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    • All HBS Web  (163)
      • Faculty Publications  (36)

      Valuation MultiplesRemove Valuation Multiples →

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      • 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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      Lee, Charles M.C., Paul Ma, and Charles C.Y. Wang. "Search-Based Peer Firms: Aggregating Investor Perceptions Through Internet Co-Searches." Journal of Financial Economics 116, no. 2 (May 2015): 410–431.
      • 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
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      Gompers, Paul A., Steven N. Kaplan, and Vladimir Mukharlyamov. "What Do Private Equity Firms Say They Do?" Harvard Business School Working Paper, No. 15-081, April 2015.
      • 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
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      Khan, Mozaffar, and George Serafeim. "Accor: Designing an Asset-Right Business and Disclosure Strategy." Harvard Business School Case 115-036, April 2015.
      • October 2014 (Revised October 2014)
      • Case

      Valuation Ratios in the Airline Industry, 2013

      By: Paul M. Healy and Penelope Rossano
      Examines factors underlying differences in valuation multiples (price-to-earnings and price-to-book) across four firms in the airline industry. View Details
      Keywords: Airline Industry; Multiples; Valuation; Accounting; Air Transportation Industry
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      Healy, Paul M., and Penelope Rossano. "Valuation Ratios in the Airline Industry, 2013." Harvard Business School Case 115-013, October 2014. (Revised October 2014.)
      • 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
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      Viceira, Luis M., and Atul Khosla. "Valuing Yahoo! in 2013." Harvard Business School Case 214-048, November 2013. (Revised May 2023.)
      • 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
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      Lee, Charles M.C., Paul Ma, and Charles C.Y. Wang. "Search-Based Peer Firms: Aggregating Investor Perceptions Through Internet Co-Searches." Harvard Business School Working Paper, No. 13-048, November 2012. (Revised September 2013, March 2014, June 2014, July 2014.)
      • 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
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      Perold, Andre F. "Dollarama Inc." Harvard Business School Case 210-041, February 2010. (Revised June 2022.)
      • February 2006 (Revised October 2006)
      • Background Note

      Introduction to Valuation Multiples

      By: Robin Greenwood and Lucy White
      Outlines the definition and applicability of financial multiples and their relationship to discounted cash flow analysis. View Details
      Keywords: Cash Flow; Valuation
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      Greenwood, Robin, and Lucy White. "Introduction to Valuation Multiples." Harvard Business School Background Note 206-095, February 2006. (Revised October 2006.)
      • April 2005 (Revised January 2007)
      • Case

      Furman Selz LLC (A): A Tale of Two Acquisitions

      By: Nancy D. Beaulieu, Boris Groysberg and Kyle Doherty
      Profiles a firm that was reacquired by two companies with different degrees of success. Highlights integration challenges present in acquisition deals when the primary assets of the target are human capital. Focuses on Furman Selz's acquisition by Xerox in 1987; its... View Details
      Keywords: Mergers and Acquisitions; Transition; Valuation; Human Capital; Compensation and Benefits; Integration; Organizational Culture; Banking Industry; Financial Services Industry; United States
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      Beaulieu, Nancy D., Boris Groysberg, and Kyle Doherty. "Furman Selz LLC (A): A Tale of Two Acquisitions." Harvard Business School Case 905-066, April 2005. (Revised January 2007.)
      • January 2004 (Revised March 2005)
      • Case

      Valuation Ratios in the Restaurant Industry

      By: Paul M. Healy and Krishna G. Palepu
      Examines factors underlying differences in valuation multiples (price-earnings and price-to-book) across four firms in the restaurant industry. View Details
      Keywords: Business Earnings; Valuation; Mathematical Methods; Food and Beverage Industry
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      Healy, Paul M., and Krishna G. Palepu. "Valuation Ratios in the Restaurant Industry." Harvard Business School Case 104-066, January 2004. (Revised March 2005.)
      • April 2003 (Revised May 2003)
      • Case

      Valuation Ratios in the Airline Industry

      By: Paul M. Healy, Krishna G. Palepu and Jonathan Barnett
      Four firms in the airline industry illustrate the underlying differences in valuation multiples (price-earnings and price-to-book). View Details
      Keywords: Valuation; Activity Based Costing and Management; Accounting Audits; Air Transportation Industry
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      Healy, Paul M., Krishna G. Palepu, and Jonathan Barnett. "Valuation Ratios in the Airline Industry." Harvard Business School Case 103-002, April 2003. (Revised May 2003.)
      • 2002
      • Other Unpublished Work

      Market Liquidity as a Sentiment Indicator

      By: Malcolm Baker and Jeremy Stein
      We build a model that helps to explain why increases in liquidity—such as lower bid–ask spreads, a lower price impact of trade, or higher turnover—predict lower subsequent returns in both firm-level and aggregate data. The model features a class of irrational... View Details
      Keywords: Price; Financial Liquidity; Trade; Valuation; Markets; Forecasting and Prediction; Equity; Stock Shares; Investment Return
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      Baker, Malcolm, and Jeremy Stein. "Market Liquidity as a Sentiment Indicator." NBER Working Paper Series, 2002. (First draft in 2001.)
      • 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
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      Desai, Mihir A., Frank Williamson, Mark Veblen, and Yuming Zou. "Provident Life and Accident Insurance: The Acquisition of Paul Revere." Harvard Business School Case 202-044, October 2001. (Revised November 2001.)
      • February 2001 (Revised April 2001)
      • Background Note

      Note on Valuing Private Businesses

      By: Dwight B. Crane and Indra Reinbergs
      This case provides a brief overview of valuation for owners of closely held companies. The focus is on a comparable transactions approach, although rules of thumb and discounted cash flow are mentioned. Earnings multiples and their drivers are discussed. It uses... View Details
      Keywords: Earnings Management; Finance; Cash Flow; Analytics and Data Science; Private Ownership; Valuation
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      Crane, Dwight B., and Indra Reinbergs. "Note on Valuing Private Businesses." Harvard Business School Background Note 201-060, February 2001. (Revised April 2001.)
      • fall 2000
      • Article

      What Determines Comparability When Valuing Firms with Multiples

      By: B. C. Esty
      Keywords: Valuation; Business Ventures
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      Esty, B. C. "What Determines Comparability When Valuing Firms with Multiples." Journal of Financial Education 26 (fall 2000): 24–33.
      • August 2000 (Revised July 2001)
      • Case

      Laura Martin: Real Options and the Cable Industry

      By: Mihir A. Desai and Peter Tufano
      CSFB equity research analyst Laura Martin publishes a report on valuing Cox Communications that introduces an innovative approach to valuation. She contends that EBITDA multiple analysis, typical for the cable industry, is flawed because it overlooks the value of the... View Details
      Keywords: Valuation; Innovation and Invention; Telecommunications Industry
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      Desai, Mihir A., and Peter Tufano. "Laura Martin: Real Options and the Cable Industry." Harvard Business School Case 201-004, August 2000. (Revised July 2001.)
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