Vuorenmaa, Tommi A. (2008): Decimalization, Realized Volatility, and Market Microstructure Noise.
Preview |
PDF
MPRA_paper_8692.pdf Download (428kB) | Preview |
Abstract
This paper studies empirically the effect of decimalization on volatility and market microstructure noise. We apply several non-parametric estimators in order to accurately measure volatility and market microstructure noise variance before and after the final stage of decimalization which, on the NYSE, took place in January, 2001. We find that decimalization decreased observed volatility by decreasing noise variance and, consequently, increased the significance of the true signal especially in the trade price data for the high-activity stocks. In general, however, most of the found increase in the signal-to-noise ratio is explainable by confounding and random effects. We also find that although allowing for dependent noise can matter pointwisely, it does not appear to be critical in our case where the estimates are averaged over time and across stocks. For that same reason rare random jumps are not critical either. It is more important to choose a proper data type and prefilter the data carefully.
Item Type: | MPRA Paper |
---|---|
Original Title: | Decimalization, Realized Volatility, and Market Microstructure Noise |
Language: | English |
Keywords: | Decimalization; Market microstructure noise; Realized volatility; Realized variance; Tick size; Ultra-high-frequency data |
Subjects: | C - Mathematical and Quantitative Methods > C1 - Econometric and Statistical Methods and Methodology: General > C14 - Semiparametric and Nonparametric Methods: General C - Mathematical and Quantitative Methods > C1 - Econometric and Statistical Methods and Methodology: General > C19 - Other |
Item ID: | 8692 |
Depositing User: | Tommi A. Vuorenmaa |
Date Deposited: | 09 May 2008 16:23 |
Last Modified: | 27 Sep 2019 08:12 |
References: | Aït-Sahalia, Yacine, and Jean Jacod. (2006). "Testing for Jumps in a Discretely Observed Process." Working Paper, Princeton University and UPMC. Aït-Sahalia, Yacine, Per A. Mykland, and Lan Zhang. (2005a). "How Often to Sample a Continuous-Time Process in the Presence of Market Microstructure Noise." Review of Financial Studies 18, 351--416. ------ (2005b). "Comment on 'Realized Variance and Market Microstructure Noise' by Peter Hansen and Asger Lunde." Technical Report, University of Chicago. ------ (2006). "Ultra High Frequency Volatility Estimation with Dependent Microstructure Noise." Working Paper, Princeton University, University of Chicago, and University of Illinois. Ahn, Hee-Joon, Charles Q. Cao, and Hyuk Choe. (1996). "Tick Size, Spread, and Volume." Journal of Financial Intermediation 5, 2--22. ------ (1998). "Decimalization and Competition Among Stock Markets: Evidence from the Toronto Stock Exchange Cross-Listed Securities." Journal of Financial Markets 1, 51--87. Amihud, Yakov, and Haim Mendelson. (1987). "Trading Mechanisms and Stock Returns: An Empirical Investigation." Journal of Finance 42, 533--553. Bacidore, Jeffrey M. (1997). "The Impact of Decimalization on Market Quality: An Empirical Investigation of the Toronto Stock Exchange." Journal of Financial Intermediation 6, 92--120. Bacidore, Jeff, Robert Battalio, and Robert Jennings. (2001). "Changes in Order Characteristics, Displayed Liquidity, and Execution Quality on the New York Stock Exchange Around the Switch to Decimal Pricing." Working Paper, New York Stock Exchange. ------ (2003). "Order Submission Strategies, Liquidity Supply, and Trading in Pennies on the New York Stock Exchange." Journal of Financial Markets 6, 337--362. Bandi, Federico M., and Jeffrey R. Russell. (2003). "Microstructure Noise, Realized Volatility, and Optimal Sampling." Working Paper, University of Chicago. ------ (2006). "Separating Microstructure Noise from Volatility." Journal of Financial Economics 79, 655--692. Barndorff-Nielsen, Ole E., and Neil Shephard. (2004). "Power and Bipower Variation with Stochastic Volatility and Jumps." Journal of Econometrics 2, 1--37. Bessembinder, Hendrik. (2003). "Trade Execution Costs and Market Quality after