Valuation Multiples - Publications - Faculty & Research - Harvard Business School

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January 2018
Case

OldTown Berhad

By: Benjamin C. Esty and Greg Saldutte

In December 2017, Jacobs Douwe Egberts (JDE, a Dutch coffee company) made an offer to acquire OldTown Berhad (OTB), a Malaysian coffee company. Three large shareholders, representing more than half of the outstanding shares, have agreed to tender their shares, and... View Details

July 2017
Case

Centerbridge Partners and Great Wolf Resorts: Buying from a Highly Regarded Competitor

By: Josh Lerner, John D. Dionne and Amram Migdal

The case examines the March 2015 Centerbridge Partners investment decision regarding whether to acquire Great Wolf Resorts, a North American family-oriented indoor water parks and hotel operator, from a private equity (PE) competitor, Apollo Global Management. The case... View Details

Keywords: Private Equity Financing; Commercial Mortgage Backed Securities; CMBS; Secondary Buyouts; Business Ventures; Acquisition; Finance; Borrowing and Debt; Cost; Cost of Capital; Equity; Private Equity; Financial Instruments; Debt Securities; Accommodations Industry; Entertainment and Recreation Industry; Financial Services Industry; North and Central America; United States

January 2005 (Revised March 2008)
Case

Kohler Co. (A)

Kohler Co., best known for its plumbing fixtures, is a large, private family firm. As part of a recapitalization aimed at preserving family ownership of Kohler Co., nonfamily shareholders, who held 4% of common stock, were required to sell their shares to the company.... View Details

Keywords: Family Business; Capital Structure; Cash Flow; Stocks; Price; Family Ownership; Business and Shareholder Relations; Valuation

October 2001 (Revised November 2001)
Case

Provident Life and Accident Insurance: The Acquisition of Paul Revere

By: Mihir A. Desai, Frank Williamson, Mark Veblen and Yuming Zou

Provident Life & Accident Insurance Co. has made an initial bid to acquire a primary competitor, Paul Revere, from conglomerate, Textron. The due diligence process uncovers a significant block of problematic disability insurance policies. Provident is forced to assess... View Details

Keywords: Insurance; Financial Management; Mergers and Acquisitions; Policy; Investment; Business Strategy; Cash Flow; Price; Bids and Bidding; Financial Reporting; Business Conglomerates; Insurance Industry; Service Industry

December 2018 (Revised October 2019)
Case

Barteca: The Challenge and Opportunity of Private Equity

By: Lena G. Goldberg and Michael S. Kaufman

Andy Pforzheimer and Sasa Mahr-Batuz, co-founders of a highly successful seven-location restaurant brand, had just opened the first location of a new brand. They had mapped out future expansion for both brands but wondered if, rather than lining up an assortment of... View Details

Keywords: Restaurants; Brands and Branding; Expansion; Private Equity; Strategy; Decision Making

November 2013 (Revised May 2023)
Case

Valuing Yahoo! in 2013

By: Luis M. Viceira and Atul Khosla

In late July 2013, Danielle Engle, Managing Director of Clairemont Capital, was contemplating what to do about a large investment her fund had in the stock of Yahoo! Inc. In mid-2012, Clairemont had invested nearly $75M in Yahoo! after the tech company settled a highly... View Details

Keywords: Investment; Decision Making; Investment Activism; Business Model; Growth and Development Strategy; Valuation

August 2007 (Revised January 2008)
Case

Dollar General Going Private

Intended to improve students' understanding and encourage their use of financial statement analysis. The context is Dollar General Corporation's acquisition by private equity sponsor KKR, which took the company private in 2007. Although the proposed merger generated a... View Details

Keywords: Financial Statements; Mergers and Acquisitions; Private Equity; Price; Privatization; Valuation; Retail Industry

Article

Search-Based Peer Firms: Aggregating Investor Perceptions Through Internet Co-Searches

By: Charles M.C. Lee, Paul Ma and Charles C.Y. Wang

Applying a "co-search" algorithm to Internet traffic at the SEC's EDGAR website, we develop a novel method for identifying economically-related peer firms and for measuring their relative importance. Our results show that firms appearing in chronologically adjacent... View Details

Keywords: Peer Firm; EDGAR Search Traffic; Revealed Preference; Co-search; Industry Classification; Perception; Internet and the Web; Investment

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March 2020
Case

Sizmek Chapter 11: Surviving Walled Gardens in Their Ad Tech Empire

By: Ayelet Israeli, Danilo Tauro and Sarah Gulick

This case provides a post-mortem of the advertising technology (adtech) company Sizmek. Sizmek grew via multiple acquisitions, with the vision of becoming an integrated adtech company that could leverage AI to buy digital media, while creating and serving display and... View Details

Keywords: Digital Marketing; Insolvency and Bankruptcy; Mergers and Acquisitions; Applications and Software; Internet and the Web; Competition; Marketing; Advertising Industry; Web Services Industry; United States; Europe

2014
Working Paper

Search-Based Peer Firms: Aggregating Investor Perceptions Through Internet Co-Searches

