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The phrase "Collect data on" is correct and usable in written English
It can be used when referring to the act of gathering information or statistics about a specific subject or topic. Example: "The research team will collect data on the effects of climate change on local wildlife."
Exact(59)
"Collect data on industries and on markets.
Collect data on whoever they might nominate.
It would orbit for one year to collect data on the moon's geology, environment and resources.
I go to telescopes, and collect data on the stars.
Society can limit sales and collect data on use.
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.
Analyse and collect data on your walk to school with Walk to school, what do you see?
During the trial, the prosecutors introduced evidence suggesting how easy it can be to collect data on other people.
The American Hospital Association does not collect data on hospital policies regarding cellphones, said Amy Lee, a spokeswoman.
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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