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'collect data on' is a correct and usable phrase in written English.
You can use it when referring to the gathering of information, usually for research. For example, "Researchers collected data on the effects of climate change on polar bear populations."
Exact(60)
It would orbit for one year to collect data on the moon's geology, environment and resources.
"Collect data on industries and on markets.
I go to telescopes, and collect data on the stars.
Society can limit sales and collect data on use.
But the armed forces now collect data on ethnic minorities.
Students lay out transect to collect data on species diversity.
Break programs also collect data on users' habits to evaluate any risks those habits may pose.
"Supermarkets themselves need to collect data on where food is wasted before it reaches the shops.
The federal government currently does not collect data on these incidents.
The same system can collect data on which surgeons routinely exceed the guidelines.
The goal typically is to deliver coupons and collect data on shopping behavior.
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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