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Fundamental Investment Analysis

See the latest research, articles and faculty on the Fundamental Investment Analysis Area of Expertise at Columbia Business School.

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Fundamental Investment Analysis Faculty

CBS Faculty Research on Fundamental Investment Analysis

Risk estimation via regression

Authors
Mark Broadie, Yiping Du, and Ciamac Moallemi
Date
January 1, 2015
Format
Journal Article
Journal
Operations Research

We introduce a regression-based nested Monte Carlo simulation method for the estimation of financial risk. An outer simulation level is used to generate financial risk factors and an inner simulation level is used to price securities and compute portfolio losses given risk factor outcomes. The mean squared error (MSE) of standard nested simulation converges at the rate, where measures computational effort. The proposed regression method combines information from different risk factor realizations to provide a better estimate of the portfolio loss function.

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Mortgage Rates, Household Balance Sheets, and the Real Economy

Authors
Ben Keys, Tomasz Piskorski, Amit Seru, and Vincent Yao
Date
September 1, 2014
Format
Working Paper

This paper investigates the impact of lower mortgage rates on household balance sheets and other economic outcomes during the housing crisis. We use proprietary loan-level panel data matched to consumer credit records using borrowers' Social Security numbers, which allows for accurate measurement of the effects. Our main focus is on borrowers with agency loans, which constitute the vast majority of U.S. mortgage borrowers.

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The Value Trap: Value Buys Risky Growth

Authors
Stephen Penman and Francesco Reggiani
Date
September 1, 2014
Format
Working Paper

Value stocks earn higher returns than growth stocks on average, but it is well documented that those returns come with risk. This paper supplies an understanding of that risk in terms of fundamentals. The fundamental analysis informs that, in buying value stocks, the investor may be trapped into buying firms where prospective earnings growth is quite risky. However, the trap can be avoided by recognizing how earnings and book value are accounted for in financial statements. Specifically, the application of conservative accounting informs the investor ex ante of the risk involved.

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Time-Varying Fund Manager Skill

Authors
Marcin Kacperczyk, Stijn Van Nieuwerburgh, and Laura Veldkamp
Date
August 1, 2014
Format
Journal Article
Journal
The Journal of Finance

We propose a new definition of skill as a general cognitive ability to either pick stocks or time the market at different times. We find evidence for stock picking in booms and for market timing in recessions. Moreover, the same fund managers that pick stocks well in expansions also time the market well in recessions. These fund managers significantly outperform other funds and passive benchmarks. Our results suggest a new measure of managerial ability that gives more weight to a fund's market timing in recessions and to a fund's stock picking in booms.

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Sequential learning, predictability, and optimal portfolio returns

Authors
Michael Johannes, Arthur Korteweg, and Nicholas Polson
Date
April 1, 2014
Format
Journal Article
Journal
Journal of Finance

This paper finds statistically and economically significant out-of-sample portfolio benefits for an investor who uses models of return predictability when forming optimal portfolios. The key is that investors must incorporate an ensemble of important features into their optimal portfolio problem, including time-varying volatility, and time-varying expected returns driven by improved predictors such as measures of yield that include share repurchase and issuance in addition to cash payouts. Moreover, investors need to account for estimation risk when forming optimal portfolios.

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Liar's Loan? Effects of Origination Channel and Information Falsification on Mortgage Delinquency

Authors
Wei Jiang, Ashlyn Aiko Nelson, and Edward Vytlacil
Date
March 1, 2014
Format
Journal Article
Journal
The Review of Economics and Statistics

This paper presents a comprehensive analysis of mortgage delinquency between 2004 and 2008 using a unique loan-level dataset from a major national mortgage bank. Our analysis highlights two major problems underlying the mortgage crisis: a heavy reliance on mortgage brokers who tend to originate lower quality loans, and a high prevalence of low-documentation loans—known in the industry as "liars' loans"—which results in information falsification by borrowers.

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Does Macro-Prudential Regulation Leak? Evidence from a U.K. Policy Experiment

Authors
Shekhar Aiyar, Charles Calomiris, and Tomasz Wieladek
Date
February 1, 2014
Format
Journal Article
Journal
Journal of Money, Credit and Banking

The regulation of bank capital as a means of smoothing the credit cycle is a central element of forthcoming macro-prudential regimes internationally. For such regulation to be effective in controlling the aggregate supply of credit it must be the case that: (i) changes in capital requirements affect loan supply by regulated banks, and (ii) unregulated substitute sources of credit are unable to offset changes in credit supply by affected banks. This paper examines micro evidence—lacking to date—on both questions, using a unique data set.

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Is Warren Buffett's Commentary on Accounting, Governance, and Investing Practices Reflected in the Investment Decisions and Subsequent Influence of Berkshire Hathaway?

Authors
Robert Bowen, Shivaram Rajgopal, and Mohan Venkatachalam
Date
January 1, 2014
Format
Journal Article
Journal
The Accounting Review

We examine (1) whether the accounting, governance, and investing practices of Berkshire Hathaway investees are consistent with Warren Buffett's public statements on what constitutes good accounting, governance, and investing practices and (2) whether these practices are associated with Berkshire's initial "selection" or Buffett's subsequent "influence." Compared to control firms, we find that Berkshire investees are highly likely to follow Buffett's investment philosophy, somewhat likely to follow his preferred accounting, disclosure, and compensation policies, but unlikely to follow the bo

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Securitization and Loan Performance: Ex Ante and Ex Post Relations in the Mortgage Market

Authors
Wei Jiang, Ashlyn Aiko Nelson, and Edward Vytlacil
Date
January 1, 2014
Format
Journal Article
Journal
Review of Financial Studies

This study examines the relation between securitization and loan performance using a comprehensive dataset from a major national mortgage lender. Loans remaining on the bank's balance sheet ex post incurred higher delinquency rates than sold loans, contrasting the negative relation between screening efforts and ex ante probability of loan sale explored by prior studies. Moreover, the performance gap between sold and retained loans was wider among the subsample of loans that were perceived as easier to resell.

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