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
a limited data
Grammar usage guide and real-world examplesUSAGE SUMMARY
"a limited data" is correct and usable in written English.
You can use it to describe a situation in which the information collected by a person or organization is incomplete or constrained. For example, "The survey was conducted with a limited data set; not everyone in the population was able to participate."
✓ Grammatically correct
Science
News & Media
Academia
Alternative expressions(6)
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
58 human-written examples
Instead of just folding these SMS fees into the unlimited data plans like rival Sprint does, AT&T wants to pretend to save consumers money by offering a limited data package for $10 less a month.
News & Media
In Qatar, situated in an arid region, the existing IDF data were developed in 1991 using a limited data set.
He pointed out that the unlimited data plan costs $30, and AT&T offers a limited data plan for $30 per month that offers 3 gigabytes of data.
News & Media
Residue frequency analysis using a limited data set of 36 unique Fc sequences originating from 19 different mammalian species targeted five specific sites for optimization within bovine CH3.
Science
Although this investigation is performed under some specific conditions, it reveals important trends for the problem of classifier performance prediction under the constraint of a limited data set.
Science
Extensive data pre-processing was implemented to train on a limited data set of 88 scans, that would then be required to be undertaken on new scans; placing a (minor) bottleneck on the process.
Science & Research
Those are for sure the most apt comparisons, but there aren't very many of them; such a limited data set makes it tough to argue with total certainty how the war will turn out.
News & Media
PHI may be used and disclosed for research without an Authorization in limited circumstances: Under a waiver of the Authorization requirement, as a limited data set with a data use agreement, preparatory to research, and for research on decedents' information.
Academia
Those that have been may only have a limited data set of partial sequences from a handful of different individuals and although it's easy to computationally compare sequences, with rare exception, it's hard to point to differences in DNA and know what that difference means.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
2 human-written examples
You also need a data connection to use some of its services, and that might be an obstacle if you're on a limited-data contract.
News & Media
OR construct a Limited Data Set, where the data are provided to a researcher who has signed a Data Use Agreement.
Science
Expert writing Tips
Best practice
In technical writing, specify the criteria or reasons why the data is considered limited, providing context for readers to understand the constraints.
Common error
Avoid making broad generalizations or definitive conclusions based solely on "a limited data" set; ensure your analysis reflects the scope and constraints of the available information.
Source & Trust
80%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "a limited data" functions as an adjectival phrase modifying the noun "data". It indicates that the amount of data available is restricted or not comprehensive. Ludwig AI confirms its usability in written English.
Frequent in
Science
48%
News & Media
31%
Academia
12%
Less common in
Formal & Business
5%
Wiki
3%
Reference
1%
Ludwig's WRAP-UP
In summary, "a limited data" is a grammatically correct and commonly used phrase to describe a situation where the available information is restricted or incomplete. Ludwig AI confirms its appropriateness in various contexts. It appears frequently in scientific, news, and academic sources. When using this phrase, it's crucial to acknowledge the constraints it implies and to avoid overgeneralizing from the available data. Related phrases include ""incomplete dataset"" and ""partial information"", offering alternative ways to convey a similar meaning. Be mindful of the potential biases and limitations when working with "a limited data" set.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
small dataset
Emphasizes the small size of the dataset.
incomplete dataset
Focuses on the dataset being not fully populated.
partial information
Highlights that only a portion of the information is present.
restricted information
Emphasizes the restriction on the information available.
scarce data
Indicates that the amount of data available is low.
insufficient data
Indicates the data is not enough for intended purpose.
deficient data
Suggests that the data is lacking or inadequate.
finite data
Highlights that the data is not infinite or unlimited.
restricted access data
Focuses on access limitations to the data.
controlled data
Highlights that data is controlled or regulated.
FAQs
How can "a limited data" set affect research outcomes?
Using "a limited data" set can introduce bias and reduce the generalizability of research findings. It's important to acknowledge these limitations and interpret results cautiously.
What strategies can be used when working with "a limited data" set?
Strategies include using robust statistical methods, focusing on effect sizes rather than p-values, and triangulating findings with other sources of information. Consider alternatives phrases such as "incomplete dataset", or "partial information".
What are the ethical considerations when using "a limited data" set?
Ensure transparency about the limitations of the data, avoid making claims that overstate the strength of evidence, and protect the privacy of individuals if the data contains sensitive information.
How does "a limited data" set differ from a complete dataset in research?
A "a limited data" set lacks the breadth and depth of information found in a complete dataset, potentially affecting the accuracy and reliability of analyses. It is like comparing "restricted information" with full disclosure.
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
80%
Authority and reliability
4.5/5
Expert rating
Real-world application tested