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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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validated by data

Grammar usage guide and real-world examples

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.

News & Media

The New Yorker

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

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

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

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

Science & Research

Science Magazine

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

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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.

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

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

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

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

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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.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

84%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

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.

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.

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Source & Trust

84%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Most frequent sentences: