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e-Forex-Nov-23

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Next generation FX analytics: Bringing transparency and more to the FX execution process<br />

TRADING OPERATIONS<br />

“By accessing independent anonymised datasets, an LP can<br />

proactively optimise their pricing on a client-by-client basis<br />

resulting in better outcomes for both the client and the LP.”<br />

Phil Morris<br />

the live price data direct from the<br />

source, without knowing what the<br />

EMS does, there is only a limited set of<br />

conclusions that a trader can reach,”<br />

he says. “Only the most obvious and<br />

egregious costs can be spotted, and<br />

the refinement that exists in the detail<br />

is lost. We do not see others putting<br />

in place the necessary foundations to<br />

make unbiased, informed, and timely<br />

trading decisions.”<br />

A ROLE FOR AI AND ML<br />

Can AI and ML play a role in bringing<br />

context and simplifying analysis here?<br />

Lambert says yes, but with a few<br />

caveats. “Their success will rest on the<br />

quality of the data that is available to<br />

them,” he says. “We know that with<br />

a model it is always a case of garbage<br />

in garbage out, and that is true with AI<br />

and ML too.”<br />

Hopkins agrees and adds more<br />

nuance. “It is important to recognise<br />

that AI is not a silver bullet,” he says.<br />

“The point of execution analysis is<br />

to provide insight and transparency.<br />

Deploying black-box algorithms<br />

to the analysis process that no<br />

one understands introduces an<br />

“explainability” problem. This moves<br />

the opacity from the trading process<br />

to the analysis process, which doesn’t<br />

solve anything.”<br />

However, he concedes that AI and<br />

ML have highly exciting use cases.<br />

“It is an area that FairXchange has<br />

invested in significantly,” he says.<br />

“Guided by appropriate experience<br />

and domain expertise, and based on<br />

THE ROLE OF THE LIQUIDITY<br />

MANAGER CAN BE AUTOMATED<br />

TO A CERTAIN EXTENT BY AI<br />

30 NOVEMBER 20<strong>23</strong> e-FOREX

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