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The phrase "a huge discrepancy" is correct and usable in written English.
It can be used when discussing a significant difference or inconsistency between two or more things, such as data, reports, or expectations.
Example: "The audit revealed a huge discrepancy between the reported sales figures and the actual revenue generated."
Alternatives: "a significant difference" or "a large inconsistency."
Exact(53)
"There is a huge discrepancy in Brazil.
"We're interested in understanding how such a huge discrepancy could occur," he added.
Even within Greater London there is a huge discrepancy between council policies.
Other parts of the city experience a huge discrepancy of light between summer and winter.
There's a huge discrepancy between the state of the economy and collective spiritual wellbeing".
As Geoffrey pointed out, there is a huge discrepancy between number of trials, indicated by authors and reality.
Similar(7)
The shouts, not enough to sustain a chorus, could not put any more emotion into a night that demonstrated the huge discrepancy between these teams.
The huge discrepancy is a sign of how difficult it is to get the facts in the murky world of Nigerian oil.
By a careful analysis, the authors discounted a possible tectonic origin for the huge discrepancy, and it seems that this region is more stable than previously believed.
A direct comparison of both components is challenging because of the huge discrepancy in experimental designs and stimulus choice between language and 'classic' P300 experiments.
Stewart hits McCain -- and the media generally -- for the huge discrepancy between questions asked to Obama a week ago and questions asked to McCain this weekend.
More suggestions(16)
a great discrepancy
a huge deviation
a huge divergence
a huge inconsistency
a huge variance
a huge incompatibility
a dramatic discrepancy
a big discrepancy
a huge variation
a sizeable discrepancy
a massive discrepancy
a large discrepancy
a huge anomaly
a huge disconnect
a huge disagreement
a remarkable discrepancy
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com