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The phrase "agree on the data" is correct and usable in written English.
You can use it when discussing consensus or mutual understanding regarding specific information or facts.
Example: "Before we proceed with the analysis, we need to agree on the data we will be using for our research."
Alternatives: "reach a consensus on the data" or "come to an agreement about the data."
Exact(3)
In economics, it is easier to agree on the data than to agree on causality.
We agree on the data delivered, and they're in full control of the experience".
Second, data analysts and data scientists then need to agree on the data dictionary and what the data means.
Similar(57)
Whether single or multiple measures are finally agreed on, the data they provide should eventually merge with other health records, such as the proposed mental health minimum dataset and electronic patient records.
The participating centres prospectively agreed on the data to be collected.
After everyone agreed on the data-extraction form, the actual extraction was then done by one reviewer (WE).
It took five years to agree on the scientific data needed to understand the bay's ecosystems, and another five years to prepare a plan of action.
The constraints in (9) require that all nodes agree on the training data.
The researchers met regularly to discuss and agree on the final data to be entered into the database.
Three meetings at the Institute of Hygiene, Charité – University Medicine, Berlin, were held to agree on the methodology, data collection and analysis.
What is particularly disconcerting about the current debate over mammography is the inability of biostatisticians to agree on what the data show.
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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