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The Accuracy of Trade Classification Rules: Evidence from Nasdaq

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Cited by:

  1. David Easley & Soeren Hvidkjaer & Maureen O'Hara, 2002. "Is Information Risk a Determinant of Asset Returns?," Journal of Finance, American Finance Association, vol. 57(5), pages 2185-2221, October.
  2. Ivanov, Stoyu I., 2016. "Analysis of ETF bid-ask spread components," The Quarterly Review of Economics and Finance, Elsevier, vol. 61(C), pages 249-259.
  3. Favreau, Charles & Garvey, Ryan, 2022. "Non-positive spreads and trading venue halts: Are investors harmed?," Finance Research Letters, Elsevier, vol. 46(PA).
  4. Marcel Blais & Philip Protter, 2012. "Signing trades and an evaluation of the Lee–Ready algorithm," Annals of Finance, Springer, vol. 8(1), pages 1-13, February.
  5. Torben G. Andersen & Oleg Bondarenko, 2015. "Assessing Measures of Order Flow Toxicity and Early Warning Signals for Market Turbulence," Review of Finance, European Finance Association, vol. 19(1), pages 1-54.
  6. Kenneth Small & James Wansley & Matthew Hood, 2012. "The impact of security concentration on adverse selection costs and liquidity: an examination of exchange traded funds," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 36(2), pages 261-281, April.
  7. Hegde, Shantaram P. & McDermott, John B., 2004. "The market liquidity of DIAMONDS, Q's, and their underlying stocks," Journal of Banking & Finance, Elsevier, vol. 28(5), pages 1043-1067, May.
  8. Craig W. Holden & Stacey Jacobsen, 2014. "Liquidity Measurement Problems in Fast, Competitive Markets: Expensive and Cheap Solutions," Journal of Finance, American Finance Association, vol. 69(4), pages 1747-1785, August.
  9. Dimitrios Karyampas & Paola Paiardini, 2011. "Probability of Informed Trading and Volatility for an ETF," Birkbeck Working Papers in Economics and Finance 1101, Birkbeck, Department of Economics, Mathematics & Statistics.
  10. Michael Frömmel & Eyup Kadioglu, 2023. "Impact of trading hours extensions on foreign exchange volatility: intraday evidence from the Moscow exchange," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-23, December.
  11. Chan, Yue-Cheong, 2014. "How does retail sentiment affect IPO returns? Evidence from the internet bubble period," International Review of Economics & Finance, Elsevier, vol. 29(C), pages 235-248.
  12. Yue Zhao & Difang Wan, 2018. "Institutional high frequency trading and price discovery: Evidence from an emerging commodity futures market," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 38(2), pages 243-270, February.
  13. Edward Sun & Timm Kruse & Min-Teh Yu, 2014. "High frequency trading, liquidity, and execution cost," Annals of Operations Research, Springer, vol. 223(1), pages 403-432, December.
  14. Goldstein, Michael A. & Shkilko, Andriy V. & Van Ness, Bonnie F. & Van Ness, Robert A., 2008. "Competition in the market for NASDAQ securities," Journal of Financial Markets, Elsevier, vol. 11(2), pages 113-143, May.
  15. Ferriani, Fabrizio, 2010. "Informed and uninformed traders at work: evidence from the French market," MPRA Paper 24487, University Library of Munich, Germany.
  16. Dierkes, Maik & Krupski, Jan & Schroen, Sebastian, 2022. "Option-implied lottery demand and IPO returns," Journal of Economic Dynamics and Control, Elsevier, vol. 138(C).
  17. Bian, Jiangze & Su, Tie & Wang, Jun, 2022. "Non-marketability and one-day selling lockup," Journal of Empirical Finance, Elsevier, vol. 65(C), pages 1-23.
  18. Ioane Muni Toke, 2016. "Reconstruction of Order Flows using Aggregated Data," Post-Print hal-01705074, HAL.
  19. Atanas Mihov, 2016. "Predisclosure Accumulations by Activist Investors and Price Impact of Trading," Review of Finance, European Finance Association, vol. 20(1), pages 231-263.
  20. Eunju Lee, 2016. "Short selling and market mispricing," Review of Quantitative Finance and Accounting, Springer, vol. 47(3), pages 797-833, October.
  21. Li, Mingsheng & McCormick, Timothy & Zhao, Xin, 2005. "Order imbalance and liquidity supply: Evidence from the bubble burst of Nasdaq stocks," Journal of Empirical Finance, Elsevier, vol. 12(4), pages 533-555, September.
  22. John Y. Campbell & Tarun Ramadorai & Tuomo O. Vuolteenaho, 2004. "Caught on Tape: Predicting Institutional Ownership With Order Flow," Harvard Institute of Economic Research Working Papers 2046, Harvard - Institute of Economic Research.
  23. Oliver Entrop & Georg Fischer, 2020. "Hedging costs and joint determinants of premiums and spreads in structured financial products," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 40(7), pages 1049-1071, July.
  24. Kaun Y. Lee & Kee H. Chung, 2009. "Information-Based Trading and Price Improvement," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 36(5-6), pages 754-773.
  25. Li, Mingsheng & Liu, Desheng & Peng, Hongfeng & Zhang, Luxiu, 2020. "Does low synchronicity mean more or less informative prices? Evidence from an emerging market," Journal of Financial Stability, Elsevier, vol. 51(C).
  26. Ioane Muni Toke, 2016. "Reconstruction of Order Flows using Aggregated Data," Papers 1604.02759, arXiv.org.
  27. Warren Bailey & Lin Zheng, 2013. "Banks, Bears, and the Financial Crisis," Journal of Financial Services Research, Springer;Western Finance Association, vol. 44(1), pages 1-51, August.
  28. Battalio, Robert H. & Mendenhall, Richard R., 2005. "Earnings expectations, investor trade size, and anomalous returns around earnings announcements," Journal of Financial Economics, Elsevier, vol. 77(2), pages 289-319, August.
  29. Odders-White, Elizabeth R., 2000. "On the occurrence and consequences of inaccurate trade classification," Journal of Financial Markets, Elsevier, vol. 3(3), pages 259-286, August.
  30. Laura Xiaolei Liu & Ann E. Sherman & Yong Zhang, 2014. "The Long-Run Role of the Media: Evidence from Initial Public Offerings," Management Science, INFORMS, vol. 60(8), pages 1945-1964, August.
  31. Abad, David & Pascual, Roberto, 2015. "The friction-free weighted price contribution," International Review of Economics & Finance, Elsevier, vol. 37(C), pages 226-239.
  32. Joshua V. Rosenberg & Leah G. Traub, 2006. "Price discovery in the foreign currency futures and spot market," Staff Reports 262, Federal Reserve Bank of New York.
  33. Saunders, Anthony & Shao, Pei & Xiao, Yuchao, 2024. "Private information disclosure in the secondary loan market and its impact on equity market trading costs," Journal of Financial Markets, Elsevier, vol. 67(C).
  34. Rui Albuquerque & Eva De Francisco & Luis B. Marques, 2008. "Marketwide Private Information in Stocks: Forecasting Currency Returns," Journal of Finance, American Finance Association, vol. 63(5), pages 2297-2343, October.
  35. Boehmer, Ekkehart & Grammig, Joachim & Theissen, Erik, 2007. "Estimating the probability of informed trading--does trade misclassification matter?," Journal of Financial Markets, Elsevier, vol. 10(1), pages 26-47, February.
  36. Ainsworth, Andrew & Lee, Adrian D., 2014. "Waiting costs and limit order book liquidity: Evidence from the ex-dividend deadline in Australia," Journal of Financial Markets, Elsevier, vol. 20(C), pages 101-128.
  37. Doureige J. Jurdi, 2020. "Intraday Jumps, Liquidity, and U.S. Macroeconomic News: Evidence from Exchange Traded Funds," JRFM, MDPI, vol. 13(6), pages 1-19, June.
  38. Frino, Alex & Jarnecic, Elvis & Johnstone, David & Lepone, Andrew, 2005. "Bid-ask bounce and the measurement of price behavior around block trades on the Australian Stock Exchange," Pacific-Basin Finance Journal, Elsevier, vol. 13(3), pages 247-262, June.
  39. Asani Sarkar & Robert A. Schwartz, 2009. "Market Sidedness: Insights into Motives for Trade Initiation," Journal of Finance, American Finance Association, vol. 64(1), pages 375-423, February.
  40. Blazejewski, Adam & Coggins, Richard, 2005. "A local non-parametric model for trade sign inference," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 348(C), pages 481-495.
  41. Chakrabarty, Bidisha & Cox, Justin & Upson, James E, 2024. "The information content of retail order flow: Evidence from fragmented markets," Journal of Banking & Finance, Elsevier, vol. 167(C).
