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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 this data

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "according to this data" is correct and usable in written English.
It can be used when referencing information or conclusions drawn from specific data or research findings. Example: "According to this data, the sales have increased by 20% over the last quarter."

✓ Grammatically correct

News & Media

Science

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

49 human-written examples

The value of recycled waste is generally higher than then cost of collection, according to this data from WRAP, supplied to me by Zero Waste England (ZWE).

News & Media

The Guardian

"New smaller school sixth forms do not look like an efficient investment according to this data, particularly at a time when public spending is so constrained," says Doel.

News & Media

The Guardian

According to this data, during the next two and a half months emergency medical personnel responded to a hundred and forty-five overdoses, eighteen of which were fatal.

News & Media

The New Yorker

In New York, the addition of more than 30 miles of protected bike lanes since 2007 has actually sped up motor traffic on some stretches, according to this data analysis.

News & Media

The Guardian

"According to this data, Russia should have received 10 points from Azerbaijan.

News & Media

BBC

According to this data, the values for all the variables were computed.

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Human-verified similar examples from authoritative sources

Similar Expressions

11 human-written examples

According to this model, data collection and data analysis activities constitute a continuous, interactive process that is complete upon achievement of data saturation.

According to this elevation data, we assumed the elevation data in 2008 similar to 2005 is caused by a short difference period of measurement.

According to this method, data should be divided into three groups of training, testing and validation.

According to this approach, data are collected from remote sources to one central host, thus rising network load and communication cost.

According to this transcriptomic data, effective root elongation and enlargement performance of 110R were suggested to depend on three transcriptomic regulations.

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Expert writing Tips

Best practice

When using "according to this data", ensure the data source is clearly identified and reliable to maintain credibility.

Common error

Avoid assuming causation solely based on correlation shown in the data. "According to this data" only introduces factual, data-derived information, not necessarily explanations.

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

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

82%

Authority and reliability

4.6/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "according to this data" functions as an attribution marker, indicating that the information presented is sourced directly from a specific dataset. It sets the basis for claims and findings, ensuring the reader understands that the information is empirically supported. Ludwig AI confirms this usage through numerous examples.

Expression frequency: Very common

Frequent in

Science

34%

News & Media

54%

Formal & Business

6%

Less common in

Encyclopedias

0%

Wiki

0%

Social Media

0%

Ludwig's WRAP-UP

In summary, "according to this data" is a grammatically sound and frequently used phrase to introduce information derived from specific datasets. Ludwig AI indicates that it's suitable for neutral, professional, and academic contexts, primarily serving to support claims and enhance credibility. When using this phrase, remember to cite your data sources clearly and avoid misinterpreting correlation as causation. Consider alternatives like "based on this data" or "this data suggests" for stylistic variation.

FAQs

How do I properly cite data when using "according to this data"?

Always provide a clear and specific reference to the source of the data. This could be a study, report, or dataset, depending on the context. For example, you might say, "According to this data from a 2023 study by the National Institute of Health,", followed by the specific finding.

What are some alternatives to starting a sentence with "according to this data"?

You can use alternatives like "based on this data", "this data suggests", or "the data indicates" to vary your writing and maintain reader engagement.

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

While not strictly redundant, it's often unnecessary. "According to this data" already implies some form of analysis or interpretation. However, specifying "according to this data analysis" can be useful if you want to emphasize the analytical process involved.

Can "according to this data" be used to introduce opinions?

No, "according to this data" should only be used to introduce factual information or conclusions directly derived from the data. Opinions should be presented separately and clearly identified as such.

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Source & Trust

82%

Authority and reliability

4.6/5

Expert rating

Real-world application tested

Most frequent sentences: