Implementation Shortfall

Implementation shortfall, a concept introduced by André Perold (1988, “The Implementation Shortfall: Paper versus Reality”), is the difference between the notional value of a trade evaluated at the decision (arrival) price — the price when the trading decision was made — and the value actually realised once market impact, commissions and the cost of price drift during execution are accounted for. It is the precise measure of the gap between a “paper” portfolio and a real one. It appears in this vault as the cost objective that Optimal Execution minimises: the Almgren Chriss 2000 model is built to minimise the expected implementation shortfall (and its variance) of liquidating a fixed position, which is why optimal execution is a cost-reduction problem rather than an alpha-generating one.

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