  42. Chung, Dennis Y. & Hrazdil, Karel & Trottier, Kim, 2015. "On the efficiency of intra-industry information transfers: The dilution of the overreaction anomaly," Journal of Banking & Finance, Elsevier, vol. 60(C), pages 153-167.
  43. Paiardini, Paola, 2015. "Informed trading in parallel bond markets," Journal of Financial Markets, Elsevier, vol. 26(C), pages 103-121.
  44. Bardong, Florian & Bartram, Söhnke M. & Yadav, Pradeep K., 2005. "Informed Trading, Information Asymmetry and Pricing of Information Risk: Empirical Evidence from the NYSE," MPRA Paper 13586, University Library of Munich, Germany, revised 10 Oct 2008.
  45. Ahmed Baig & Jason Berkowitz & Ronald Jared DeLisle & Todd Griffith, 2023. "COVID‐19 intensity across U.S. states and the liquidity of U.S. equity markets," The Financial Review, Eastern Finance Association, vol. 58(2), pages 235-259, May.
  46. Ivan Jericevich & Patrick Chang & Tim Gebbie, 2020. "Comparing the market microstructure between two South African exchanges," Papers 2011.04367, arXiv.org.
  47. Barakat, Ahmed & Chernobai, Anna & Wahrenburg, Mark, 2014. "Information asymmetry around operational risk announcements," Journal of Banking & Finance, Elsevier, vol. 48(C), pages 152-179.
  48. Menkveld, Albert J. & Yueshen, Bart Zhou & Zhu, Haoxiang, 2017. "Shades of darkness: A pecking order of trading venues," Journal of Financial Economics, Elsevier, vol. 124(3), pages 503-534.
  49. Adam Blazejewski & Richard Coggins, 2004. "A local non-parametric model for trade sign inference," Finance 0408009, University Library of Munich, Germany.
  50. Liao Zhu & Ningning Sun & Martin T. Wells, 2021. "Clustering Structure of Microstructure Measures," Papers 2107.02283, arXiv.org, revised Dec 2021.
  51. Lawrence Kryzanowski & Skander Lazrak, 2007. "Trading Activity, Trade Costs and Informed Trading for Acquisition Targets and Acquirers," The European Journal of Finance, Taylor & Francis Journals, vol. 13(5), pages 405-439.
  52. Thomas Pöppe & Michael Aitken & Dirk Schiereck & Ingo Wiegand, 2016. "A PIN per day shows what news convey: the intraday probability of informed trading," Review of Quantitative Finance and Accounting, Springer, vol. 47(4), pages 1187-1220, November.
  53. Jordi Paniagua & Rafael Rivelles & Juan Sapena, 2019. "Social Determinants of Success: Social Media, Corporate Governance and Revenue," Sustainability, MDPI, vol. 11(19), pages 1-17, September.
  54. Pascual, Roberto & Pascual-Fuster, Bartolome & Climent, Francisco, 2006. "Cross-listing, price discovery and the informativeness of the trading process," Journal of Financial Markets, Elsevier, vol. 9(2), pages 144-161, May.
  55. John Y. Campbell & Tarun Ramadorai & Tuomo O. Vuolteenaho, 2005. "Caught On Tape: Institutional Order Flow and Stock Returns," NBER Working Papers 11439, National Bureau of Economic Research, Inc.
  56. Christopher L. Gilbert & Herbert A. Rijken, 2006. "How is Futures Trading Affected by the Move to a Computerized Trading System? Lessons from the LIFFE FTSE 100 Contract," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 33(7‐8), pages 1267-1297, September.
  57. Paul Asquith & Rebecca Oman & Christopher Safaya, 2008. "Short Sales and Trade Classification Algorithms," NBER Working Papers 14158, National Bureau of Economic Research, Inc.
  58. Jang-Chul Kim & Qing Su, 2024. "Political ratings, government quality, and liquidity: evidence from Non-U.S. energy stocks listed on the NYSE," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 48(3), pages 614-643, September.
  59. Huang, Roger D. & Ting, Christopher, 2008. "A functional approach to the price impact of stock trades and the implied true price," Journal of Empirical Finance, Elsevier, vol. 15(1), pages 1-16, January.
  60. Fischer, Georg, 2019. "How dynamic hedging affects stock price movements: Evidence from German option and certificate markets," Passauer Diskussionspapiere, Betriebswirtschaftliche Reihe B-35-19, University of Passau, Faculty of Business and Economics.
  61. Easley, David & de Prado, Marcos Lopez & O'Hara, Maureen, 2016. "Discerning information from trade data," Journal of Financial Economics, Elsevier, vol. 120(2), pages 269-285.
