Management Science · 1983 · 148 citations · 18 references
BusinessEconomicsFinanceCost Of CapitalEconometricsFinancial EconomicsAsset Pricing EmpiricsCapital MarketsFinancial RiskMarket RiskRisk MeasurementRisk-return AnalysisAsymptotic PropertiesCross-sectional EstimationDifferencingInterval Data AnalysisMarket BetaOrdinary Least SquaresRegression AdjustmentSystematic Risk Measurement
The concept of beta as the measure of systematic risk has been widely accepted in the academic and financial community. Increasingly, betas are being used to estimate the cost of capital for corporations. Despite this, however, biases are generally present in ordinary least squares (OLS) estimates of beta. In particular, empirical estimates of beta are affected by friction in the trading process which delays the adjustment of a security's price to informational change and hence leads to an “intervalling-effect” bias. In this paper, we present and empirically test two procedures for correcting this bias. The first is to estimate the asymptotic value that OLS beta approaches as the differencing interval is lengthened without bound. The second procedure is to infer the value of beta by adjusting OLS beta for cross-sectional differences in the intervalling effect as a function of the depth of the market for a security (as measured by its value of shares outstanding). Our results suggest that a substantial correction is needed to get “true” beta estimates from short differencing interval data.
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Risk measurement when shares are subject to infrequent trading
Elroy Dimson · Journal of Financial Economics · 1979 · 2.9K citations
Estimating betas from nonsynchronous data
Myron S. Scholes, Joseph Williams · Journal of Financial Economics · 1977 · 2.8K citations
Estimation of Error Rates in Discriminant Analysis
Peter A. Lachenbruch, M. R. Mickey · Technometrics · 1968 · 1.5K citations