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Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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due to remaining data

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "due to remaining data" is correct and usable in written English.
It can be used when explaining a situation or condition that is influenced by the data that is still available or left over. Example: "The analysis was delayed due to remaining data that needed to be processed before final conclusions could be drawn."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

1 human-written examples

Zablotska et al (2014) conclude that the finding for the early AECL workers is likely to be due to remaining data inaccuracies, probably missing dose information, rather than a real effect of radiation exposure, and they believe that use of the pre-1965 AECL worker data cannot be justified until further investigation is undertaken.

Human-verified similar examples from authoritative sources

Similar Expressions

59 human-written examples

For instance, Schön and Kutterer (2005) focus on the modeling of uncertainties due to remaining systematic errors of GPS data processing.

Experts were due to analyze remaining data from other flight recorders later today.

News & Media

The New York Times

They were due to remain in the region until March 2016.

News & Media

The Guardian

Due to laboratory operator variation, the data for dose 4 were deemed to be inconsistent with the remaining data and excluded from analysis.

Outlier trials consisted again of less than 2% of the remaining data, and lost trials due to Wiimote pairing less than 4%.

Science

Plosone

Of the total 376 study participants, 360 (96%) were included in the study, whereas the remaining were excluded due to data incompleteness during data analysis.

However, large uncertainties for the Yedoma region OC pool remain due to scarce data on OC spatial variability, ground ice content, bulk density (BD), and limited knowledge of Yedoma deposit thickness and spatial extent as well as scarce data on presence of other deposits in this region.

But the confidence limits on forecasts remain wide due to few data.

After exclusions due to incomplete data, 342 patients remained in the analysis.

Programmed cell death (PCD) may provide the parasite with a mechanism of self-limitation, although the occurrence and phenotype of PCD in the erythrocytic stages remain controversial due to conflicting data.

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Expert writing Tips

Best practice

When using "due to remaining data", ensure the context clearly identifies what consequence or situation arises from the presence of this remaining data. Be specific about what impact it has on your analysis or conclusion.

Common error

Avoid using "due to remaining data" without clearly specifying which data is being referred to. Provide enough context so that the reader understands exactly what data is still present and why it is relevant.

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

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

83%

Authority and reliability

4.2/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "due to remaining data" functions as an adverbial phrase indicating cause. It explains why a particular situation or outcome has occurred, attributing it to the presence or state of the data that is left. The Example from Ludwig supports this function.

Expression frequency: Rare

Frequent in

Science

50%

News & Media

25%

Formal & Business

25%

Less common in

Wiki

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "due to remaining data" serves as a causal connector, explaining that a situation has occurred because of data that still exists or needs processing. Ludwig AI shows that it is grammatically correct and usable, though relatively rare. Its contexts are primarily scientific and journalistic, so that the usage of this phrase is neutral. The best practice is to ensure that the remaining data and its impact are clearly specified. Common errors involve ambiguity about the data being referenced. Alternatives like "because of residual data" offer similar ways to express this causal relationship.

FAQs

How can I use "due to remaining data" in a sentence?

Use "due to remaining data" to explain a situation that arises because some data is still available, incomplete, or unprocessed. For example, "The final analysis is pending "due to remaining data" that requires further review".

What are some alternatives to "due to remaining data"?

You can use alternatives like "because of residual data", "owing to leftover data", or "as a result of the data that remains" depending on the context.

Is it better to say "due to the remaining data" or "because of the remaining data"?

Both "due to the remaining data" and "because of the remaining data" are grammatically correct and can be used interchangeably. The choice often comes down to personal preference or stylistic considerations.

What's the difference between "due to remaining data" and "due to incomplete data"?

"Due to remaining data" suggests that some data is still present and needs to be addressed, whereas "due to incomplete data" implies that some data is missing or deficient. The appropriate phrase depends on whether the issue is the presence of unprocessed data or the absence of necessary data.

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Source & Trust

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Authority and reliability

4.2/5

Expert rating

Real-world application tested

Most frequent sentences: