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  • All HBS Web  (867)
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    • Multimedia  (5)
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  • October 2019
  • Case

Feeling Machines: Emotion AI at Affectiva

By: Shane Greenstein and John Masko
In 2016, Affectiva—a Boston-based emotion AI software company with a long track record of building emotion-sensing software for market research—had attempted to expand into new verticals by releasing a mobile software development kit (SDK) that downloaders could adapt... View Details
Keywords: Artificial Intelligence; Market Research; Business Model; Finance; Revenue; Decision Making; Risk and Uncertainty; Market Entry and Exit; Applications and Software; AI and Machine Learning; Information Technology Industry; Information Technology Industry; United States
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Greenstein, Shane, and John Masko. "Feeling Machines: Emotion AI at Affectiva." Harvard Business School Case 620-058, October 2019.
  • April 2014
  • Case

Ford Motor Company: Blueprint for Mobility

By: Karim R. Lakhani, Marco Iansiti and Noah Fisher
Mark Fields, Ford Motor Company's COO, had to ensure the company's current business model of building cars and trucks remained strong, while concurrently navigating the company into the rapidly expanding industry of personal mobility. Personal mobility required new... View Details
Keywords: Automobiles; Automobile Manufacturing; Ford Motor Company; Mark Fields; Blueprint For Mobility; Dearborn; Michigan; Car Sharing; Parking; On-demand Ride Sharing; Strategy; Business Model; Auto Industry; Michigan; United States
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Lakhani, Karim R., Marco Iansiti, and Noah Fisher. "Ford Motor Company: Blueprint for Mobility." Harvard Business School Case 614-018, April 2014.
  • 05 Jul 2022
  • What Do You Think?

Have We Seen the Peak of Just-in-Time Inventory Management?

then exploded in our collective faces." US auto manufacturers, following Toyota’s lead, were at times maintaining just half a day of inventory of some parts supplied domestically—until the pandemic. What we had come to take for granted... View Details
Keywords: by James Heskett; Manufacturing; Shipping; Transportation
  • March 2005 (Revised March 2006)
  • Case

Foreign Exchange Hedging Strategies at General Motors: Competitive Exposures

By: Mihir A. Desai and Mark Veblen
How can a multinational firm analyze and manage currency risks that arise from competitive exposures? General Motors has a substantial competitive exposure to the Japanese yen. Although the risks GM faces from the depreciating yen are widely acknowledged, the company's... View Details
Keywords: Multinational Firms and Management; Currency Exchange Rate; Competition; Credit Derivatives and Swaps; International Finance; Financial Management; Investment Funds; Risk and Uncertainty; Auto Industry
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Desai, Mihir A., and Mark Veblen. "Foreign Exchange Hedging Strategies at General Motors: Competitive Exposures." Harvard Business School Case 205-096, March 2005. (Revised March 2006.)
  • 27 Mar 2012
  • First Look

First Look: March 27

expensive globalization and IT strategy. Under the leadership of founder and CEO Josef von Rickenbach, PAREXEL has made several bold investments over the past 20 years based on a vision of future industry dynamics and client demand.... View Details
Keywords: Carmen Nobel
  • 20 Sep 2019
  • Research & Ideas

Solving the Riddle of How Companies Grow Over Time

“VW has been leading the automotive industry for a long time, without a lot of variance in its growth rate,” he notes. Lessons for leaders Companies would do well to understand those industry variations when... View Details
Keywords: by Michael Blanding; Manufacturing
  • 25 Jun 2012
  • Research & Ideas

Collaborating Across Cultures

a "snake." The story illustrates a common challenge to Hollywood filmmakers as they attempt to break into China's more than $2 billion-a-year film market—and to businesspeople in all industries as foreign markets become increasingly... View Details
Keywords: by Michael Blanding
  • April 2022
  • Case

NIO: A Chinese EV Company's Global Strategy

By: William C. Kirby, Shu Lin and Noah B. Truwit
Founded in November 2014 and based in Shanghai, NIO designed, jointly manufactured, and sold premium “smart” EVs. Its mission was to “shape a joyful lifestyle by offering high-performance smart electric vehicles and being the best user enterprise. At NIO Day 2021,... View Details
Keywords: Electric Vehicles; Expansion; Technological Innovation; Market Entry and Exit; Competitive Strategy; Consumer Behavior; Green Technology; Auto Industry; China; Europe; Norway
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Kirby, William C., Shu Lin, and Noah B. Truwit. "NIO: A Chinese EV Company's Global Strategy." Harvard Business School Case 322-106, April 2022.
  • February 2018 (Revised October 2019)
  • Technical Note

