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The phrase "data collection has started" is correct and usable in written English
You can use it to indicate that the process of gathering data has begun, often in research or project contexts. Example: "We are pleased to announce that data collection has started for our new study on consumer behavior."
Exact(1)
The data collection has started in August 2006 and the results will be published independently of the study's outcome.
Similar(59)
Further refining of the guides was done once data collection had started in order to accommodate important emerging issues that the original prompts could not elicit.
*: test recommended by the Netherlands Heart Foundation SAN stichting afasie Nederland (Dutch Aphasia Foundation), COOP WONCA The Dartmouth COOP Functional Health Assessment Charts/WONCA Data collection has started in January 2008, and will end in July 2010.
Once collection had started, meetings were held monthly; once data-gathering was going smoothly, meetings became ad-hoc.
Digital data collection has been made since the start of DPCA in 1992.
In many of the previous studies the data collection has been made so long time ago (starting from year 1958) that the diagnostic methods, operation techniques as well as criterion for the surgery have changed during the time span.
Commercial data collection has its own dangers.
A national infrastructure for data collection has never been built.
The data collection has now stopped.
More sophisticated data collection has streamlined the process as well.
"Tornado data collection has never been intended as a climate data set," he said.
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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