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due to unavailable data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "due to unavailable data" is correct and usable in written English.
It can be used when explaining a situation or decision that is affected by a lack of data or information. Example: "The report was delayed due to unavailable data from the last quarter."
✓ Grammatically correct
Science
News & Media
Formal & Business
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
5 human-written examples
But due to unavailable data the report did not analyze the largest elements of the stimulus, such as its tax cuts and increases in Medicaid and unemployment spending.
News & Media
For Jichi [ 43] and Tromso [ 44], findings were not compared with rural doctor outcomes for other medical schools in the same country due to unavailable data.
Science
Second, a potential publication bias existed in this study, since we did not take several unpublished articles and abstracts into account due to unavailable data.
Another limitation of this study is that mechanical ventilation could not be included in the AER models due to unavailable data.
For this analysis, 217 patients (92 patients from the anastrozole arm and 125 patients from the control arm) were excluded due to unavailable data on height, weight or both.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
55 human-written examples
This study tries to find a balance between a more complete model with very high data requirements and a simpler model in which less data are lost due to unavailable information.
Any assumptions or simplifications made in the data extraction or management process due to unavailable information will be documented in the final manuscript.
Science
Due to unavailable empirical data, we follow a different procedure.
Science
There were 11 deaths and 25 HF admissions in the 19 patients that had to be excluded due to unavailable device data on the day of discharge which is necessary for risk group definition.
Third, not all the RAMP-DM subjects were included in the analysis due to missing data at baseline and some subjects were further excluded due to unavailable matched control pairs.
Science
After full-text reading of the remaining 20 records, 8 of them were rejected due to the unavailable data.
Expert writing Tips
Best practice
When using "due to unavailable data", ensure the context clearly indicates what was affected by the lack of data. Be specific about the consequences or limitations resulting from this absence.
Common error
Avoid using "due to unavailable data" as a vague excuse without further explanation. Always provide context or indicate what specific analyses or conclusions were affected by the missing data.
Source & Trust
82%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "due to unavailable data" functions as an adverbial phrase, specifically a causal adjunct. It modifies a clause by providing the reason or cause for a particular situation, action, or limitation. Ludwig AI confirms the correctness and usability of the phrase.
Frequent in
Science
80%
News & Media
10%
Formal & Business
10%
Less common in
Wiki
0%
Encyclopedias
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "due to unavailable data" is a grammatically correct phrase used to explain limitations or exclusions arising from a lack of data. As Ludwig AI explains, it's a usable expression in English. While generally formal and frequent in scientific and academic contexts, it can also appear in news and business reports. When using the phrase, specificity is crucial: clearly state what impact the missing data has on the analysis or conclusions. Alternatives like "owing to lack of data" or "because of missing data" can offer stylistic variations.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
owing to lack of data
Replaces "due to" with "owing to" and "unavailable" with "lack of", maintaining a formal tone.
because of missing data
A straightforward alternative using "missing" to describe the data's status.
because data were not available
Uses a more direct and explicit construction with "because" instead of "due to".
the absence of data caused
Directly states the lack of data as the cause of a particular outcome.
data limitations precluded
Employs a more concise and formal structure, suitable for academic writing.
insufficient data prevented
Highlights the inadequacy of the data as the primary cause.
data scarcity hindered
Emphasizes the limited quantity of data and its hindering effect.
a dearth of data resulted in
Uses "dearth" to underscore a significant scarcity of data.
data gaps led to
Highlights the presence of "gaps" or missing pieces of data.
unavailable information meant that
Shifts focus to "information" instead of "data", indicating missing details.
FAQs
How can I use "due to unavailable data" in a sentence?
Use "due to unavailable data" to explain limitations or exclusions in a study or report, for example: "The model could not include certain variables "due to unavailable data" on regional variations."
What are some alternatives to saying "due to unavailable data"?
You can use alternatives such as "because of missing data", "owing to lack of data", or "data limitations precluded" depending on the formality of the context.
Is it more formal to say "due to unavailable data" or "because data was unavailable"?
"Due to unavailable data" tends to be slightly more formal than "because data was unavailable". However, both are acceptable in professional and academic writing.
What's the difference between ""due to unavailable data"" and "due to missing data"?
While very similar, ""due to unavailable data"" implies that the data exists but is not accessible, whereas "due to missing data" suggests the data was never collected or has been lost.
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
82%
Authority and reliability
4.1/5
Expert rating
Real-world application tested