A Closed-Form Execution Strategy to Target Volume Weighted Average Price

被引:26
作者
Cartea, Alvaro [1 ,2 ]
Jaimungal, Sebastian [3 ]
机构
[1] Univ Oxford, Dept Math, Woodstock Rd, Oxford OX2 6GG, England
[2] Oxford Man Inst Quantitat Finance, Oxford OX2 6GG, England
[3] Univ Toronto, Dept Stat Sci, Toronto, ON M5S 3G3, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
VWAP; POV; TWAP; algorithmic trading; high-frequency trading; acquisition; liquidation; VWAP;
D O I
10.1137/16M1058406
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
We provide two explicit closed-form optimal execution strategies to target volume weighted average price (VWAP). We do this under very general assumptions about the stochastic process followed by the volume traded in the market, and, unlike earlier studies, we account for permanent price impact stemming from order-flow of the agent and all other traders. One of the strategies consists of time weighted average price adjusted upward by a fraction of instantaneous order-flow and adjusted downward by the average order-flow that is expected over the remaining life of the strategy. The other strategy consists of the Almgren Chriss execution strategy adjusted by the expected volume and net order-flow during the remaining life of the strategy. We calibrate model parameters to five stocks traded in Nasdaq (FARO, SMH, NTAP, ORCL, INTC) and use simulations to show that the strategies target VWAP very closely and on average outperform the target by between 0.10 and 8 basis points.
引用
收藏
页码:760 / 785
页数:26
相关论文
共 22 条
[11]   Buy Low, Sell High: A High Frequency Trading Perspective [J].
Cartea, Alvaro ;
Jaimungal, Sebastian ;
Ricci, Jason .
SIAM JOURNAL ON FINANCIAL MATHEMATICS, 2014, 5 (01) :415-444
[12]   OPTIMAL EXECUTION OF A VWAP ORDER: A STOCHASTIC CONTROL APPROACH [J].
Frei, Christoph ;
Westray, Nicholas .
MATHEMATICAL FINANCE, 2015, 25 (03) :612-639
[13]  
GUEANT O., 2016, MATH SER, V33
[14]   VWAP Execution and Guaranteed VWAP [J].
Gueant, Olivier ;
Royer, Guillaume .
SIAM JOURNAL ON FINANCIAL MATHEMATICS, 2014, 5 (01) :445-471
[15]   Optimal VWAP trading under noisy conditions [J].
Humphery-Jenner, Mark L. .
JOURNAL OF BANKING & FINANCE, 2011, 35 (09) :2319-2329
[16]   Optimal slice of a VWAP trade [J].
Konishi, H .
JOURNAL OF FINANCIAL MARKETS, 2002, 5 (02) :197-221
[17]   Optimal posting price of limit orders: learning by trading [J].
Laruelle, Sophie ;
Lehalle, Charles-Albert ;
Pages, Gilles .
MATHEMATICS AND FINANCIAL ECONOMICS, 2013, 7 (03) :359-403
[18]  
Lehalle C. A., 2013, MARKET MICROSTRUCTUR
[19]  
McCulloch J., 2012, Mean variance optimal vwap trading
[20]  
SCHIED A, 2013, Applied Mathematical Finance, V20, P264, DOI 10.1080/1350486X.2012.683963