Used and loved by millions
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
exhaustive data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "exhaustive data" is correct and usable in written English.
It can be used when referring to data that is comprehensive and covers all possible aspects of a subject or topic. Example: "The research team collected exhaustive data to ensure that their findings were thorough and reliable."
✓ Grammatically correct
Science
News & Media
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
56 human-written examples
When class is over, he performs exhaustive data pulls in Excel, just as he did as a finance intern.
News & Media
The Sunshine law will also provide them with exhaustive data on how much they and their competitors spend to market drugs to that doctor.
News & Media
Communication providers, who were already set to be tasked with keeping exhaustive data on phone calls, social messages and unlawful sites, will now be expected to keep automatically a year of internet connection records – which could include a deeply private browse of, say, the Marie Stopes or Gamblers Anonymous site.
News & Media
In June, at a conference in Brisbane, an emergency-management specialist explained that Geographic Information Systems technology — which collects exhaustive data on land elevation, the condition of roads and buildings, water levels, population density, and meteorology — will help governments prepare for a flood years before it occurs.
News & Media
The key ingredient of such an analysis is then an exhaustive data set of relevant studies.
Science
Here, the GFMAPR is noted as an excellent model in the absence of exhaustive data.
Over 270 experimental values have been obtained, providing an exhaustive data base for iso-octane/air combustion.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
4 human-written examples
His findings reflected tests given to 570,000 schoolchildren and 60,000 teachers, and reflected exhaustive data-gathering at some 4,000 primary and secondary schools.
News & Media
This paper presents the conditioned Latin hypercube as a sampling strategy of an area with prior information represented as exhaustive ancillary data.
Science
Total prevalence requires exhaustive survival data on incident cases over a long period of time (or long-term survival data), which is not available in France.
Science
During hearings on the new rules, the government released exhaustive repayment data for the first time.
News & Media
Expert writing Tips
Best practice
When aiming for precision in technical or scientific writing, ensure the data collection methods align with the claim of being "exhaustive". Clearly define the scope and limitations of the data.
Common error
Avoid using "exhaustive data" loosely. If the data has limitations or doesn't cover every single aspect, opt for terms like "comprehensive" or "extensive" to avoid exaggerating the data's scope.
Source & Trust
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "exhaustive data" functions as an adjective-noun combination. The adjective "exhaustive" modifies the noun "data", indicating a comprehensive and thorough collection of information. Ludwig AI confirms its grammatical correctness and usability in various contexts.
Frequent in
Science
62%
News & Media
26%
Formal & Business
12%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "exhaustive data" is a grammatically sound and frequently used phrase to describe a comprehensive set of information. Ludwig AI indicates its correctness, highlighting its presence in scientific, news, and formal business contexts. While it's a powerful term, it's crucial to use it accurately, avoiding overstatements if the data has limitations. Consider alternatives like "comprehensive data" or "detailed data" when appropriate. By doing so, writers can maintain precision and avoid misleading their audience about the scope of their findings.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
comprehensive data
Replaces "exhaustive" with a synonym emphasizing the completeness of the data.
complete data
Focuses on the data being fully present and lacking gaps.
thorough data
Highlights the meticulous and detailed nature of the data.
detailed data
Emphasizes the level of granularity and specificity within the data.
extensive data
Indicates a large amount of data has been collected.
in-depth data
Highlights the level of detail and thoroughness of the data.
all-inclusive data
Emphasizes that every relevant aspect has been considered in the data.
wide-ranging data
Indicates that the data covers a broad scope of information.
rigorous data
Highlights the data's accuracy and validity due to strict collection methods.
ample data
Suggests a plentiful or abundant quantity of data.
FAQs
How can I use "exhaustive data" in a sentence?
You can use "exhaustive data" to describe a comprehensive collection of information, as in, "The study relied on "exhaustive data" from multiple sources to draw its conclusions."
What can I say instead of "exhaustive data"?
You can use alternatives like "comprehensive data", "complete data", or "detailed data" depending on the specific nuance you wish to convey.
Is it appropriate to use "exhaustive data" in informal writing?
While grammatically correct, "exhaustive data" is generally more suited for formal or technical writing. In informal contexts, simpler terms like "all the details" or "a lot of information" might be more appropriate.
What does "exhaustive data" imply about the research process?
Using the term "exhaustive data" suggests that the research process involved a thorough and complete collection of relevant information, minimizing the risk of overlooking key factors.
Editing plus AI, all in one place.
Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.
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