The Art and Science of Brand Valuation

By: Jill Avery
Brand valuation, the art and science of calculating the economic value accruing to a firm from its use of an intangible brand asset, yields frustratingly inconsistent, discrepant, and, therefore, controversial results. While it is widely accepted that brands are... View Details
Keywords: Brand Valuation; Brand Value; Brand; Brand Management; Marketing ROI; Brand Equity; Analytics; Return On Investment; Brands and Branding; Valuation; Marketing; Marketing Strategy; Investment Return; Consumer Behavior; Advertising Industry; Advertising Industry; Advertising Industry; Advertising Industry; Advertising Industry; Advertising Industry; Advertising Industry; Advertising Industry
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Avery, Jill. "The Art and Science of Brand Valuation." Harvard Business School Technical Note 518-086, February 2018. (Revised October 2019.)
  • July 2014 (Revised December 2016)
  • Case

EcoMotors International

By: John D. Macomber and Hermes Alvarez
Eco-Motors, funded in part by Khosla Ventures, has to decide how to go to market with a new technology for internal combustion engines for automotive and industrial use. The OPOC engine has opposed pistons and is a two-stroke engine, as compared to a more traditional... View Details
Keywords: Technological Innovation; Business Model; Customer Value and Value Chain; Engineering; Manufacturing Industry; Green Technology Industry; Auto Industry
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Macomber, John D., and Hermes Alvarez. "EcoMotors International." Harvard Business School Case 215-012, July 2014. (Revised December 2016.)
  • 27 Feb 2019
  • Research & Ideas

The Hidden Cost of a Product Recall

health care, these new findings could apply broadly to any company that invests heavily in R&D, even those in industries that lack a formal recall process. “Whether your firm is making phones or drones or self-driving cars, recalls... View Details
Keywords: by Danielle Kost; Auto; Auto; Auto; Auto
  • October 2022 (Revised July 2025)
  • Case

Driving Decarbonization at BMW

By: Shirley Lu, George Serafeim and Michael W. Toffel
The case describes BMW’s electrification and decarbonization strategy, and how the company measured carbon emissions throughout the life cycle of its vehicles and used tools like carbon abatement cost curves to evaluate decarbonization opportunities. In mid-2022,... View Details
Keywords: Decarbonization; Climate Change; Environment; Sustainability; Carbon Accounting; Carbon; Carbon Abatement; Electric Vehicles; Automobiles; Transportation; Environmental Accounting; Environmental Management; Environmental Sustainability; Accounting; Strategy; Technological Innovation; Supply Chain; Business and Stakeholder Relations; Transportation Industry; Auto Industry; Battery Industry; Germany; China; United States; Europe
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Lu, Shirley, George Serafeim, and Michael W. Toffel. "Driving Decarbonization at BMW." Harvard Business School Case 123-008, October 2022. (Revised July 2025.)
  • April 2021 (Revised December 2023)
  • Case

The Mahindra Group: Leading with Purpose

By: Ranjay Gulati and Rachna Tahilyani
India headquartered Mahindra Group is a multibillion-dollar federation of companies operating across the globe. It is ahead of its time in articulating its purpose and mapping its values, something it had first done at inception and then refreshed yet again as ‘Rise’... View Details
Keywords: Mission and Purpose; Organizational Culture; Change Management; Communication Strategy; Family Ownership; Corporate Social Responsibility and Impact; Revenue; Auto Industry; Auto Industry; Auto Industry; Auto Industry; Asia; India; Mumbai; South Korea; Italy; United States
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Gulati, Ranjay, and Rachna Tahilyani. "The Mahindra Group: Leading with Purpose." Harvard Business School Case 421-091, April 2021. (Revised December 2023.)
  • 08 Apr 2019
  • Sharpening Your Skills

