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Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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as the data indicates

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "as the data indicates" is correct and usable in written English.
You can use it when referring to conclusions or insights drawn from data analysis or research findings. Example: "As the data indicates, there has been a significant increase in user engagement over the past year."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

4 human-written examples

As the data indicates, analysts and investors are content to stay long on financials until there is major news about the regulatory plan.

News & Media

Forbes

As the data indicates, the success rate of VAO Checker (64.3%) is 1.6 times higher than 2D plan drawing (40.1%) and 1.14 times higher than 3D model (56.4%).

As the data indicates, spending on these races ranged from just over $6 million in Idaho to $34 million in Georgia.

News & Media

Huffington Post

As the data indicates this led to an increase in the expression of ILK without affecting the levels of Akt, an important kinase involved in cellular survival.

Human-verified similar examples from authoritative sources

Similar Expressions

55 human-written examples

Regarding the third research question, as the data indicated, the teachers could not give comprehensive WCF on the writing samples.

As the data indicate, the number of children admitted was higher than the places nurseries are licensed for, thus the utilization rate was high.

The argument is that the alternative, "grade retention," requiring students to repeat a grade until they meet the standards, inhibits their social-emotional development, hurts their self-esteem, and, as the data indicate, actually increases their chances of dropping out of school.

News & Media

Huffington Post

Second, the microbe would have to be susceptible to tetracycline as the data indicate that once WCR are treated with tetracycline, maize is able to up-regulate a defense response.

Science

Plosone

As the data indicate, the non-biomedical communication and the ARCS communication constitute a factor in the material.

As the data indicate, the Kd values predicted by these constants are indistinguishable from those obtained from equilibrium binding studies.

As the data indicate, glyoxal and conjugated unsaturated aldehyde derivatives such as acrolein, for example, are soft, highly reactive electrophiles (i.e., relatively large ω and σ values).

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Expert writing Tips

Best practice

Use "as the data indicates" to introduce statements that are directly supported by the data you are presenting. Ensure the data is clearly referenced and accessible for verification.

Common error

Avoid using "as the data indicates" to support claims that are speculative or only loosely related to the presented data. Ensure your claims are directly and strongly supported by the data.

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

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

80%

Authority and reliability

4.1/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "as the data indicates" functions as a discourse marker or transitional phrase. It introduces a statement that is supported by, or inferred from, the data being presented. As confirmed by Ludwig AI, this phrase is a grammatically sound way to reference findings.

Expression frequency: Rare

Frequent in

Science

60%

News & Media

20%

Formal & Business

20%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "as the data indicates" is a grammatically correct and usable phrase to introduce statements supported by data. While Ludwig AI confirms its validity, it's relatively rare in general usage. It is most frequently found in scientific, news, formal and business contexts, emphasizing evidence-based reasoning. When using the phrase, ensure your claims are directly and strongly supported by accessible data to avoid overstating conclusions.

FAQs

How can I use "as the data indicates" in a sentence?

Use "as the data indicates" to introduce a conclusion or observation that is directly supported by the data you are presenting. For example, "As the data indicates, there has been a significant increase in user engagement."

What are some alternatives to "as the data indicates"?

Alternatives include "the data suggests", "the data implies", or "according to the data" depending on the nuance you wish to convey.

Is it appropriate to use "as the data indicates" in formal writing?

Yes, "as the data indicates" is suitable for formal writing, particularly in academic, scientific, or professional contexts where evidence-based claims are essential. The alternative "according to the data" can add an extra touch of formality.

What's the difference between "as the data indicates" and "the data suggests"?

"As the data indicates" implies a more direct and evident relationship between the data and the conclusion, while "the data suggests" implies a less definitive or more tentative conclusion.

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Source & Trust

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Authority and reliability

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Expert rating

Real-world application tested

Most frequent sentences: