Marketing; Product Development; Intellectual Property; Investment Portfolio
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Lassiter, Joseph B., III, Michael J. Roberts, and Kim Slack. "Surface Logix." Harvard Business School Case 802-050, August 2001. (Revised April 2005.)
  • July–August 2023
  • Article

Demand Learning and Pricing for Varying Assortments

By: Kris Ferreira and Emily Mower
Problem Definition: We consider the problem of demand learning and pricing for retailers who offer assortments of substitutable products that change frequently, e.g., due to limited inventory, perishable or time-sensitive products, or the retailer’s desire to... View Details
Keywords: Experiments; Pricing And Revenue Management; Retailing; Demand Estimation; Pricing Algorithm; Marketing; Price; Demand and Consumers; Mathematical Methods
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Ferreira, Kris, and Emily Mower. "Demand Learning and Pricing for Varying Assortments." Manufacturing & Service Operations Management 25, no. 4 (July–August 2023): 1227–1244. (Finalist, Practice-Based Research Competition, MSOM (2021) and Finalist, Revenue Management & Pricing Section Practice Award, INFORMS (2019).)
  • September 2005 (Revised May 2006)
  • Case

Teradyne Corporation: The Jaguar Project

By: Francesca Gino and Gary P. Pisano
Teradyne, a leading manufacturer of semiconductor test equipment, embarked on a multiyear effort to improve its product development capabilities and to implement more formalized project management approaches. Examines the development of a new-generation tester that... View Details
Keywords: Projects; Management; Product Development; Information Infrastructure; Applications and Software; Groups and Teams; Business or Company Management; Research and Development; Problems and Challenges; Semiconductor Industry; United States
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Gino, Francesca, and Gary P. Pisano. "Teradyne Corporation: The Jaguar Project." Harvard Business School Case 606-042, September 2005. (Revised May 2006.)
  • 2020
  • Working Paper

Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

By: Eva Ascarza
The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details
Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Customer Value and Value Chain; Consumer Behavior; Analytics and Data Science; Mathematical Methods; Retail Industry
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Padilla, Nicolas, and Eva Ascarza. "Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach." Harvard Business School Working Paper, No. 19-091, February 2019. (Revised May 2020. Accepted at the Journal of Marketing Research.)
  • December 2002 (Revised June 2003)
  • Case

Vignette: The Rebar Dilemma

By: G. Felda Hardymon, Josh Lerner and Ann Leamon
Martin Smith, a new associate at an LBO firm, must respond to a problem posed by his boss, based on an historical deal that suddenly came undone. After months of negotiation, his firm's plan to buy a bankrupt competitor of one of its portfolio companies and close it... View Details
Keywords: Leveraged Buyouts; Insolvency and Bankruptcy; Competition; Growth and Development Strategy; Business or Company Management
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Hardymon, G. Felda, Josh Lerner, and Ann Leamon. "Vignette: The Rebar Dilemma." Harvard Business School Case 803-091, December 2002. (Revised June 2003.)
  • January 2002 (Revised September 2022)
  • Case

Aqualisa Quartz: Simply a Better Shower

By: Youngme E. Moon and Kerry Herman
Harry Rawlinson is managing director of Aqualisa, a major U.K. manufacturer of showers. He has just launched the most significant shower innovation in recent history: the Quartz shower. The shower provides significant improvements in terms of quality, cost, and ease of... View Details
Keywords: Problems and Challenges; Product Launch; Consumer Behavior; Product Positioning; Technological Innovation; Decision Choices and Conditions; Sales; Strategy; Consumer Products Industry; Consumer Products Industry; United Kingdom
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Moon, Youngme E., and Kerry Herman. "Aqualisa Quartz: Simply a Better Shower." Harvard Business School Case 502-030, January 2002. (Revised September 2022.)
  • March 2003 (Revised March 2004)
  • Case

P&G Japan: The SK-II Globalization Project

By: Christopher A. Bartlett
Traces changes in P&G's international strategy and structure, culminating in Organization 2005, a reorganization that places strategic emphasis on product innovation rather than geographic expansion and shifts power from local subsidiary to global business management.... View Details
Keywords: Business Subsidiaries; Trade; Globalization; Global Strategy; Innovation Strategy; Business or Company Management; Consumer Products Industry; Consumer Products Industry; Hong Kong; Japan; Taiwan; Europe
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Bartlett, Christopher A. "P&G Japan: The SK-II Globalization Project." Harvard Business School Case 303-003, March 2003. (Revised March 2004.)
  • February 2015 (Revised June 2016)
  • Case

AltSchool: School Reimagined

By: John J-H Kim, Kyla Wilkes and Christine S. An
Max Ventilla and his team launches in 2013 AltSchool, a new network of tech-savvy independent K-8 "micro-schools." AltSchool is born out of Ventilla's frustration with the education options available for his young daughter. During his search, Ventilla comes to the... View Details
Keywords: Education Technology; School Models; Product Development; Entrepreneurship; Talent Development And Retention; Social Impact Investment; Information Technology; Business Model; Education; Business Startups; Customization and Personalization; Growth and Development Strategy; Education Industry; United States
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Kim, John J-H, Kyla Wilkes, and Christine S. An. "AltSchool: School Reimagined." Harvard Business School Case 315-054, February 2015. (Revised June 2016.)
  • 01 Dec 2022
  • News

Built to Last

development and company values, like doing the right thing, attention to detail, and continuous improvement. “We’re building an organization to last for the long-term, and doing it in a way that allows workers to manage their lives with... View Details
Keywords: Julia Hanna; family business; leadershp; employee management; Machinery Manufacturing; Manufacturing
  • Spring 2014
  • Article

Attracting Long-Term Investors Through Integrated Thinking and Reporting: A Clinical Study of a Biopharmaceutical Company

By: Andrew Knauer and George Serafeim
Faced with a large percentage of investors that chase short-term returns, companies could benefit by attracting investors with longer-term horizons and incentives that are more consistent with the long-term strategy of the company. The managers of most companies take... View Details
Keywords: Investing; Asset Management; Long-term Investing; Short-termism; Sustainability; Integrated Reporting; Leadership & Corporate Accountability; Pharmaceuticals; Leadership; Integrated Corporate Reporting; Investment; Business and Stakeholder Relations; Corporate Finance; Biotechnology Industry; Pharmaceutical Industry
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Knauer, Andrew, and George Serafeim. "Attracting Long-Term Investors Through Integrated Thinking and Reporting: A Clinical Study of a Biopharmaceutical Company." Journal of Applied Corporate Finance 26, no. 2 (Spring 2014): 57–64.
  • November 2012
  • Article

The Organization of Firms Across Countries

By: Nicholas Bloom, Raffaella Sadun and John Van Reenen
We argue that social capital as proxied by trust increases aggregate productivity by affecting the organization of firms. To do this we collect new data on the decentralization of investment, hiring, production, and sales decisions from Corporate Headquarters to local... View Details
Keywords: Decentralization; Social Capital; Theory Of The Firm; Firm Objectives, Organization, And Behavior; Business Economics; Management Of Technological Innovation And R&D; Technological Change: Choices And Consequences; Diffusion Processes; Organizational Structure; Performance Productivity; Trust; Technology Adoption; Multinational Firms and Management
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Bloom, Nicholas, Raffaella Sadun, and John Van Reenen. "The Organization of Firms Across Countries." Quarterly Journal of Economics 127, no. 4 (November 2012). (Slides from 2008, Harvard Business School Working Paper, No. 12-005, August 2011.)

    Eva J. Sudol

    Eva Sudol is a Senior Lecturer in the Finance Unit at HBS, teaching Finance 1 in the required curriculum of the MBA program. She is also a Retired Partner at the Capital Group, a global investment management company, where she worked from 1994 – 2023 as an... View Details

    • April 2019 (Revised July 2019)
    • Case

    Aperture Investors

    By: Krishna G. Palepu, George Serafeim and David Lane
    Aperture Investors is a startup investment firm that seeks to disrupt the asset management industry through competitive differentiation by charging investors primarily when its portfolio managers outperform the marketplace. Headed by Wall Street veteran Peter Kraus and... View Details
    Keywords: Business Model; Talent and Talent Management; Investment; Investment Funds; Asset Management; Recruitment; Selection and Staffing; Marketing Channels; Emerging Markets; Partners and Partnerships; Motivation and Incentives; Financial Services Industry
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    Palepu, Krishna G., George Serafeim, and David Lane. "Aperture Investors." Harvard Business School Case 119-053, April 2019. (Revised July 2019.)
    • April 2023
    • Case

    Drive Capital: A New Road for Venture

    By: Paul A. Gompers and Alicia Dadlani
    Founded by two former Sequoia Capital partners, Columbus-Ohio-based Drive Capital’s mission was to build a world-class venture capital firm in the middle of the U.S., an area historically overlooked by VCs. Drive faced early challenges of attracting investors, sourcing... View Details
    Keywords: Venture Capital; Business Startups; Entrepreneurship; Investment; Business Strategy; Financial Services Industry; Biotechnology Industry; United States; Ohio
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    Gompers, Paul A., and Alicia Dadlani. "Drive Capital: A New Road for Venture." Harvard Business School Case 823-056, April 2023.
    • November 2017 (Revised October 2018)
    • Case

    Brandless: Disrupting Consumer Packaged Goods

    By: Jill Avery
    Brandless, an online direct-to-consumer seller of upscale private-label consumer packaged goods, offered consumers a limited assortment of values-conscious products delivered directly to their homes with the simplicity of one fixed $3 price point that promised an... View Details
    Keywords: Brand; Brand Management; Retailing; Retailing Industry; Private Label; Direct To Consumer Marketing; Ecommerce; Digital Marketing; Consumer Packaged Goods; Startup; Marketing; Marketing Strategy; Disruption; Food; Product Marketing; Marketing Channels; Consumer Behavior; Brands and Branding; Venture Capital; E-commerce; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; United States; North America
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    Avery, Jill. "Brandless: Disrupting Consumer Packaged Goods." Harvard Business School Case 518-044, November 2017. (Revised October 2018.)
    • May 2024
    • Teaching Note

    The Meteoric Rise of Skims

    By: Ayelet Israeli, Jill Avery and Leonard A. Schlesinger
    Teaching Note for HBS Case No. 524-023, "The Meteoric Rise of Skims." View Details
    Keywords: Brand; Branding; Direct-to-consumer; DTC; Influencers; Influencer Marketing; Fashion; Growth; Direct Marketing; Influence; Reputation; Social Influence; Consumer Goods; Consumer Products; Female Entrepreneur; Female Protagonist; Entrepreneurship And Strategy; Brand & Product Management; Competitive Advantage; Online Followers; Retail; Retail Formats; Retailing; Online Retail; Celebrities; Celebrity; Celebrity Endorsement; Go To Market Strategy; Apparel; Startup Marketing; Startups; Brands and Branding; Growth and Development Strategy; Growth Management; Distribution Channels; Digital Marketing; Advertising; Power and Influence; Social Media; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; United States
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    Israeli, Ayelet, Jill Avery, and Leonard A. Schlesinger. "The Meteoric Rise of Skims." Harvard Business School Teaching Note 524-067, May 2024.
    • March 2020
    • Article

    Synergistic Value in Vertically Integrated Power-to-Gas Energy Systems

    By: Gunther Glenk and Stefan Reichelstein
    In vertically integrated energy systems, integration frequently entails operational gains that must be traded off against the requisite cost of capacity investments. In the context of the model analyzed in this study, the operational gains are subject to inherent... View Details
    Keywords: Vertical Integration; Volatility; Capital Investment; Capacity Management; Renewable Energy; Green Hydrogen; Decarbonization; Carbon Emissions; Environment; Energy; Environmental Accounting; Environmental Management; Environmental Sustainability; Investment; Decision Making; Operations; Technological Innovation; Green Technology; Industrial Products Industry; Industrial Products Industry; Industrial Products Industry; Industrial Products Industry; Industrial Products Industry; Industrial Products Industry; Industrial Products Industry; Industrial Products Industry; Industrial Products Industry; Industrial Products Industry; Europe; North America; South America; Africa; Asia
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    Glenk, Gunther, and Stefan Reichelstein. "Synergistic Value in Vertically Integrated Power-to-Gas Energy Systems." Production and Operations Management 29, no. 3 (March 2020): 526–546.
    • September–October 2024
    • Article

    Why Multibusiness Strategies Fail and How to Make Them Succeed

    By: Bharat Anand and David J. Collis
    Enterprises that own multiple businesses often have a flawed approach to strategy: They focus too much on the makeup of their portfolios and too little on enhancing the businesses in them.
    Strategies for adding value to a corporation’s businesses fall on a... View Details
    Keywords: Value Creation; Corporate Strategy; Organizational Structure; Management Systems
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    Anand, Bharat, and David J. Collis. "Why Multibusiness Strategies Fail and How to Make Them Succeed." Harvard Business Review 102, no. 5 (September–October 2024): 138–149.
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