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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
there have been no data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "there have been no data" is not correct in standard English usage.
The correct form would be "there has been no data" since "data" is treated as a singular mass noun in this context. Example: "In the last quarter, there has been no data to support the hypothesis we proposed."
⚠ May contain grammatical issues
Science
News & Media
Academia
Alternative expressions(20)
data is lacking
there is no data available
information is absent
the data is incomplete
there have been no updates
there have been no complaints
there have been no escapes
there have been no breaches
there have been no hitches
there have been no threats
there have been no dissents
there have been no attempts
there have been no prosecutions
there have been no demands
there have been no negotiations
there have been no profits
there have been no smashes
there have been no exceptions
no modifications have occurred
not much has changed
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
23 human-written examples
However, there have been no data showing actions on Japanese bone architecture.
Science
There have been no data so far about the prevalence of PH in Central Europe.
Science & Research
So far there have been no data about the prevalence of PH in Central Europe Czech RepublicCentral Europe Czech Republic
Science & Research
Since then there have been no data published.
Science
To date, there have been no data on systemic levels.
Science
Although studies using this formulation have been reported, there have been no data for Japanese populations.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
37 human-written examples
There has been no data collected on whether wedding debt is a factor in the increase in personal bankruptcies.
News & Media
A preliminary investigation showed there had been no data theft or leakage of user information, the company said.
News & Media
There has been no data revolution yet, and few armchair auditors, but as new apps appear, things may start to get interesting very soon.
News & Media
We then create 16 regions - using add_region - positioned on a grid designed to fill the plot; since there has been no data added to the plot (i.e. no curves, histograms, contours, or images), the regions are positioned using the plot-normalized coordinate system, which has (0,0) as the bottom-left of the plot and (1,1) as the top-right of the plot.
Academia
McCafferty said he could not be certain about whether to vote again for a rate rise until May's policy meeting, but there had been no data or Brexit developments so far to make him think he was wrong in March to vote to raise rates to 0.75percentt.
News & Media
Expert writing Tips
Best practice
Treat "data" as a singular mass noun in formal writing, using "there has been no data" or rephrase the sentence to avoid the issue altogether. For example, use phrases like "no data exists".
Common error
Avoid using plural verbs with "data" in formal contexts. While increasingly accepted as plural, it's safer to treat it as singular ("there has been no data") or use a plural rephrasing such as "no data exist".
Source & Trust
83%
Authority and reliability
2.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase primarily functions as a negative existential statement, asserting the absence of information or evidence. It's used to indicate that no data supports a particular claim or hypothesis. However, as Ludwig AI indicates, the grammar is disputable.
Frequent in
Science
56%
News & Media
32%
Academia
12%
Less common in
Formal & Business
0%
Encyclopedias
0%
Reference
0%
Ludwig's WRAP-UP
The phrase "there have been no data" is a common way to express the absence of information. However, Ludwig AI points out that the grammar is considered incorrect, because in formal English "data" should be treated as a singular mass noun. Despite its frequency across diverse sources, consider replacing it with alternatives like "there is no data available" or "no data exist" for improved grammatical accuracy. While its usage is widespread in Science, News & Media and Academia sources, being aware of the grammar rules and the alternatives makes your writing more precise and professional.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
there is no data available
Corrects the grammatical error by using the singular form "is" with "data" treated as a singular mass noun.
no data exist
Replaces the existential construction with a direct statement of non-existence.
data are nonexistent
Uses an adjective to describe the state of the data, rather than an existential clause.
data is lacking
Focuses on the absence of data, highlighting a deficiency.
information is absent
Uses a more general term "information" to convey the lack of available knowledge.
evidence is missing
Shifts the focus to the lack of evidence, implying a need for proof.
the data is incomplete
Suggests data exists, but is not comprehensive or sufficient.
findings are unavailable
Highlights that results from studies or investigations are not accessible.
research is absent
Directly states the lack of scientific investigation in a particular area.
the record is blank
Implies a complete absence of recorded information.
FAQs
Is it grammatically correct to say "there have been no data"?
While commonly used, saying "there have been no data" is technically incorrect in formal English. The more grammatically sound option is "there has been no data" because "data" is a plural noun that is increasingly accepted as a singular mass noun.
What is the proper way to use "data" in a sentence?
In formal writing, it's best to treat "data" as a singular mass noun, using phrases like "the data shows" or "there has been no data". Informally, using it as a plural is becoming more accepted.
Which is the correct usage, "there has been no data" or "there have been no data"?
The grammatically correct usage is "there has been no data"/s/there+has+been+no+data because "data", though plural in origin, is often treated as a singular mass noun in modern usage, especially in formal writing.
What are some alternatives to saying "there have been no data"?
Alternatives include phrases like "no data exist", "data is lacking", or "there is no data available", which can improve grammatical clarity.
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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
2.8/5
Expert rating
Real-world application tested