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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 unavailable data

Grammar usage guide and real-world examples

USAGE 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

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

Huffington Post

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.

Second, a potential publication bias existed in this study, since we did not take several unpublished articles and abstracts into account due to unavailable data.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.

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

BMJ Open

Due to unavailable empirical data, we follow a different procedure.

Science

SERIEs

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.

After full-text reading of the remaining 20 records, 8 of them were rejected due to the unavailable data.

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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.

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

4.1/5

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.

Expression frequency: Rare

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.

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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Source & Trust

82%

Authority and reliability

4.1/5

Expert rating

Real-world application tested

Most frequent sentences: