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The phrase "a data-driven approach" is correct and usable in written English.
You can use it when discussing methods or strategies that rely on data analysis and interpretation to inform decisions or actions.
Example: "Our team has adopted a data-driven approach to enhance our marketing strategies and improve customer engagement."
Alternatives: "a data-informed strategy" or "an evidence-based method".
Exact(59)
In particular, the research in omics sciences is moving from a hypothesis-driven to a data-driven approach.
He developed a data-driven approach.
A data-driven approach to healthy snacking.
Can such a data-driven approach really be applied to running a football club?
A data-driven approach to innovation is proposed.
A data-driven approach to predicting successes and failures of clinical trials.
6. L. Winig, "A Data-Driven Approach to Customer Relationships," MIT Sloan Management Review, October 2016.
iBeyond is a data-driven approach for providing career path predictions.
Using a data-driven approach, it seeks the most efficient use of fertilizer, seed, pesticides, land and water.
Not surprisingly, some traditional forecasters are suspicious of a data-driven approach.
Similar(1)
A data driven approach for algebraic loop invariants.
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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