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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