validated by data

USAGE SUMMARY

The phrase "validated by data" is correct and usable in written English.
You can use it when discussing the confirmation or support of a claim, theory, or result through empirical evidence or statistical analysis. Example: "The findings of the study are validated by data collected from multiple sources, ensuring their reliability."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

20 human-written examples

Roughly speaking, in this approach, a hypothesis is considered validated by data only if the data pass a test that would be failed ninety-five or ninety-nine per cent of the time if the data were generated randomly.

The New Yorker

The TCE model is empirically validated by data collected from the World Bank.

Journal of Shipping and Trade

This hypothesis has been validated by data obtained from the replicate experiments.

Botanical Studies

The results were validated by data from carefully controlled experiments using a pneumatic gun.

Journal of the Mechanics and Physics of Solids

By 1959 their interpretation was validated by data showing high seismic activity in the suspected rift valley.

Science Magazine

The resulting model is validated by data which is collected from a PHP project in Hong Kong.

Journal of Cleaner Production

Human-verified similar examples from authoritative sources

Similar Expressions

40 human-written examples

The proposed method is validated by the data from Bearing Data Centre of Case Western Reserve University.

Measurement

This model has been validated by experimental data and by legacy data.

BMC Systems Biology

In the 3′-ETS/IGS noncoding region, one indel using the Roche-454 data was not validated by Illumina data.

G3: Genes, Genomes, Genetics

The ANN models trained and validated by representative data generally outperform those by using random data.

Environmental Modelling & Software

This ensures that the clinical data reported by the sentinel physicians are validated by virological data on influenza.

BMC Infectious Diseases

Expert writing Tips

Best practice

When using the phrase "validated by data", ensure that the data sources are clearly identified and their reliability is established. This strengthens the credibility of your statement.

Common error

Avoid claiming something is completely "validated by data" if there are limitations or uncertainties in the data or analysis. Use qualifying language to acknowledge potential weaknesses.

Linguistic Context

The phrase "validated by data" functions as an adjectival phrase, modifying a noun or concept to indicate that it has been confirmed or supported by empirical evidence. It highlights the role of data in confirming the accuracy or reliability of something, aligning with examples provided by Ludwig.

Expression frequency: Common

Frequent in

Science

85%

News & Media

10%

Formal & Business

5%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, the phrase "validated by data" is a grammatically correct and commonly used expression that signifies confirmation or support through empirical evidence. As Ludwig AI confirms, it is widely used in scientific and academic contexts to assert the credibility of claims and findings. The phrase is generally formal, and its frequency indicates that it's a valuable tool for clear and persuasive communication. Remember to cite your data sources and be mindful of overstating the validation when there are limitations. Alternatives like "supported by evidence" or "confirmed through data" can provide subtle nuances depending on the specific message you're trying to convey.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

supported by evidence

Replaces "data" with "evidence", emphasizing the broader concept of proof.

confirmed through data

Changes the structure to emphasize the process of confirmation using data.

substantiated by data

Uses a more formal verb "substantiated" to indicate a stronger level of proof.

verified with data

Emphasizes the act of verifying or checking the validity using data.

corroborated by data

Indicates that data provides additional support to an existing claim or finding.

data provides validation

Shifts the focus to the data as the active agent of validation.

data lends credence to

Uses "lends credence" to suggest that the data makes something more believable.

demonstrated by data

Focuses on the data's role in showcasing or proving something.

the data validates

Shortens the phrase and puts the data as the subject performing the validation.

data confirms the validity of

A more elaborate way of saying that the data is validating the result of a study, a discovery or a model.

FAQs

How can I use "validated by data" in a sentence?

You can use "validated by data" to indicate that a claim, hypothesis, or model has been confirmed or supported by empirical evidence. For example: "The model's predictions were "validated by data" collected from field experiments."

What are some alternatives to "validated by data"?

Alternatives to "validated by data" include "supported by evidence", "confirmed through data", or "substantiated by data". The choice depends on the specific nuance you want to convey.

Is it appropriate to use "validated by data" in formal writing?

Yes, "validated by data" is appropriate for formal writing, especially in academic and scientific contexts. It clearly and concisely communicates that empirical evidence supports a particular claim or finding.

What kind of data can be used to validate a claim?

The type of data used to validate a claim depends on the context. It can include experimental results, statistical analyses, survey data, or any other empirical evidence that supports the claim.