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The phrase "analysis may be unreliable" is correct and usable in written English.
It can be used when discussing the potential limitations or inaccuracies of a particular analysis or study.
Example: "Given the small sample size, we must acknowledge that the analysis may be unreliable and should be interpreted with caution."
Alternatives: "the analysis might not be trustworthy" or "the analysis could be questionable."
Exact(3)
ST-segment analysis may be unreliable.
In addition, because of the small number of patients with AMJ-ATs, the results of statistical analysis may be unreliable.
However, diagnosis by histopathologic analysis may be unreliable if worms are immature or subjected to necropsy, and D. immitis nematodes may be misidentified as D. repens nematodes.
Similar(57)
For example, emergency responders may not have access to pulse oximetry or blood gas analysis, or such techniques may be unreliable immediately following cardiac arrest because of decreased peripheral perfusion.
We used Bowtie1 for the analysis of RNA-seq because repetitive element reads that map specifically to a splice junction may be unreliable and highly ambiguous.
The relative survival analysis is often preferred over the cause-specific survival since the cause of death information in the cancer registries may be unreliable or unavailable.
Utilities may be unreliable.
Confessions may be unreliable and eyewitnesses confused.
Second, they may be unreliable and slow.
Some of the confessions may be unreliable, however.
Distraught parents may be unreliable.
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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