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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
fact-based
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "fact-based" is correct and usable in written English.
It is typically used to describe something that is grounded in facts or evidence, often in contexts like research, journalism, or decision-making. Example: "The report is fact-based, relying on verified data to support its conclusions."
✓ Grammatically correct
News & Media
Science
Formal & Business
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
57 human-written examples
It's fact-based work.
News & Media
Fact-based again, I'm afraid.
News & Media
I'm a fact-based leader.
News & Media
(That's the fact-based part).
News & Media
Damn fact-based reporting.
News & Media
Fact-based novel?
News & Media
We're still a fact-based organization.
News & Media
Speculation, some of it fact-based, abounds.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
3 human-written examples
It is fact based.
News & Media
But over all, the debate remained surprisingly fact based.
News & Media
The Dickson Reed catalog was in fact based on tear sheets from the Nancy Corzine catalog.
News & Media
Expert writing Tips
Best practice
When using "fact-based", ensure that the facts you are referring to are verifiable and from credible sources to maintain the integrity of your statement.
Common error
Avoid presenting anecdotal evidence as "fact-based". Always distinguish between personal experiences and verifiable facts.
Source & Trust
87%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "fact-based" functions primarily as an adjective. It modifies nouns to indicate that something is based on or derived from verifiable facts. The analysis is consistent with Ludwig AI which marks the phrase usable.
Frequent in
News & Media
62%
Science
14%
Formal & Business
8%
Less common in
Wiki
4%
Academia
0%
Reference
0%
Ludwig's WRAP-UP
The phrase "fact-based" is a versatile adjective that signifies reliance on verifiable information, as confirmed by Ludwig AI. It is commonly used across diverse contexts, particularly in news, science, and business, to convey objectivity and credibility. When writing, ensure that the facts you present are indeed verifiable and from reliable sources. While "fact-based" is often interchangeable with "evidence-based" or "data-driven", understanding the nuances of each term helps to convey precise meaning. Beware of presenting anecdotal evidence as "fact-based", as this undermines the strength and credibility of your statements.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
factually grounded
Stresses that the information is established with the facts and can be verified.
evidence-based
Emphasizes the reliance on empirical evidence rather than solely on facts.
based on evidence
Indicates reliance on available evidence in supporting a claim.
data-driven
Highlights the use of data as the primary source of information and decision-making.
informed by facts
Highlights that facts serve as a core component to drive decisions or views.
reality-based
Stresses the connection to real-world events and observable phenomena.
empirically supported
Focuses on the validation of claims through empirical research and testing.
research-based
Indicates that the information is grounded in thorough research and investigation.
objective
It denotes impartiality and grounding on factual data.
non-speculative
Emphasizes the absence of conjecture or guesswork.
FAQs
How can I use "fact-based" in a sentence?
You can use "fact-based" to describe something that relies on verifiable information, such as "The report is "fact-based", relying on data to support its conclusions".
What are some alternatives to the phrase "fact-based"?
Alternatives include "evidence-based", "data-driven", or "reality-based", depending on the context.
Is "fact-based" the same as "factual"?
While both relate to facts, "factual" simply means something is true, whereas "fact-based" implies a reliance on facts as a foundation or basis for something else, such as an argument or decision.
In what contexts is it most appropriate to use the term "fact-based"?
"Fact-based" is appropriate in contexts where objective, verifiable information is crucial, such as academic research, journalism, and policy-making.
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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
87%
Authority and reliability
4.5/5
Expert rating
Real-world application tested