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The phrase "affect the choice" is correct and usable in written English.
It can be used when discussing factors or influences that impact a decision or selection process.
Example: "Several factors can affect the choice of a college, including location, cost, and available programs."
Alternatives: "influence the decision" or "impact the selection".
Exact(60)
How much those personal feelings affect the choice remains to be seen.
"Does anyone seriously think that Russia can affect the choice of the American people?
How do views about free-will affect the choice people make?
--Attitudes, plans, and tactics of Islamist and secular groups to determine or affect the choice of a successor to the current Palestinian Authority President.
The description of what constitutes a relative may also affect the choice: step-children or sisters-in-law may not be included.
The state-of-the-art in paraffin oxidation and the main features that affect the choice of the reactor and the process configuration are discussed.
Also negative views on the economic and social consequences of technological developments do not affect the choice for technical studies or jobs.
affect the choice of pronoun you use.
3.1, IDR do not affect the choice of organizational form.
The threshold fD max will affect the choice of IMFs.
However, it did affect the choice of detection drivers.
More suggestions(17)
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influencing the choice
concerning the choice
affected the choice
influence the choice
respecting the choice
affect the picking
impact the choice
affect the choices
affect the elections
effect the choice
influences the choice
affect the options
affecting the choice
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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