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The phrase "the methodology" is correct and usable in written English
You can use it when referring to a method of doing something. For example, "This research report outlines the methodology used to collect data for the study."
Dictionary
the methodology
noun
The study of methods used in a field.
synonyms
Exact(60)
The methodology.
The methodology has varied.
What is the methodology?
The methodology masks mirages.
The methodology endures.
(The methodology is viewable here).
"It's part of the methodology.
Other problems with the methodology?
"We're offended by the methodology.
designed and adapted the methodology.
The problem isn't the methodology.
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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