Decimalization." Journal of Financial and Quantitative Analysis 38, 747--778. Black, Fischer. (1986). "Noise." Journal of Finance 41, 529--543. Bollen, Nicolas P. B., and Robert E. Whaley. (1998). "Are Teenies' Better?" Journal of Portfolio Management 25, 10--24. Chakravarty, Sugato, Robert A. Wood, and Robert A. van Ness. (2004). "Decimals and Liquidity: A Study of the NYSE." Journal of Financial Research 27, 75--94. Chakravarty, Sugato, Venkatesh Panchapagesan, and Robert A. Wood. (2005). "Did Decimalization Hurt Institutional Investors?" Journal of Financial Markets 8, 400--420. Chakravarty, Sugato, Bonnie F. van Ness, and Robert A. van Ness. (2005). "The Effect of Decimalization on Trade Size and Adverse Selection Costs." Journal of Business Finance and Accounting 32, 1063--1081. Cho, D. Chinhyung, and Edward W. Frees. (1988). "Estimating the Volatility of Discrete Stock Prices." Journal of Finance 43, 451--466. Chung, Kee H., Bonnie F. van Ness, and Robert A. van Ness. (2004). "Trading Costs and Quote Clustering on the NYSE and NASDAQ After Decimalization." Journal of Financial Research XXVII, 309--328. Clark, Peter K. (1973). "A Subordinated Stochastic Process Model with Finite Variance for Speculative Prices." Econometrica 41, 135--155. Curci, Giuseppe, and Fulvio Corsi. (2006). "Discrete Sine Transform for Multi-Scales Realized Volatility Measures." Working Paper, Universita di Pisa and University of Lugano. Available at SSRN: http://ssrn.com/abstract=650504. Diebold, Francis X. (2005). "On Market Microstructure Noise and Realized Volatility." Working Paper, University of Pennsylvania. Easley, David, and Maureen O'Hara. (1992). "Time and the Process of Security Price Adjustment." Journal of Finance 47, 577--605. Economist. (2007a). "Dodgy Tickers; Stock Exchanges." Economist, March 10, 2007. ------ (2007b). "Ahead of the Tape; Algorithmic Trading." Economist, June 23, 2007. Engle, Robert F., and Zheng Sun. (2005). "Forecasting Volatility Using Tick by Tick Data." Working Paper, New York University. Available at SSRN: http://ssrn.com/abstract=676462. Fan, Jianqing, and Yazhen Wang. (2006). "Multi-Scale Jump and Volatility Analysis for High-Frequency Financial Data." Working Paper, Princeton University and University of Connecticut. Figlewski, Stephen. (1997). "Forecasting Volatility." Financial Markets, Institutions, and Instruments 6, 1--88. Frijns, Bart, and Thorsten Lehnert. (2004). "Realized Variance in the Presence of Non-IID Microstructure Noise." Working Paper, Maastricht University. Gibson, Scott, Rajdeep Singh, and Vijay Yerramilli. (2003). "The Effect of Decimalization on the Components of the Bid-Ask Spread." Journal of Financial Intermediation 12, 121--148. Goldstein, Michael A., and Kenneth A. Kavajecz. (2000). "Eigths, Sixteenths, and Market Depth: Changes in Tick Size and Liquidity Provision on the NYSE." Journal of Financial Economics 56, 125--149. Gottlieb, Gary, and Avner Kalay. (1985). "Implications of the Discreteness of Observed Stock Prices." Journal of Finance 40, 135--153. Glosten, Lawrence R., and Paul R. Milgrom. (1985). "Bid, Ask, and Transaction Prices in a Specialist Market with Heterogenously Informed Traders." Journal of Financial Economics 14, 71--100. Griffin, Jim E., and Roel C. A. Oomen. (2006). "Sampling Returns for Realized Variance Calculations: Tick Time or Transaction Time?" Working Paper, University of Warwick. Available at SSRN: http://ssrn.com/abstract=906472. Hansen, Peter R., and Asger Lunde. (2006). "Realized Variance and Market Microstructure Noise." Journal of Business and Economic Statistics 24, 127--161. Harris, Lawrence. (1990a). "Estimation of Stock Price Variances and Serial Correlations from Discrete Observations." Journal of Financial and Quantitative Analysis 25, 291--306. ------ (1990b). "Statistical Properties of the Roll Serial Covariance Bid/Ask Spread Estimator." Journal of Finance 45, 579--590. ------ (1991). "Stock Price Clustering and Discreteness." Review of Financial Studies 4, 389--415. ------ (1994). "Minimum Price Variations, Discrete Bid-Ask Spreads, and Quotation Sizes." Review of Financial Studies 7, 