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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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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.)