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  • 2024
  • Working Paper

Scaling Core Earnings Measurement with Large Language Models

By: Matthew Shaffer and Charles CY Wang
We study the application of large language models (LLMs) to the estimation of core earnings, i.e., a firm's persistent profitability from its core business activities. This construct is central to investors' assessments of economic performance and valuations. However,... View Details
Keywords: Large Language Models; AI and Machine Learning; Accounting; Profit; Corporate Disclosure; Analytics and Data Science; Measurement and Metrics
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Shaffer, Matthew, and Charles CY Wang. "Scaling Core Earnings Measurement with Large Language Models." Working Paper, November 2024.
  • May 2022 (Revised June 2024)
  • Case

LOOP: Driving Change in Auto Insurance Pricing

By: Elie Ofek and Alicia Dadlani
John Henry and Carey Anne Nadeau, co-founders and co-CEOs of LOOP, an insurtech startup based in Austin, Texas, were on a mission to modernize the archaic $250 billion automobile insurance market. They sought to create equitably priced insurance by eliminating pricing... View Details
Keywords: AI and Machine Learning; Technological Innovation; Equality and Inequality; Prejudice and Bias; Growth and Development Strategy; Customer Relationship Management; Price; Insurance Industry; Insurance Industry
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Ofek, Elie, and Alicia Dadlani. "LOOP: Driving Change in Auto Insurance Pricing." Harvard Business School Case 522-073, May 2022. (Revised June 2024.)
  • March 2013
  • Article

The Unintended Consequences of Ownership Transfer Planning

By: Josh Baron and Marion McCollom Hampton
The article discusses the challenges of passing down family businesses across generations, highlighting complexities in executive succession and estate planning. It emphasizes how emotional factors, complicated family dynamics, and unintended consequences influence... View Details
Keywords: Estate Planning; Family Business; Family and Family Relationships; Management Succession; Family Ownership; Manufacturing Industry; Manufacturing Industry; Manufacturing Industry; Manufacturing Industry
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Baron, Josh, and Marion McCollom Hampton. "The Unintended Consequences of Ownership Transfer Planning." Trust & Estates 152, no. 3 (March 2013): 52–56.
  • January 2004 (Revised May 2005)
  • Case

Gold Hill Venture Lending

By: G. Felda Hardymon, Josh Lerner and Ann Leamon
David Fischer is trying to raise $200 million for a first-time venture debt fund that will be affiliated with Silicon Valley Bank, a major technology lender. Despite his lengthy experience in venture lending, the process is proving difficult. He and his partners are... View Details
Keywords: Information Technology; Value Creation; Venture Capital; Partners and Partnerships; Decision Choices and Conditions; Investment Funds; Banking Industry; Banking Industry
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Hardymon, G. Felda, Josh Lerner, and Ann Leamon. "Gold Hill Venture Lending." Harvard Business School Case 804-083, January 2004. (Revised May 2005.)
  • October 2013
  • Supplement

Dongfeng Nissan's Venucia (C)

By: Forest Reinhardt, Mayuka Yamazaki and G.A. Donovan
The (A) case describes the launch of a new passenger vehicle in China, produced jointly by Nissan of Japan and by Chinese automaker Dongfeng. Early sales results following the April 2012 launch were disappointing and the joint venture's managers had to decide how to... View Details
Keywords: China; Japan; Environment; Sustainability; Cross-cultural/cross-border; Competitive Strategy; Product Launch; Global Strategy; Multinational Firms and Management; Crisis Management; Cross-Cultural and Cross-Border Issues; Auto Industry; China; Japan
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Reinhardt, Forest, Mayuka Yamazaki, and G.A. Donovan. "Dongfeng Nissan's Venucia (C)." Harvard Business School Supplement 714-016, October 2013.
  • October 2013
  • Case

Dongfeng Nissan's Venucia (A)

By: Forest Reinhardt, Mayuka Yamazaki and G.A. Donovan
The (A) case describes the launch of a new passenger vehicle in China, produced jointly by Nissan of Japan and by Chinese automaker Dongfeng. Early sales results following the April 2012 launch were disappointing and the joint venture's managers had to decide how to... View Details
Keywords: China; Japan; Cross-cultural/cross-border; Multinational Firms; Competitive Strategy; Product Launch; Global Strategy; Multinational Firms and Management; Crisis Management; Cross-Cultural and Cross-Border Issues; Auto Industry; China; Japan
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Reinhardt, Forest, Mayuka Yamazaki, and G.A. Donovan. "Dongfeng Nissan's Venucia (A)." Harvard Business School Case 714-014, October 2013.
  • July 2010 (Revised March 2013)
  • Case

One Firm One Future at Davis Langdon (A)

By: Robert G. Eccles and Kaitlyn A. Simpson
Senior Partner Rob Smith just led construction consultancy firm Davis Langdon through a major organizational change in Europe and the Middle East. In the past, compensation arrangements had not incentivized partners to collaborate across the firm to serve clients'... View Details
Keywords: Profit Sharing; Global Strategy; Compensation and Benefits; Leading Change; Organizational Change and Adaptation; Partners and Partnerships; Cooperation; Expansion; Consulting Industry; Europe; Middle East
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Eccles, Robert G., and Kaitlyn A. Simpson. "One Firm One Future at Davis Langdon (A)." Harvard Business School Case 411-006, July 2010. (Revised March 2013.)
  • 2017
  • Supplement

Uncommon Schools (B): Seeking Excellence at Scale through Standardized Practice

By: John J-H Kim and Sarah McAra
The (B) case provides an update to the (A) case by illustrating how charter school management organization Uncommon Schools responded to the disparity in its students’ 2013 standardized test results. In 2015, CEO Brett Peiser and his management team decided to align... View Details
Keywords: Charter Schools; Nonprofit Organizations; Strategy; Teaching; Talent And Talent Management; Innovation; Education; Early Childhood Education; Middle School Education; Organizational Structure; Performance Consistency; Growth and Development Strategy; Innovation and Invention; Education Industry
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Kim, John J-H, and Sarah McAra. "Uncommon Schools (B): Seeking Excellence at Scale through Standardized Practice." Harvard Business Publishing Supplement, 2017. (Case No. PEL-080.)
  • October 2008 (Revised November 2010)
  • Case

NEC Electronics

By: C. Fritz Foley, Robin Greenwood and James Quinn
Why do shares in NEC Electronics, a publicly listed subsidiary of Japan conglomerate NEC, trade at a discount to their fundamental value? Can Perry Capital, a U.S. hedge fund, restructure this subsidiary and generate significant returns? This case provides students... View Details
Keywords: Restructuring; Private Equity; Investment Return; Ownership Stake; Business and Shareholder Relations; Financial Services Industry; Japan
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Foley, C. Fritz, Robin Greenwood, and James Quinn. "NEC Electronics." Harvard Business School Case 209-001, October 2008. (Revised November 2010.)
  • March 1998 (Revised November 1998)
  • Case

Empresas CAP, 1994

By: Tarun Khanna and Danielle Melito Wu
Empresas CAP began as a private-sector steel company in 1946. Over the next 40 years, CAP's ownership structure moved from nationalization to reprivatization. Unrestricted by state ownership, CAP began to diversify its holdings. The case considers the viability of... View Details
Keywords: Ownership; Privatization; Diversification; Competitive Strategy; Growth and Development Strategy; Management; Planning; Steel Industry
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Khanna, Tarun, and Danielle Melito Wu. "Empresas CAP, 1994." Harvard Business School Case 798-053, March 1998. (Revised November 1998.)
  • February 2005
  • Article

European Integration and Corporate Restructuring: The Strategy of Unilever c1957-c1990

By: Geoffrey Jones and Peter Miskell
This article examines the role of the large Anglo-Dutch consumer products company in promoting European integration. It shows that Unilever contributed financially to campaigns to support the creation of the European Union, and its subsequent expansion, despite a... View Details
Keywords: Horizontal Integration; Organizations; Policy; Expansion; Market Transactions; Geographic Location; Restructuring; Competition; Brands and Branding; Production; Capital Structure; Value; Consumer Products Industry; European Union; United States
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Jones, Geoffrey, and Peter Miskell. "European Integration and Corporate Restructuring: The Strategy of Unilever c1957-c1990." Economic History Review 58, no. 1 (February 2005): 113–139.
  • October 2007 (Revised January 2009)
  • Case

The Hertz Corporation (A)

By: Timothy A. Luehrman and Douglas Scott
Examines the leveraged buyout of Hertz in 2005, a complex, high-profile deal and a good example of cutting-edge practice in private equity. The first of a two-part series on the Hertz LBO, adopts the perspective of Clayton, Dubilier & Rice, the leader of a private... View Details
Keywords: Leveraged Buyouts; Private Equity; Bids and Bidding; Negotiation Deal; Valuation; Value Creation; Financial Services Industry; United States
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Luehrman, Timothy A., and Douglas Scott. "The Hertz Corporation (A)." Harvard Business School Case 208-030, October 2007. (Revised January 2009.)
  • August 2012 (Revised March 2013)
  • Case

Preem (A)