By: Charles M.C. Lee, Paul Ma and Charles C.Y. Wang

Applying a "co-search" algorithm to Internet traffic at the SEC's EDGAR web-site, we develop a novel method for identifying economically-related peer firms and for measuring their relative importance. Our results show that firms appearing in chronologically adjacent... View Details

Keywords: Peer Firm; EDGAR Search Traffic; Revealed Preference; Co-search; Industry Classification; Analytics and Data Science; Internet and the Web; Mathematical Methods; Corporate Finance

Benjamin C. Esty

Benjamin Esty is the Roy and Elizabeth Simmons Professor of Business Administration at Harvard Business School. Over the years, he has taught a variety of courses ranging from advanced corporate finance and project finance to competitive strategy and leadership. He... View Details

Keywords: banking; asset management; investment banking industry; consumer products; shipping; wine; financial services

March 2017 (Revised July 2019)
Case

Interline Brands: Don't Stop Believing

By: Nori Gerardo Lietz and Ricardo Andrade

Interline Brands, a leading distributor of residential housing maintenance and repair parts and equipment in the U.S., had just held its November 2014 board meeting. The meeting had been productive but not without some soul searching for both the company’s management... View Details

Keywords: Private Equity Exit; Consumer Goods; IPO; Private Equity; Initial Public Offering; Decision Choices and Conditions

March 2016
Article

To Groupon or Not to Groupon: The Profitability of Deep Discounts

By: Benjamin Edelman, Sonia Jaffe and Scott Duke Kominers

We examine the profitability and implications of online discount vouchers, a relatively new marketing tool that offers consumers large discounts when they prepay for participating firms' goods and services. Within a model of repeat experience good purchase, we examine... View Details

Keywords: Voucher Discounts; Groupon; Experience Goods; Repeat Purchase; Internet and the Web; Marketing Strategy; Marketing Communications

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2014
Working Paper

~To Groupon or Not to Groupon: The Profitability of Deep Discounts

By: Benjamin G. Edelman

We examine the profitability and implications of online discount vouchers, a relatively new marketing tool that offers consumers large discounts when they prepay for participating firms' goods and services. Within a model of repeat experience good purchase, we examine... View Details

Keywords: Voucher Discounts; Groupon; Experience Goods; Repeat Purchase; Online Advertising; Price; Profit; Marketing Strategy; Retail Industry

February 2010 (Revised June 2022)
Case

Dollarama Inc.

By: Andre F. Perold

Dollarama is the leading operator of dollar stores in Canada. The firm performed extraordinarily well after a leveraged buyout in 2004 and recently executed a highly successful IPO. The company sources its goods primarily from Asia. It has strong brand recognition and... View Details

Keywords: Price; Growth and Development Strategy; Product Positioning; Supply Chain; Competitive Advantage; Valuation; Consumer Products Industry; Retail Industry; Canada

2015
Working Paper

What Do Private Equity Firms Say They Do?

By: Paul A. Gompers, Steven N. Kaplan and Vladimir Mukharlyamov

We survey 79 private equity investors with combined assets under management (AUM) of over $750 billion about their practices in firm valuation, capital structure, governance, and value creation. Investors rely primarily on internal rate of return (IRR) and multiples to... View Details

Keywords: Governance; Value Creation; Private Equity; Capital Structure; Valuation; Management Practices and Processes

April 2015
Case

Accor: Designing an Asset-Right Business and Disclosure Strategy

By: Mozaffar Khan and George Serafeim

Sebastien Bazin was now in charge of Accor, the world's largest French hotelier, a CAC 40 company with 3,600 hotels in 92 countries and a market cap of €10 billion. Previously as the European head of Colony Capital, one of the largest private equity groups and the... View Details

February 2017 (Revised June 2017)
Supplement

ExxonMobil: Business as Usual? (B)

By: George Serafeim, Shiva Rajgopal and David Freiberg

The case presents ExxonMobil's response to growing pressure to disclose how climate change will impact their business. This includes multiple asset impairments and losing a proxy vote to shareholders to increase climate change related reporting. Supplements the (B)... View Details

Keywords: Oil ＆ Gas; Oil Prices; Oil Companies; Asset Impairment; Predictive Analytics; Sustainability; Environmental Impact; Innovation; Disclosure; Accounting; Valuation; Energy Sources; Ethics; Corporate Disclosure; Governance Compliance; Climate Change; Financial Reporting; Energy Industry; United States

March 2016
Article

An Analysis of Firms' Self-reported Anticorruption Efforts

By: Paul M. Healy and George Serafeim

We use Transparency International's ratings of self-reported anticorruption efforts for 480 corporations to analyze factors underlying the ratings. Our tests examine whether these forms of disclosure reflect firms' real efforts to combat corruption or are cheap talk.... View Details

Keywords: Corruption; Corporate Performance; Growth; Disclosure; Disclosure Strategy; Sustainability; Crime and Corruption; Corporate Disclosure; Performance; Sales

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05 Aug 2014
First Look

First Look: August 5

with opportunities to discuss shareholder activism, the interaction between a company growth strategy and business model and its valuation, discounted cash-flow valuation analysis, multiples valuation,... View Details

Keywords: Sean Silverthorne

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