149--178. ------ (1997). "Decimalization: A Review of the Arguments and Evidence." Working Paper, University of Southern California. ------ (1999). "Trading in Pennies: A Survey of the Issues." Working Paper, University of Southern California. Hasbrouck, Joel. (1996). "Modeling Market Microstructure Time Series." In G. Maddala, and C. Rao (eds.), Handbook of Statistics 14, North Holland, Amsterdam, pp. 647--692. ------ (2007). Empirical Market Microstructure Theory: The Institutions, Economics, and Econometrics of Securities Trading. Oxford University Press. He, Yan, and Chunchi Wu. (2005). "The Effects of Decimalization on Return Volatility Components, Serial Correlation, and Trading Costs." Journal of Financial Research XXVIII, 77--96. Hendershott, Terrence, Charles M. Jones, and Albert J. Menkveld. (2008). "Does Algorithmic Trading Improve Liquidity?" Available at SSRN: http://ssrn.com/abstract=1100635. Hollander, Myles, and Douglas A. Wolfe. (1999). Nonparametric Statistical Methods. Second Edition. John Wiley & Sons. Huang, Roger D., and Hans R. Stoll. (2001). "Tick Size, Bid-Ask Spreads, and Market Structure." Journal of Financial and Quantitative Analysis 36, 503--522. Ikenberry, David, and James P. Weston. (2003). "Clustering in U.S. Stock Prices After Decimalization." Working Paper, University of Illinois and Rice University. Jegadeesh, Narasimhan, and Sheridan Titman. (1995). "Short-Horizon Return Reversals and the Bid-Ask Spread." Journal of Financial Intermediation 4, 116--132. Jones, Charles M., and Marc L. Lipson. (2001). "Sixteenths: Direct Evidence on Institutional Trading Costs." Journal of Financial Economics 59, 253--278. Madhavan, Ananth, Matthew Richardon, and Mark Roomans. (1997). "Why Do Securities Prices Change? A Transaction-Level Analysis of NYSE Stocks." Review of Financial Studies 10, 1035--1064. New York Stock Exchange. (2001). "Decimalization of Trading on the New York Stock Exchange: A Report to the Securities and Exchange Commission." Working Paper, New York Stock Exchange. Oomen, Roel C. A. (2005a). "Properties of Bias-Corrected Realized Variance Under Alternative Sampling Schemes." Journal of Financial Econometrics 3, 555--577. ------ (2005b). "Comment on 'Realized Variance and Market Microstructure Noise' by Peter R. Hansen and Asger Lunde." Journal of Business and Economic Statistics 24, 195--202. Pinheiro, José C., and Douglas M. Bates. (2004). Mixed-Effects Models in S and S-Plus. Springer. Porter, David C., and Daniel G. Weaver. (1997). "Tick Size and Market Quality." Financial Management 26, 5--26. Protter, Philip E. (2005). Stochastic Integration and Differential Equations. Second Edition. Springer. Ricker, Jeffrey P. (1998). "Breaking the Eight: Sixteenths on the New York Stock Exchange." Available at SSRN: http://ssrn.com/abstract=79759. Roll, Richard. (1984). "A Simple Implicit Measure of the Bid-Ask Spread in an Efficient Market." Journal of Finance 39, 1127--1139. Ronen, Tavy, and Daniel G. Weaver. (2001). "Teenies' Anyone?" Journal of Financial Markets 4, 231--260. van Ness, Bonnie F., Robert A. van Ness, and Stephen W. Pruitt (1999). "The Impact of the Reduction in Tick Increment in Major U.S. Markets on Spreads, Depth, and Volatility." Review of Quantitative Finance and Accounting 15, 153--167. Zhang, Lan. (2005). "Efficient Estimation of Stochastic Volatility Using Noisy Observations: A Multi-Scale Approach." Working Paper, University of Illinois and Carnegie Mellon University. Available at SSRN: http://ssrn.com/abstract=619682. Zhang, Lan, Per A. Mykland, and Yacine Aït-Sahalia. (2005). "A Tale of Two Time Scales: Determining Integrated Volatility with Noisy High-Frequency Data." Journal of the American Statistical Association 100, 1394--1411. Zhao, Xin, and Kee H. Chung. (2006). "Decimal Pricing and Information-Based Trading: Tick Size and Informational Efficiency of Asset Price." Journal of Business Finance and Accounting 33, 753--766. Zhou, Bin. (1996). "High-Frequency Data and Volatility in Foreign-Exchange Rates." Journal of Business and Economic Statistics 14, 45--52. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/8692 |