according to data from

USAGE SUMMARY

The phrase "according to data from" is correct and usable in written English.
It is typically used to introduce information or evidence that supports a statement or claim. Example: According to data from the latest survey, over 80% of respondents prefer to shop online rather than in physical stores.

✓ Grammatically correct

News & Media

Formal & Business

Academia

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

According to data from 71 countries.

Harvard Business Review

Analysts expected $13.48 billion, according to data from FactSet.

The New York Times

But that is not so, according to data from IMMI, a media research firm.

The New York Times

plan, down from 81percentt in 1998, according to data from the Kaiser survey.

The New York Times

Illiteracy in Bangladesh hovers at close to 70percentt, according to data from the United Nations.

The New York Times

programs since 1958, according to data from Francisco Baker, an I.M.F.

The New York Times

According to data from Euromonitor, the Swiss spend the most per person on chocolate each year.

The Guardian

According to data from the UCU, 46% of universities use these casual contracts.

The Guardian

The whole of the UK is encapsulated in less than 200MB, according to data from CoPilot.

The Guardian - Tech

That is according to data from Sageworks, which does financial analyses of private companies.

The New York Times

French industrial output fell by 2.1% in May, compared with April, according to data from Eurostat.

The Guardian - Business

Expert writing Tips

Best practice

Always cite the specific source of the data when using the phrase "according to data from" to enhance credibility and allow readers to verify the information.

Common error

Avoid using "according to data from" without specifying the data source. This weakens your statement and makes it difficult for readers to assess the data's validity.

Linguistic Context

The phrase "according to data from" functions as an attribution marker. It explicitly indicates that the information being presented is derived from a specific data source, lending credibility to the statement. As Ludwig AI suggests, it is a correct and usable phrase.

Expression frequency: Very common

Frequent in

News & Media

75%

Formal & Business

15%

Academia

10%

Less common in

Science

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "according to data from" is a grammatically correct and widely used phrase for attributing information to a specific data source. It's most common in news, business, and academic contexts, reflecting its role in conveying objective, evidence-based information. As Ludwig AI confirms, the phrase is a correct and usable tool for enhancing the credibility of statements. Remember to always cite the specific source for maximum impact.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

based on data provided by

Replaces "according to" with "based on" and uses "provided by" instead of "from", emphasizing the data's origin.

data indicates that

Shifts the focus to the data itself as the subject, rather than an external source.

as data reveals

Similar to "data indicates", this emphasizes the revealing nature of the data.

information from data suggests

Adds a layer of interpretation by using "suggests", implying the data is not definitive proof.

drawing from data

Highlights the process of extracting information from the data.

data analysis shows

Emphasizes the analytical process applied to the data.

sources indicate that

Replaces specific data with the general term 'sources,' broadening the attribution.

evidence suggests that

Shifts the focus from data to evidence, which may include data but is broader in scope.

research findings indicate

Frames the data as part of a research process, implying more rigor.

figures from suggest

Uses "figures" to refer to data, making it more quantifiable and specific.

FAQs

How can I use "according to data from" in a sentence?

Use "according to data from" to introduce facts or findings that are supported by data. For example, "According to data from the U.S. Census Bureau, the population is increasing."

What are some alternatives to "according to data from"?

You can use alternatives like "based on data provided by", "data indicates that", or "as data reveals" depending on the context.

Is it necessary to always specify the source when using "according to data from"?

Yes, specifying the source is crucial for transparency and credibility. It allows the reader to evaluate the reliability of the information. Failing to cite the source weakens your argument.

What type of information is appropriate to introduce with "according to data from"?

This phrase is best used to introduce quantifiable information, statistics, or findings derived from datasets. Avoid using it for subjective opinions or anecdotal evidence.