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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
data-driven
Grammar usage guide and real-world examplesUSAGE SUMMARY
The word 'data-driven' is correct and usable in written English.
It is often used to refer to decisions or processes that are based on quantitative data or evidence. For example, "The company's decision-making process is data-driven in order to ensure the most accurate and efficient results."
✓ Grammatically correct
News & Media
Science
Formal & Business
Alternative expressions(18)
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
31 human-written examples
See Also: Data-Driven Companies.
News & Media
Data-Driven Products.
News & Media
Data-Driven Processes.
News & Media
Being data-driven pays!
News & Media
The Data-Driven You.
News & Media
Data-driven decision-making.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
29 human-written examples
It's very data driven.
News & Media
It is solely data driven".
News & Media
"He is very data driven.
News & Media
He's naturally inclined to be data driven.
News & Media
Labor's campaign was well-resourced and data driven.
News & Media
Expert writing Tips
Best practice
When using "data-driven", ensure that you can identify the specific data being used and how it influences the outcome. Being specific enhances credibility.
Common error
Avoid claiming a process is "data-driven" when intuition or other factors play a significant role. Acknowledge the contribution of non-data elements to maintain transparency and accuracy.
Source & Trust
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "data-driven" primarily functions as a compound adjective. It modifies nouns to indicate that something is influenced, guided, or determined by data analysis. Ludwig AI confirms the correctness and usability of the phrase in written English.
Frequent in
News & Media
35%
Science
33%
Formal & Business
17%
Less common in
Academia
5%
Encyclopedias
5%
Wiki
5%
Ludwig's WRAP-UP
In summary, "data-driven" is a commonly used adjective to describe processes or decisions that are guided by data analysis. Ludwig AI confirms that the phrase is correct and widely applicable. It is often used in contexts such as news, science, and business to emphasize objectivity and analytical rigor. While there are several alternative phrases, such as "data-informed" and "evidence-based", the choice depends on the specific nuance you wish to convey. It's crucial to use the phrase accurately, ensuring that data genuinely plays a central role in the process or decision being described.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
data-informed
Emphasizes the use of data to gain insights and understanding, informing decisions rather than strictly dictating them.
evidence-based
Highlights the reliance on empirical evidence, often used in scientific or medical contexts.
metrics-driven
Focuses on the use of specific, measurable metrics to guide actions and decisions.
analytics-based
Implies the use of sophisticated analytical techniques to derive insights from data.
insights-led
Suggests that decisions are primarily driven by the insights gained from data analysis.
fact-based
Highlights the reliance on verifiable facts and objective information.
quantitatively driven
Emphasizes the use of numerical data and quantitative analysis.
statistically guided
Focuses on the use of statistical methods to inform decisions.
empirically supported
Highlights the use of empirical research and studies to support decisions.
algorithmically determined
Suggests that decisions are made by algorithms and automated systems based on data.
FAQs
How can I use "data-driven" in a sentence?
You can say, "The company's strategy is "data-driven", focusing on customer insights to guide product development".
What are some alternatives to "data-driven"?
Consider using alternatives like "data-informed", "evidence-based", or "metrics-driven" depending on the specific context.
Is it better to be "data-driven" or "data-informed"?
The best approach depends on the situation. "Data-driven" implies that data is the primary driver of decisions, while "data-informed" suggests that data is used to guide and support decisions, but doesn't necessarily dictate them.
What's the difference between "data-driven" and "fact-based"?
"Data-driven" typically refers to using quantitative data to make decisions, while "fact-based" emphasizes the use of verifiable facts and objective information. While related, "data-driven" is usually more specific to numerical analysis.
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested