Nonparametric HAC estimation for time series data with missing observations
The Newey and West (1987) estimator has become the standard way to estimate a heteroskedasticity and autocorrelation consistent (HAC) covariance matrix, but it does not immediately apply to time series with missing observations. We demonstrate that the intuitive approach to estimate the true spectrum of the underlying process using only the observed data leads to incorrect inference. Instead, we propose two simple consistent HAC estimators for time series with missing data. First, we develop the Amplitude Modulated estimator by applying the Newey-West estimator and treating the missing observations as non-serially correlated. Secondly, we develop the Equal Spacing estimator by applying the Newey-West estimator to the series formed by treating the data as equally spaced. We show asymptotic consistency of both estimators for inference purposes and discuss finite sample variance and bias tradeoff. In Monte Carlo simulations, we demonstrate that the Equal Spacing estimator is preferred in most cases due to its lower bias, while the Amplitude Modulated estimator is preferred for small sample size and low autocorrelation due to its lower variance.
|Date of creation:||2012|
|Date of revision:|
|Contact details of provider:|| Postal: 20th Street and Constitution Avenue, NW, Washington, DC 20551|
Web page: http://www.federalreserve.gov/
More information through EDIRC
|Order Information:||Web: http://www.federalreserve.gov/pubs/ifdp/order.htm|
References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Acharya, Viral V & Johnson, Tim, 2005.
"Insider Trading in Credit Derivatives,"
CEPR Discussion Papers
5180, C.E.P.R. Discussion Papers.
- Jonathan Eaton & Samuel Kortum & Brent Neiman & John Romalis, 2016.
"Trade and the Global Recession,"
American Economic Review,
American Economic Association, vol. 106(11), pages 3401-38, November.
- Jonathan Eaton & Sam Kortum & Brent Neiman & John Romalis, 2010. "Trade and the global recession," Working Paper Research 196, National Bank of Belgium.
- Samuel S. Kortum & Jonathan Eaton & Brent Neiman & John Romalis, 2010. "Trade and the Global Recession," DEGIT Conference Papers c015_002, DEGIT, Dynamics, Economic Growth, and International Trade.
- Sam Kortum & John Romalis & Brent Neiman & Jonathan Eaton, 2010. "Trade and the Global Recession," 2010 Meeting Papers 1340, Society for Economic Dynamics.
- Jonathan Eaton & Samuel Kortum & Brent Neiman & John Romalis, 2011. "Trade and the Global Recession," NBER Working Papers 16666, National Bureau of Economic Research, Inc.
- Eaton, Jonathan & Kortum, Sam & Neiman, Brent & Romalis, John, 2013. "Trade and the Global Recession," Working Papers 2013-21, University of Sydney, School of Economics.
- Benjamin Y. Zhang & Hao Zhou & Haibin Zhu, 2005.
"Explaining credit default swap spreads with the equity volatility and jump risks of individual firms,"
Finance and Economics Discussion Series
2005-63, Board of Governors of the Federal Reserve System (U.S.).
- Benjamin Yibin Zhang & Hao Zhou & Haibin Zhu, 2009. "Explaining Credit Default Swap Spreads with the Equity Volatility and Jump Risks of Individual Firms," Review of Financial Studies, Society for Financial Studies, vol. 22(12), pages 5099-5131, December.
- P. C. B. Phillips & S. N. Durlauf, 1986.
"Multiple Time Series Regression with Integrated Processes,"
Review of Economic Studies,
Oxford University Press, vol. 53(4), pages 473-495.
- Peter C.B. Phillips & Steven N. Durlauf, 1985. "Multiple Time Series Regression with Integrated Processes," Cowles Foundation Discussion Papers 768, Cowles Foundation for Research in Economics, Yale University.
- Jorion, Philippe & Zhang, Gaiyan, 2007. "Good and bad credit contagion: Evidence from credit default swaps," Journal of Financial Economics, Elsevier, vol. 84(3), pages 860-883, June.
- Nicholas M. Kiefer & Timothy J. Vogelsang & Helle Bunzel, 2000.
"Simple Robust Testing of Regression Hypotheses,"
Econometric Society, vol. 68(3), pages 695-714, May.
- Alessandro Beber & Michael W. Brandt & Kenneth A. Kavajecz, 2009.
"Flight-to-Quality or Flight-to-Liquidity? Evidence from the Euro-Area Bond Market,"
Review of Financial Studies,
Society for Financial Studies, vol. 22(3), pages 925-957, March.
- Alessandro Beber & Michael W. Brandt & Kenneth A. Kavajecz, 2006. "Flight-to-Quality or Flight-to-Liquidity? Evidence From the Euro-Area Bond Market," NBER Working Papers 12376, National Bureau of Economic Research, Inc.
- McKenzie, C.R. & Kapuscinski, C.A., 1997. "Estimation in a linear model with serially correlated errors when observations are missing," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 44(1), pages 1-9.
- Lorenzo Forni & Libero Monteforte & Luca Sessa, 2007.
"The general equilibrium effects of fiscal policy: estimates for the euro area,"
Temi di discussione (Economic working papers)
652, Bank of Italy, Economic Research and International Relations Area.
- Forni, Lorenzo & Monteforte, Libero & Sessa, Luca, 2009. "The general equilibrium effects of fiscal policy: Estimates for the Euro area," Journal of Public Economics, Elsevier, vol. 93(3-4), pages 559-585, April.
- Luca Sessa & Libero Monteforte & Lorenzo Forni, 2007. "The general equilibrium effects of fiscal policy: estimates for the euro area," 2007 Meeting Papers 352, Society for Economic Dynamics.
When requesting a correction, please mention this item's handle: RePEc:fip:fedgif:1060. See general information about how to correct material in RePEc.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Franz Osorio)
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If references are entirely missing, you can add them using this form.
If the full references list an item that is present in RePEc, but the system did not link to it, you can help with this form.
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your profile, as there may be some citations waiting for confirmation.
Please note that corrections may take a couple of weeks to filter through the various RePEc services.