On the use of high frequency measures of volatility in MIDAS regressions
No 11307, CEPR Discussion Papers from C.E.P.R. Discussion Papers
Many empirical studies link mixed data frequency variables such as low frequency macroeconomic or financial variables with high frequency financial indicators' volatilities, especially within a predictive regression model context. The objective of this paper is threefold: First, we relate the standard Least Squares (LS) regression model with high frequency volatility predictors, with the corresponding Mixed Data Sampling Nonlinear LS (MIDAS-NLS) regression model (Ghysels et al., 2005, 2006), and evaluate the properties of the regression estimators of these models. We also consider alternative high frequency volatility measures as well as various continuous time models using their corresponding relevant higher-order moments to further analyze the properties of these estimators. Second, we derive the relative MSE efficiency of the slope estimator in the standard LS and MIDAS regressions, we provide conditions for relative efficiency and present the numerical results for different continuous time models. Third, we extend the analysis of the bias of the slope estimator in standard LS regressions with alternative realized measures of risk such as the Realized Covariance, Realized Beta and the Realized Skewness when the true DGP is a MIDAS model.
Keywords: bias; efficiency; high-frequency volatility estimators; MIDAS regression model (search for similar items in EconPapers)
JEL-codes: C22 C53 G22 (search for similar items in EconPapers)
New Economics Papers: this item is included in nep-ets, nep-mst, nep-net and nep-ore
References: View references in EconPapers View complete reference list from CitEc
Citations Track citations by RSS feed
Downloads: (external link)
CEPR Discussion Papers are free to download for our researchers, subscribers and members. If you fall into one of these categories but have trouble downloading our papers, please contact us at email@example.com
This item may be available elsewhere in EconPapers: Search for items with the same title.
Export reference: BibTeX
RIS (EndNote, ProCite, RefMan)
Persistent link: https://EconPapers.repec.org/RePEc:cpr:ceprdp:11307
Ordering information: This working paper can be ordered from
http://www.cepr.org/ ... rs/dp.php?dpno=11307
Access Statistics for this paper
More papers in CEPR Discussion Papers from C.E.P.R. Discussion Papers Centre for Economic Policy Research, 77 Bastwick Street, London EC1V 3PZ..
Series data maintained by (). This e-mail address is bad, please contact .