The Life of Luxury and How to Sell It

Helena Rubinstein Used Tall Tales to Turn Cosmetics into a Luxury Brand Using guile, brilliant branding, and more than a few falsehoods, Helena Rubinstein lifted cosmetics from an accessory item for prostitutes to a great luxury product. A Luxury View Details
Keywords: by Sean Silverthorne; Auto; Auto; Auto
  • 24 Nov 2015
  • Research & Ideas

Developing Your Next CEO for the Family Business

aggressive change agents. The Non-Family Outsider Non-Family Outsider Alan Mulally (See Fig. 1) had the deep skills and experience needed to change and then grow Ford Motor Company in the worst period ever for the auto View Details
Keywords: Re: Andi Wang; Auto; Auto
  • 2010
  • Working Paper

Making the Numbers? 'Short Termism' and the Puzzle of Only Occasional Disaster

By: Nelson P. Repenning and Rebecca Henderson
Much recent work in strategy and popular discussion suggests that an excessive focus on "managing the numbers"—delivering quarterly earnings at the expense of longer-term investments—makes it difficult for firms to make the investments necessary to build competitive... View Details
Keywords: Investment; Performance Improvement; Competitive Advantage; Earnings Management; Management Practices and Processes; Revenue; Quality; Competency and Skills; Motivation and Incentives; Auto Industry; United States
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Repenning, Nelson P., and Rebecca Henderson. "Making the Numbers? 'Short Termism' and the Puzzle of Only Occasional Disaster." Harvard Business School Working Paper, No. 11-033, September 2010.
  • August 2013 (Revised November 2013)
  • Case

Ford vs. GM: The Evolution of Mass Production (A)

By: Willy Shih

This case explores the very different paths taken by the Ford Motor Company and the General Motors Corporation in the first three decades of the twentieth century. Henry Ford's Model T was a car for the masses. After considerable experimentation, Ford Motor... View Details

Keywords: Innovation; Exploration; Dominant Design; Business Growth and Maturation; Business History; Innovation and Management; Innovation Strategy; Technological Innovation; Leading Change; Growth and Development Strategy; Product Positioning; Product Design; Product Development; Business Strategy; Corporate Strategy; Vertical Integration; Auto Industry; Auto Industry; Michigan
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Shih, Willy. "Ford vs. GM: The Evolution of Mass Production (A)." Harvard Business School Case 614-010, August 2013. (Revised November 2013.)
  • June 2022
  • Case

Michelin’s Green Gold Bahia Program: Leaving With Grace

By: Sandra J. Sucher, Shalene Gupta and Susan J. Winterberg
In 2015, the top management of French tire-maker Michelin, was evaluating Michelin’s approach to divesting its rubber plantations ten years after incorporating a novel strategy.
In 2004, Michelin had a Brazilian rubber challenge. Its Bahía plantation had been hit... View Details
Keywords: Divestment; Supply Chain Management; Natural Resources; Corporate Accountability; Corporate Social Responsibility and Impact; Rubber Industry; Auto Industry; Brazil; France
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Sucher, Sandra J., Shalene Gupta, and Susan J. Winterberg. "Michelin’s Green Gold Bahia Program: Leaving With Grace." Harvard Business School Case 322-132, June 2022.
  • August 2017 (Revised September 2022)
  • Case

Fuyao Glass America: Sourcing Decision

By: Willy Shih
In today's global economy, what are the factors that go into production location choice? This case is set in the world's second largest automotive glass producer as it expands from China into the United States. To meet a very aggressive cost target, management is faced... View Details
Keywords: Supply Chains; Globalization Of Supply Chain; Manufacturing Footprint; Manufacturing; Manufacturing Strategy; Global Strategy; Supply Chain; Globalization; Supply Chain Management; Production; Logistics; Strategy; Auto Industry; Auto Industry; United States; China
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Shih, Willy. "Fuyao Glass America: Sourcing Decision." Harvard Business School Case 618-007, August 2017. (Revised September 2022.)
  • 24 May 2018
  • Research & Ideas

Distance Still Matters in Business, Despite the Internet

locations differ in their ability to support the frontier, but also due to standard agglomeration. Different industries use different aspects of the internet, and industries tend to agglomerate in some... View Details
Keywords: by Sean Silverthorne; Transportation; Telecommunications; Shipping; Publishing; Technology
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