according to data

USAGE SUMMARY

"according to data" is correct and can be used in written English.
You can use it to describe the results of an analysis, research project, etc. For example: "According to data collected from customer surveys, 90% of respondents reported feeling satisfied with the customer service."

✓ Grammatically correct

News & Media

Science

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

54 human-written examples

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

The Ryan family still holds 5.9percentt of the shares, according to data compiled by Bloomberg.

The New York Times

The British economy officially entered a recession in the fourth quarter, according to data released Friday.

The New York Times

That's out of 823,000 Brooklyn households, according to data tracked by Property Shark .com

The New York Times

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

The Guardian

The majority were aged 23 and 24, according to data collected so far.

The Guardian

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

The Guardian

Expert writing Tips

Best practice

When using "according to data", ensure the source of the data is clearly identified to maintain credibility and transparency. For example, "According to data from the National Bureau of Statistics...".

Common error

Avoid simply stating "according to data" without providing any interpretation or context. Explain what the data means and why it's relevant to your argument to enhance understanding.

Linguistic Context

The phrase "according to data" functions as a prepositional phrase that introduces information derived from a specific dataset. It indicates that the subsequent statement is based on evidence and analysis, as demonstrated in Ludwig's examples.

Expression frequency: Very common

Frequent in

News & Media

48%

Science

28%

Formal & Business

24%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "according to data" is a versatile phrase used to introduce factual information derived from datasets. Ludwig AI confirms its grammatical correctness and widespread usage across various domains. To use it effectively, clearly identify the data source and provide context for interpretation. Related phrases like "based on the data" and "as the data indicates" offer alternative ways to express similar ideas. Remember to avoid simply stating "according to data" without providing context or analysis. By following these guidelines, you can enhance the credibility and impact of your writing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

based on the data

Emphasizes the data as the foundation for a conclusion or statement.

as the data indicates

Highlights the data's role in suggesting or pointing towards a particular outcome.

data suggests that

Similar to "as the data indicates", but with a slightly less formal tone.

the data reveals

Focuses on the data uncovering or making something known.

figures indicate

Uses "figures" instead of "data", implying numerical information.

analysis shows

Highlights that the data has been analyzed to reach a conclusion.

evidence suggests

Emphasizes the role of data as providing evidence for a claim.

research indicates

Implies a more formal or scientific investigation has produced the data.

statistics reveal

Uses "statistics" to specify the type of data being referenced.

the numbers suggest

Refers specifically to numerical data and its implications.

FAQs

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

Use "according to data" to introduce information or conclusions derived from a specific set of data. For example, "According to data released by the Census Bureau, the population has increased."

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

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

Is it necessary to cite the source when using "according to data"?

Yes, citing the source is crucial for maintaining credibility. Always specify the source of the data, such as "According to data from a recent study..." or "According to data provided by [Organization Name]...".

What's the difference between "according to data" and "in my opinion"?

"According to data" presents information based on factual evidence, while "in my opinion" expresses a personal viewpoint or belief. The former relies on objective information, while the latter is subjective.