Used and loved by millions
Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.
Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
due to remaining data
Grammar usage guide and real-world examplesUSAGE 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
Alternative expressions(1)
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
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.
Science
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.
Science
Experts were due to analyze remaining data from other flight recorders later today.
News & Media
They were due to remain in the region until March 2016.
News & Media
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
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.
Science
But the confidence limits on forecasts remain wide due to few data.
Science
After exclusions due to incomplete data, 342 patients remained in the analysis.
Science
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.
Science
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.
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.
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.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
because of residual data
Replaces "due to" with "because of" and "remaining" with "residual", maintaining the causal relationship.
owing to leftover data
Substitutes "due to" with "owing to" and "remaining" with "leftover", keeping the meaning intact.
as a result of the data that remains
Rephrases the sentence to emphasize the data that is still present as the cause.
stemming from the remaining data
Uses "stemming from" to indicate the origin of something in the data that is left.
attributable to the data remaining
Employs "attributable to" to show that something can be credited to the data that is still present.
on account of the data still available
Replaces "due to remaining data" with a phrase focusing on the availability of the data.
resulting from the extant data
Uses "resulting from" to show causation related to existing data.
consequent to the data in residue
Employs more formal language to indicate a consequence related to data residue.
following the data that persists
Focuses on the persistence of data influencing an outcome.
because the data is still there
Simplifies the expression to a more direct causal statement about existing data.
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.
Editing plus AI, all in one place.
Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
83%
Authority and reliability
4.2/5
Expert rating
Real-world application tested