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  • June 2020
  • Background Note

Customer Management Dynamics and Cohort Analysis

By: Elie Ofek, Barak Libai and Eitan Muller
The digital revolution has allowed companies to amass considerable amounts of data on their customers. Using this information to generate actionable insights is fast becoming a critical skill that firms must master if they wish to effectively compete and win in today’s... View Details
Keywords: Cohort Analysis; Customers; Analytics and Data Science; Segmentation; Analysis; Customer Value and Value Chain
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Ofek, Elie, Barak Libai, and Eitan Muller. "Customer Management Dynamics and Cohort Analysis." Harvard Business School Background Note 520-122, June 2020.
  • July 2005 (Revised March 2007)
  • Case

Kansai Digital Phone: Zutto, Gaining Japanese Loyalty

By: Francisco de Asis Martinez-Jerez and James Robert Dillon
Ted Katagi, marketing strategy manager of Kansai Digital Phone (KDP), utilizes customer lifetime value as a key metric to prioritize initiatives in an emergency plan to turn around the company. KDP is a regional phone company in Japan with less than stellar... View Details
Keywords: Customer Relationship Management; Customer Value and Value Chain; Customer Satisfaction; Telecommunications Industry; Electronics Industry; Japan; United States
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Martinez-Jerez, Francisco de Asis, and James Robert Dillon. "Kansai Digital Phone: Zutto, Gaining Japanese Loyalty." Harvard Business School Case 106-006, July 2005. (Revised March 2007.)
  • February 2025
  • Supplement

Intenseye: Powering Workplace Health and Safety with AI (B)

By: Michael W. Toffel, Shane Greenstein and Sadika El Hariri
Intenseye used its $25 million series A funds to refine and expand its digital safety platform while refining its target markets and ideal customer profile. As the company implemented new approaches to create value for its clients, such as developing an AI-powered... View Details
Keywords: Safety Performance; Occupational Safety; Innovation; Safety; Operations; Health; AI and Machine Learning; Analytics and Data Science; Digital Transformation; Supply Chain Management; Performance Improvement; Entrepreneurship; Product Development; Customer Relationship Management; Value Creation; Venture Capital; Growth and Development Strategy; Information Technology Industry; United States; Europe; Middle East; Turkey
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Toffel, Michael W., Shane Greenstein, and Sadika El Hariri. "Intenseye: Powering Workplace Health and Safety with AI (B)." Harvard Business School Supplement 625-025, February 2025.
  • February 2008 (Revised August 2008)
  • Case

Quanta Computer and the One Laptop Per Child Initiative

By: Willy Shih, Chintay Shih and Jyun-Chen Wang
When Quanta Computer, Inc., the world's largest manufacturer of laptop computers, first joined the One Laptop Per Child (OLPC) initiative, it faced a challenge trying to balance the cost objectives of a laptop computer targeted at children of the developing world with... View Details
Keywords: For-Profit Firms; Disruptive Innovation; Demand and Consumers; Supply Chain; Partners and Partnerships; Nonprofit Organizations; Hardware
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Shih, Willy, Chintay Shih, and Jyun-Chen Wang. "Quanta Computer and the One Laptop Per Child Initiative." Harvard Business School Case 608-102, February 2008. (Revised August 2008.)
  • December 2012 (Revised April 2013)
  • Case

Olam: On a New Course

By: David E. Bell, Forest Reinhardt and Mary Shelman
From modest beginnings as a cashew trader in Nigeria, Olam, founded by Indian nationals in 1989, has grown into a leading global agricultural trading company, with annual revenues of $14 billion. The company recently has begun investing in farms and in the production... View Details
Keywords: Risk Management; Leadership; Customer Value and Value Chain; Corporate Strategy; Organizational Culture; Environmental Sustainability; Expansion; Competitive Advantage; Agribusiness; Agriculture and Agribusiness Industry; Nigeria
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Bell, David E., Forest Reinhardt, and Mary Shelman. "Olam: On a New Course." Harvard Business School Case 513-044, December 2012. (Revised April 2013.)
  • 2017
  • Chapter

Marketing Models for the Customer-Centric Firm

By: Eva Ascarza, Peter S. Fader and Bruce G.S. Hardie
A customer-centric firm takes the view that there are three key drivers of (organic) growth and overall profitability: Customer acquisition, customer retention, and customer development (i.e., increasing the value of each existing customer (per unit of time) while they... View Details
Keywords: Customer Value and Value Chain; Customer Focus and Relationships
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Ascarza, Eva, Peter S. Fader, and Bruce G.S. Hardie. "Marketing Models for the Customer-Centric Firm." In Handbook of Marketing Decision Models. 2nd ed. Edited by Berend Wierenga and Ralf van der Lans, 297–330. International Series in Operations Research & Management Science. Springer, 2017.
  • June 12, 2023
  • Article

How AI Will Accelerate the Circular Economy

By: Shirley Lu and George Serafeim
Despite living on a planet with finite resources, our economy remains largely linear and full of single-use products. The shift toward a circular economy, where companies recover or recycle resources, has hit roadblocks, including low value of used products and high... View Details
Keywords: Recycling; Materials Management; Innovation and Management; Technological Innovation; Climate Change; Environmental Sustainability; AI and Machine Learning; Operations; Industrial Products Industry; Consumer Products Industry; Technology Industry
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Lu, Shirley, and George Serafeim. "How AI Will Accelerate the Circular Economy." Harvard Business Review Digital Articles (June 12, 2023).
  • July 2008 (Revised April 2009)
  • Background Note

Horizontal Specialization and Modularity in the Semiconductor Industry

By: Willy C. Shih, Chintay Shih and Chen-Fu Chien
Well-codified interfaces have enabled horizontal specialization in the global semiconductor industry. This Technical Note describes the modern integrated circuit value chain, and the motivation for the reuse of blocks of intellectual property in modern IC designs. It... View Details
Keywords: Customer Value and Value Chain; Intellectual Property; Industry Structures; Horizontal Integration; Semiconductor Industry
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Shih, Willy C., Chintay Shih, and Chen-Fu Chien. "Horizontal Specialization and Modularity in the Semiconductor Industry." Harvard Business School Background Note 609-001, July 2008. (Revised April 2009.)
  • June 2008
  • Case

System on a Chip 2008: Global Unichip Corp.

By: Willy C. Shih, Chintay Shih, Chen-Fu Chien and Yuan-Chieh Chang
Though much of the semiconductor industry has shifted to a horizontal model, complexity driven by technological evolution is driving a shift in the perceived boundaries in the value chain. Global Unichip sees itself as a "virtual integrated device manufacturer," a... View Details
Keywords: Customer Value and Value Chain; Horizontal Integration; Vertical Integration; Boundaries; Semiconductor Industry
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Shih, Willy C., Chintay Shih, Chen-Fu Chien, and Yuan-Chieh Chang. "System on a Chip 2008: Global Unichip Corp." Harvard Business School Case 608-159, June 2008.
  • March 1990 (Revised October 1990)
  • Case

Liz Claiborne, Inc. and Ruentex Industries Ltd.

Describes Liz Claiborne, Inc.'s manufacturing and marketing strategy and details the significance of its supplier selection strategy. It begins to describe the company's relationship with Ruentex Industries Ltd., its largest supplier of piece goods. When used with... View Details
Keywords: Marketing Strategy; Supply Chain Management; Relationships; Cooperation; Apparel and Accessories Industry
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Flaherty, Marie-Therese M., and Jill S. Dalby. "Liz Claiborne, Inc. and Ruentex Industries Ltd." Harvard Business School Case 690-048, March 1990. (Revised October 1990.)
  • 30 Apr 2024
  • Book

When Managers Set Unrealistic Expectations, Employees Cut Ethical Corners

willing to approve continued sales of a drug known to be lethal to some customers in fulfilment of their assigned role to maximise value for shareholders (Armstrong, 1977, p. 204). And so on. Yet, the insights from this research and their... View Details
Keywords: by Dina Gerdeman
  • January 2022
  • Case

Fueling a Cleaner Future: ACWA Power and Green Hydrogen

By: Dennis Yao and Alpana Thapar
In January 2020, Paddy Padmanathan, president and CEO of ACWA Power, was reflecting on the company’s sixteen-year record of success and thinking about its future growth plans. Founded in 2004, ACWA Power was a Saudi Arabian developer, owner, and operator of power and... View Details
Keywords: Green Hydrogen; Energy; Climate Change; Supply Chain; Business Model; Growth and Development Strategy; Green Technology; Projects; Alliances; Environmental Sustainability; Corporate Social Responsibility and Impact; Energy Industry; Saudi Arabia; Middle East; North Africa
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Yao, Dennis, and Alpana Thapar. "Fueling a Cleaner Future: ACWA Power and Green Hydrogen." Harvard Business School Case 722-381, January 2022.
  • February 2008 (Revised December 2023)
  • Case

Digital Music: From MP3 to Streaming

By: Willy Shih
The emergence of the MP3 file-based music format not only disrupted the market for portable audio players, it also impacted the business models of major record labels. Modularity, and the commoditization spillover enabled by modularity in the personal computer... View Details
Keywords: Recording; Digital Devices; Digital Media; Digital Music; Digital; Digital Economics; Consumer Electronics; Customer Value and Value Chain; Disruptive Innovation; Technological Innovation; Information Technology; Music Industry; Technology Industry; Electronics Industry; United States
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Shih, Willy. "Digital Music: From MP3 to Streaming." Harvard Business School Case 608-119, February 2008. (Revised December 2023.)
  • 14 Apr 2015
  • First Look

First Look: April 14

Location Strategies to Strengthen Competitive Advantage No abstract available. Purchase this case: https://cb.hbsp.harvard.edu/cbmp/product/715418-PDF-ENG Harvard Business School Case 715-416 Why Do Firms Go Abroad? Strategies to Create View Details
Keywords: Sean Silverthorne
  • September 2022
  • Background Note

On CUE: The Quest for Optimal Customer Unit Economics

By: Elie Ofek, Barak Libai and Eitan Muller
Startups are often evaluated by how well they perform on unit economics, defined as the ratio of a customer’s lifetime value (LTV) to acquisition costs (CAC). A common target for unit economics, advocated by many VCs and analysts, is 3:1 (i.e., LTV/CAC=3). While there... View Details
Keywords: Unit Economics; Business Startups; Performance Evaluation; Customer Value and Value Chain; Customer Relationship Management; Analysis
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Ofek, Elie, Barak Libai, and Eitan Muller. "On CUE: The Quest for Optimal Customer Unit Economics." Harvard Business School Background Note 523-050, September 2022.
  • 2011
  • Working Paper

The Architecture of Transaction Networks: A Comparative Analysis of Hierarchy in Two Sectors

By: Jianxi Luo, Carliss Y. Baldwin, Daniel E. Whitney and Christopher L. Magee
Many products are manufactured in networks of firms linked by transactions, but comparatively little is known about how or why such transaction networks differ. This paper investigates the transaction networks of two large sectors in Japan at a single point in time. In... View Details
Keywords: Customer Value and Value Chain; Market Transactions; Networks; Competitive Strategy; Vertical Integration; Auto Industry; Electronics Industry; Japan
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Luo, Jianxi, Carliss Y. Baldwin, Daniel E. Whitney, and Christopher L. Magee. "The Architecture of Transaction Networks: A Comparative Analysis of Hierarchy in Two Sectors." Harvard Business School Working Paper, No. 11-076, January 2011. (Revised July 2011, January 2012.)
  • August 2021 (Revised February 2022)
  • Case