By: Bo Becker, Annelena Lobb and Aldo Sesia
High yield bond fund Proventus Capital Partners (PCP) has invested in underwater bonds issued by Preem, a large oil refinery. As maturity approaches, in the midst of financial crisis, Preem appear unlikely to be able to refinance. Meanwhile, Prreem has a complicated... View Details
Keywords: Insolvency and Bankruptcy; Financial Liquidity; Restructuring; Courts and Trials; Negotiation; Bonds; Mining Industry; Mining Industry; Europe
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Becker, Bo, Annelena Lobb, and Aldo Sesia. "Preem (A)." Harvard Business School Case 213-008, August 2012. (Revised March 2013.)
  • March 1999
  • Case

City of Charlotte (B)

By: Robert S. Kaplan
This case shows how two operating departments-transportation and police-translate the high-level corporate scorecard for the city into departmental balanced scorecards. The transportation department follows a highly structured approach designed to link initiatives... View Details
Keywords: Crime and Corruption; Global Strategy; National Security; Balanced Scorecard; Organizational Design; Technology Adoption; Public Administration Industry; Public Administration Industry
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Kaplan, Robert S. "City of Charlotte (B)." Harvard Business School Case 199-043, March 1999.
  • May 2000 (Revised January 2003)
  • Case

Health Development Corporation

By: Richard S. Ruback
Health Development Corp. (HDC) owns and operates health clubs in the Greater Boston area. HDC engaged a local investment banker to explore a sale of the company. The most likely buyer views HDC's prior purchase of real estate as a negative. HDC's management is... View Details
Keywords: Cash Flow; Property; Business Exit or Shutdown; Valuation; Value; Decisions; Health Industry; Boston
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Ruback, Richard S. "Health Development Corporation." Harvard Business School Case 200-049, May 2000. (Revised January 2003.)
  • August 1988 (Revised December 2000)
  • Case

Dunkin' Donuts (E): 1988 Distribution Strategies

Dunkin' Donuts is exploring various methods of increasing distribution. Possibilities involving new outlets include area development contracts, subfranchising, regional rollout strategies, and an increase in company owned stores. Possibilities focusing on existing... View Details
Keywords: Expansion; Franchise Ownership; Distribution Channels; Retail Industry; Retail Industry; United States
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Kaufmann, Patrick J. "Dunkin' Donuts (E): 1988 Distribution Strategies." Harvard Business School Case 589-017, August 1988. (Revised December 2000.)
  • 16 Apr 2007
  • Research & Ideas

Delivering the Digital Goods: iTunes vs. Peer-to-Peer

consequence, we expect ISPs to have a more visible role in shaping industry structure going forward. Finally, to compete effectively against p2p, online digital distribution must strive to become accessible... View Details
Keywords: by Sean Silverthorne; Music
  • September 2012 (Revised March 2013)
  • Case

Entrepreneurial Finance in Finland?

By: William R. Kerr, Ramana Nanda and Alexis Brownell
This case describes a new venture attempting to bring early-stage entrepreneurial financing to Finland and other Nordic countries. Entrepreneurship is taking off in Finland, an area that historically has had little venture capital or high-growth start-up activity, but... View Details
Keywords: Angels; Angel Investors; VC; Micro-VC; Accelerator; Incubator; Entrepreneurial Finance; Entrepreneurship; Venture Capital; Private Equity; Business Startups; Financial Services Industry; Finland; Scandinavia; Europe
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Kerr, William R., Ramana Nanda, and Alexis Brownell. "Entrepreneurial Finance in Finland?" Harvard Business School Case 813-068, September 2012. (Revised March 2013.)
  • January 2007 (Revised October 2008)
  • Case

H&R Block 2006

By: Peter Tufano
Mark Ernst, the Chairman, CEO and President of H&R Block, has to decide how to respond to a competitive threat posed by a competitor's refund-lending product. Block is the largest U.S. tax preparation firm, which competes not only on its tax preparation services, but... View Details
Keywords: Ethics; Financing and Loans; Personal Finance; Taxation; Corporate Social Responsibility and Impact; Competition; Financial Services Industry
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Tufano, Peter, Arijit Roy, and Emily McClintock. "H&R Block 2006." Harvard Business School Case 307-091, January 2007. (Revised October 2008.)
  • March 2005
  • Case

Tribune Company: The PHONES Proposal

The Tribune Co. is considering issuing a structured note to monetize its investment in another company, America Online (AOL). Tribune originally invested in AOL in 1991 and currently has approximately 10 million shares left of that investment. However, these shares are... View Details
Keywords: Financial Instruments; Taxation; Investment; Media and Broadcasting Industry
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Chacko, George C., Andrew Kuhlman, and Eli Strick. "Tribune Company: The PHONES Proposal." Harvard Business School Case 205-087, March 2005.
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