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
limited data are available
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "limited data are available" is correct and usable in written English.
It can be used when indicating that there is not a sufficient amount of data to draw conclusions or make decisions. Example: "Due to the recent changes in the market, limited data are available to support our analysis."
✓ Grammatically correct
Science
Formal & Business
Alternative expressions(5)
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
60 human-written examples
In literature, limited data are available for fresh lawn.
In addition, limited data are available for nonsurgical patients.
Science
Typically, only limited data are available due to the costs of measurements.
GRA model is an effective model where limited data are available.
However, limited data are available nationally and among non-cigarette tobacco users.
However, limited data are available on the impact of and compliance with surveillance recommendations.
Science
However, only limited data are available on the usefulness of a HSEM for nanotoxicity testing.
Science
However, limited data are available on the function of artificial reefs in sub-Arctic marine waters.
Science
However, limited data are available concerning female adolescents.
Formal & Business
However, in China, only limited data are available.
However, only limited data are available regarding pesticides effects on nontarget fungi inhabiting plant phyllosphere.
Expert writing Tips
Best practice
When using "limited data are available", be specific about what kind of data is limited and why this limitation is important in your context.
Common error
Avoid exaggerating the consequences of "limited data are available". Acknowledge the limitation without implying complete ignorance or impossibility of analysis.
Source & Trust
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "limited data are available" functions as a statement indicating a scarcity of information on a particular topic. Ludwig confirms that it is a grammatically sound and widely used expression.
Frequent in
Science
84%
Formal & Business
14%
News & Media
2%
Less common in
Academia
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "limited data are available" is a grammatically correct and commonly used phrase to indicate a scarcity of information. According to Ludwig, the phrase is most frequently employed in formal and scientific writing. When using this phrase, it's best to be specific about the type of data that's limited. Alternatives such as "data is scarce" or "information is lacking" can be used depending on the context. Ensure you don't overstate the implications of this limitation.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
data is scarce
Focuses on the scarcity of data, a direct synonym.
data is limited
A more concise version using the adjective 'limited'.
information is lacking
Shifts the focus to 'information' instead of 'data'.
there's a paucity of data
Uses 'paucity', indicating a small quantity.
the data is incomplete
Indicates the data exists, but isn't fully present or comprehensive.
the evidence is sparse
Substitutes 'evidence' for 'data' and 'sparse' for 'limited'.
few studies are available
Specifically refers to the availability of studies.
the data is preliminary
Suggests data exists but is in an early stage.
research in this area is underdeveloped
Highlights the lack of development in the research field.
understanding in this area is rudimentary
Indicates basic understanding with much unknown.
FAQs
What does "limited data are available" mean?
It indicates that there is not enough data to draw solid conclusions or make informed decisions about a particular subject.
What can I say instead of "limited data are available"?
You can use alternatives like "data is scarce", "information is lacking", or "few studies are available depending on the context.
Is it appropriate to use "limited data are available" in formal writing?
Yes, "limited data are available" is suitable for formal writing, especially in academic, scientific, and business contexts when discussing research or analysis.
How does the phrase "limited data are available" impact research conclusions?
The phrase "limited data are available" acknowledges a constraint in research, influencing the strength and generalizability of findings and highlighting areas for further investigation.
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