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Quantitative Finance · Glossary

What is Implementation-shortfall and target-close algorithms?

Also known as: implementation-shortfall algorithm · target-close algorithm

Definition 16.3 Microstructure and Execution · Chapter 16 — Benchmark Algorithms

An implementation-shortfall algorithm trades on an optimal-execution schedule (chapter 14’s Almgren–Chriss trajectory, front-loaded by the risk aversion), aiming at the arrival price. A target-close algorithm aims at the closing price: it trades part of the order in the closing auction with a market-on-close order and the rest in the last part of the day.

algorithmvs benchmark (s.d.)benchmark movedimpact (s.e.)vs arrival (s.e.)
VWAP0.6 (0.2)2.02.7 (0.4)3.0 (2.1)
TWAP0.8 (0.5)2.12.9 (0.2)3.3 (2.2)
participation 10%1.5 (0.7)3.24.7 (0.6)5.3 (1.7)
shortfall, κT=4\kappa T=42.9 (5.1)0.02.9 (0.5)2.9 (1.8)
target close−5.9-5.9 (3.6)12.66.8 (1.1)7.3 (2.3)
Table 16.1. The five algorithms buying 15 000 shares on the same eight simulated days (ticks per share); the target-close algorithm sends 30% to the closing auction. Data: mx_algos.benchmark_study.
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