Northvolt: Making the World's Greenest Battery

By: Jurgen R. Weiss and Emilie Billaud
In 2021, the demand for lithium-ion batteries increased rapidly, particularly for electric vehicles. Anxious not to be reliant on Asian players, Europe was keen on developing its own home-grown capacity to control the value chain, maintain employment in Europe, and get... View Details
Keywords: Electric Vehicles; Lithium-ion Batteries; Business Ventures; Energy; Green Technology; Technological Innovation; Growth and Development Strategy; Competitive Advantage; Transportation; Supply Chain; Globalized Markets and Industries; Goals and Objectives; Factories, Labs, and Plants; Battery Industry; Energy Industry; Green Technology Industry; Transportation Industry; Europe; Sweden; Germany; Poland
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Weiss, Jurgen R., and Emilie Billaud. "Northvolt: Making the World's Greenest Battery." Harvard Business School Case 722-004, August 2021. (Revised February 2022.)
  • August 2015 (Revised June 2021)
  • Case

Amazon.com, 2021

By: John R. Wells, Benjamin Weinstock, Gabriel Ellsworth and Galen Danskin
In February 2021, Amazon announced 2020 operating profits of $22,899 million, up from $2,233 million in 2015, on sales of $386 billion, up from $107 billion five years earlier (see Exhibit 1). The shareholders expressed their satisfaction (see Exhibit 2), but not all... View Details
Keywords: Strategic Analysis; Retail; E-commerce; Amazon; Internet; Amazon.com; AmazonFresh; Jeff Bezos; Cloud Computing; Marketplaces; Streaming; E-reader Market; Digital Media; Mobile App; Online Retail; Shipping; Database; Tablet; Kindle; Kindle Fire; Smartphone; Delivery; Digital Platforms; Competition; Internet and the Web; Corporate Strategy; Digital Marketing; Business Growth and Maturation; Business Model; Business Organization; For-Profit Firms; Film Entertainment; Games, Gaming, and Gambling; Music Entertainment; Television Entertainment; Profit; Revenue; Global Strategy; Multinational Firms and Management; Taxation; Business History; Human Resources; Resignation and Termination; Books; Human Capital; Working Conditions; Business or Company Management; Goals and Objectives; Growth and Development Strategy; Growth Management; Management Practices and Processes; Industry Growth; Industry Structures; Media; Distribution; Distribution Channels; Order Taking and Fulfillment; Infrastructure; Logistics; Product Development; Supply Chain; Supply Chain Management; Organizational Culture; Public Ownership; Work-Life Balance; Problems and Challenges; Labor and Management Relations; Strategy; Adaptation; Business Strategy; Competitive Strategy; Diversification; Expansion; Integration; Horizontal Integration; Vertical Integration; Information Infrastructure; Information Technology; Mobile and Wireless Technology; Price; Applications and Software; Marketing; Marketing Strategy; Working Capital; Customer Focus and Relationships; Customer Value and Value Chain; Retail Industry; Advertising Industry; Distribution Industry; Electronics Industry; Entertainment and Recreation Industry; Information Technology Industry; Manufacturing Industry; Motion Pictures and Video Industry; Music Industry; Publishing Industry; Shipping Industry; Technology Industry; Video Game Industry; Web Services Industry; United States; Washington (state, US); Seattle
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Wells, John R., Benjamin Weinstock, Gabriel Ellsworth, and Galen Danskin. "Amazon.com, 2021." Harvard Business School Case 716-402, August 2015. (Revised June 2021.)
  • 17 Mar 2015
  • First Look

First Look: March 17

allows bank depositors to remain "sleepy": they do not have to pay attention to transient fluctuations in the market value of bank assets. In contrast, shadow banks create money-like claims by giving their investors an early... View Details
Keywords: Sean Silverthorne
  • 05 Dec 2014
  • Working Paper Summaries

Seesaws and Social Security Benefits Indexing

Keywords: by Matthew Weinzierl
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