  62. Frömmel, Michael & D'Hoore, Dick & Lampaert, Kevin, 2021. "The Accuracy of Trade Classification Systems on the Foreign Exchange Market: Evidence from the RUB/USD Market," Finance Research Letters, Elsevier, vol. 42(C).
  63. Asani Sarkar & Robert A. Schwartz, 2006. "Two-sided markets and intertemporal trade clustering: insights into trading motives," Staff Reports 246, Federal Reserve Bank of New York.
  64. Andros Gregoriou, 2007. "The Asymmetry of the Price Impact of Block Trades and the Bid-Ask Spread. Evidence from the London Stock Exchange," Money Macro and Finance (MMF) Research Group Conference 2006 76, Money Macro and Finance Research Group.
  65. Furfine, Craig, 2007. "When is inter-transaction time informative?," Journal of Empirical Finance, Elsevier, vol. 14(3), pages 310-332, June.
  66. Kim, Jang-Chul & Mazumder, Sharif & Su, Qing, 2024. "Brexit's ripple: Probing the impact on stock market liquidity," Finance Research Letters, Elsevier, vol. 61(C).
  67. Mark Fedenia & Tavy Ronen & Seunghan Nam, 2024. "Machine learning and trade direction classification: insights from the corporate bond market," Review of Quantitative Finance and Accounting, Springer, vol. 63(1), pages 1-36, July.
  68. Erik J. Mayer, 2021. "Advertising, investor attention, and stock prices: Evidence from a natural experiment," Financial Management, Financial Management Association International, vol. 50(1), pages 281-314, March.
  69. Kim, Sangwan & Lim, Steve C., 2017. "Earnings comparability and informed trading," Finance Research Letters, Elsevier, vol. 20(C), pages 130-136.
  70. Hatheway, Frank & Kwan, Amy & Zheng, Hui, 2017. "An Empirical Analysis of Market Segmentation on U.S. Equity Markets," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(6), pages 2399-2427, December.
  71. Christiane Goodfellow & Martin T. Bohl, 2011. "Forestalling Floor Closure: Evidence from a Natural Experiment on the German Stock Market," Post-Print hal-00676103, HAL.
  72. Gus De Franco & Hai Lu & Florin P. Vasvari, 2007. "Wealth Transfer Effects of Analysts' Misleading Behavior," Journal of Accounting Research, Wiley Blackwell, vol. 45(1), pages 71-110, March.
  73. Kaun Y. Lee & Kee H. Chung, 2009. "Information‐Based Trading and Price Improvement," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 36(5‐6), pages 754-773, June.
  74. Alexander, Gordon J. & Peterson, Mark A., 2007. "An analysis of trade-size clustering and its relation to stealth trading," Journal of Financial Economics, Elsevier, vol. 84(2), pages 435-471, May.
  75. Pascual, Roberto & Pascual-Fuster, Bartolomé, 2014. "The relative contribution of ask and bid quotes to price discovery," Journal of Financial Markets, Elsevier, vol. 20(C), pages 129-150.
  76. Campbell, John Y. & Ramadorai, Tarun & Schwartz, Allie, 2009. "Caught on tape: Institutional trading, stock returns, and earnings announcements," Journal of Financial Economics, Elsevier, vol. 92(1), pages 66-91, April.
  77. Yang-Cheng Lu & Yu-Chen Wei, 2013. "The Chinese News Sentiment around Earnings Announcements," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(3), pages 44-58, October.
  78. Ryan GARVEY & Fei WU, 2012. "Are Market Center Trading Cost Measures Reliable?," Czech Journal of Economics and Finance (Finance a uver), Charles University Prague, Faculty of Social Sciences, vol. 62(6), pages 505-517, December.
  79. Li, Mingsheng & Zhao, Xin, 2014. "Impact of leveraged ETF trading on the market quality of component stocks," The North American Journal of Economics and Finance, Elsevier, vol. 28(C), pages 90-108.
  80. Kee H. Chung & John Elder & Jang‐Chul Kim, 2013. "Liquidity and Information Flow around Monetary Policy Announcement," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 45(5), pages 781-820, August.
  81. Georg Dettmann, 2011. "A View on Global Imbalances and their Contribution to the Financial Crisis," Birkbeck Working Papers in Economics and Finance 1102, Birkbeck, Department of Economics, Mathematics & Statistics.
  82. Lachance, Marie-Eve, 2021. "ETFs’ high overnight returns: The early liquidity provider gets the worm," Journal of Financial Markets, Elsevier, vol. 52(C).
  83. Frino, Alex & Gerace, Dionigi & Lepone, Andrew, 2008. "Liquidity in auction and specialist market structures: Evidence from the Italian bourse," Journal of Banking & Finance, Elsevier, vol. 32(12), pages 2581-2588, December.
  84. Bessembinder, Hendrik, 2003. "Quote-based competition and trade execution costs in NYSE-listed stocks," Journal of Financial Economics, Elsevier, vol. 70(3), pages 385-422, December.
  85. Michel van der Wel & Albert Menkveld & Asani Sarkar, 2009. "Are Market Makers Uninformed and Passive? Signing Trades in The Absence of Quotes," Tinbergen Institute Discussion Papers 09-046/3, Tinbergen Institute.
  86. Baule, Rainer, 2011. "The order flow of discount certificates and issuer pricing behavior," Journal of Banking & Finance, Elsevier, vol. 35(11), pages 3120-3133, November.
  87. Henker, Thomas & Wang, Jian-Xin, 2006. "On the importance of timing specifications in market microstructure research," Journal of Financial Markets, Elsevier, vol. 9(2), pages 162-179, May.
  88. Alvaro Escribano & Roberto Pascual, 2008. "Asymmetries in bid and ask responses to innovations in the trading process," Studies in Empirical Economics, in: Luc Bauwens & Winfried Pohlmeier & David Veredas (ed.), High Frequency Financial Econometrics, pages 49-82, Springer.
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  90. Chakrabarty, Bidisha & Li, Bingguang & Nguyen, Vanthuan & Van Ness, Robert A., 2007. "Trade classification algorithms for electronic communications network trades," Journal of Banking & Finance, Elsevier, vol. 31(12), pages 3806-3821, December.
  91. Zhou, Hao & Elliott, Robert J. & Kalev, Petko S., 2019. "Information or noise: What does algorithmic trading incorporate into the stock prices?," International Review of Financial Analysis, Elsevier, vol. 63(C), pages 27-39.
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  93. Peterson, Mark & Sirri, Erik, 2003. "Evaluation of the biases in execution cost estimation using trade and quote data," Journal of Financial Markets, Elsevier, vol. 6(3), pages 259-280, May.
  94. Fatemi, Darius & Kim, Jang-Chul, 2024. "Information asymmetry in non-US stocks: The compounding and mitigating effects of tax havens and corruption," Global Finance Journal, Elsevier, vol. 59(C).
  95. Chung, Kee H. & Chuwonganant, Chairat & Jiang, Jing, 2008. "The dynamics of quote adjustments," Journal of Banking & Finance, Elsevier, vol. 32(11), pages 2390-2400, November.
  96. Jurkatis, Simon, 2022. "Inferring trade directions in fast markets," Journal of Financial Markets, Elsevier, vol. 58(C).
  97. Mamatzakis, Emmanuel & Zhang, Xiaoxiang & Wang, Chaoke, 2016. "Invisible hand discipline from informed trading: Does market discipline from trading affect bank capital structure?," MPRA Paper 76215, University Library of Munich, Germany.
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  99. Asquith, Paul & Oman, Rebecca & Safaya, Christopher, 2010. "Short sales and trade classification algorithms," Journal of Financial Markets, Elsevier, vol. 13(1), pages 157-173, February.
  100. Rösch, Dominik, 2021. "The impact of arbitrage on market liquidity," Journal of Financial Economics, Elsevier, vol. 142(1), pages 195-213.
  101. Teressa Elliott & Jang-Chul Kim & Ha-Chin Yi, 2024. "The impact of corporate ethical standards on the liquidity of non-U.S. stocks: an examination of the Chinese Melamine Scandal," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 48(2), pages 394-418, June.
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  133. Tanggaard, Carsten, 2003. "Errors in Trade Classification: Consequences and Remedies," Finance Working Papers 03-6, University of Aarhus, Aarhus School of Business, Department of Business Studies.
  134. Alex Frino & Vito Mollica & Maria Grazia Romano, 2013. "Transaction fees and trading strategies in financial markets," STUDI ECONOMICI, FrancoAngeli Editore, vol. 2013(111), pages 25-49.
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  139. Marc Bohmann, 2020. "Price Discovery and Information Asymmetry in Equity and Commodity Futures Options Markets," PhD Thesis, Finance Discipline Group, UTS Business School, University of Technology, Sydney, number 1-2020, January-A.
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