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Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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according to the data

Grammar usage guide and real-world examples

USAGE SUMMARY

"according to the data" is correct and usable in written English.
You can use it to introduce a fact or discovery that has been made through data that has been collected. For example, "According to the data, over 70% of people polled said they were likely to vote in the upcoming election."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified similar examples from authoritative sources

Similar Expressions

60 human-written examples

According to The 74, a nonprofit, non-partisan news site covering education in America, the Bricolage Academy of New Orleans has something missing in its classroom: chairs.

News & Media

TechCrunch

According to the WHO,7 a sentinel surveillance system is used when high-quality data are needed about a particular disease that cannot be obtained through a passive system.

Science

Genus

According to the CESM1/CARMA results shown here, primary organic aerosol (POA) and secondary organic aerosol (SOA) make comparable contributions to the ATAL.

In this paper, fast fading is generated according to the 3GPP LTE-A Ped B channel model.

According to the SF36 manual, a difference of five points (on a 100 points scale) is considered clinically relevant.

Nearly 100,000 Americans over 60 smoke marijuana occasionally, according to the 2000 National Household Survey on Drug Abuse, a government study based on interviews with 71,764 people.

Average sea level across the globe has risen 7 to 8 inches since 1900, according to the 2017 National Climate Assessment, a significant portion of which has occurred since 1993.

According to the YY/T0127.1 standard, a hemolytic rate below 5% is acceptable [38 40].

According to the N4BB blog, a beta version of the player was spotted on the BlackBerry.com website.

News & Media

TechCrunch

The purity of the isolated RNA was determined according to the OD260/280 using a Nanodrop ND-1000 sysThermo Fisher ScientificThermo Fisher Scientific

Like the transmitter, the receiver operates according to the RS232 standard at a 4800 baud rate.

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Expert writing Tips

Best practice

Use "according to the data" when you want to explicitly state that your claim or conclusion is directly supported by the presented data. This strengthens the objectivity and reliability of your statement.

Common error

Avoid starting every sentence with "according to the data". While it's important to cite your sources, overuse can make your writing sound repetitive and less engaging. Vary your sentence structure and introduce data-backed information more organically.

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

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

60%

Authority and reliability

3.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "according to the data" functions as a discourse marker, specifically an evidential marker. It signals that the information presented is derived from and supported by empirical data. Because Ludwig shows a lack of examples, it's difficult to infer from Ludwig's data.

Expression frequency: Missing

Frequent in

Science

0%

News & Media

0%

Formal & Business

0%

Less common in

Science

0%

News & Media

0%

Formal & Business

0%

Ludwig's WRAP-UP

In summary, the phrase "according to the data" is used to indicate that information is based on data, lending credibility to a statement. While grammatically correct, Ludwig reports no existing examples and that limits to provide real-world insights about primary use cases and common authoritative sources, implying that it might be less frequent than other similar phrases or absent on Ludwig's index. When using this phrase, ensure it aligns with the context and that you vary your language to avoid repetition. According to Ludwig AI, the phrase is correct, so you may confidently use it if you think it is appropriate for the context.

FAQs

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

Use "according to the data" to introduce a statement or finding that is directly supported by specific data. For example, "According to the data, sales increased by 15% last quarter".

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

You can use alternatives like "based on the data", "the data suggests", or "data indicates" to vary your phrasing.

Is it redundant to say "according to the data analysis"?

While not strictly incorrect, it can be redundant. "According to the data" already implies that some form of analysis has been performed. If the specific type of analysis is relevant, you can say "data analysis shows" or explicitly mention the method.

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

"According to the data" presents information as factual and evidence-based, while "in my opinion" introduces a subjective viewpoint. They serve very different purposes in writing; the former is objective, and the latter is subjective.

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Real-world application tested

Most frequent sentences: