due to the absence of data

USAGE SUMMARY

The phrase "due to the absence of data" is correct and usable in written English.
It can be used when explaining a situation or a decision that is influenced by a lack of information or evidence. Example: "The study's conclusions were inconclusive due to the absence of data on participant demographics."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

21 human-written examples

We resorted to the literature to evaluate other environmental effects due to the absence of data specifically for SBPPRL.

Ecological Engineering

Due to the absence of data in environmental risk evaluations, we apply a 'best' and 'worst' case scenario evaluation as a first step to qualitatively evaluate the current state-of-knowledge regarding the potential environmental risks of nZVI.

Journal of Contaminant Hydrology

Additionally, we added the mean of the observation data during the same period (fall season) of 2008 (solar minimum) from all stations, except DAV at Southeast Asia (due to the absence of data).

Earth, Planets and Space

As pointed out in the Introduction, this type of regression at the establishment level is the one carried out in most of the literature due to the absence of data at the worker level.

SERIEs

This may be simply due to the absence of data rather than to biological reasons since there are genes conferring enhanced resistance to all combinations of two of these pathogens.

Rice

Figure 5c shows that the single-frequency signal recovered directly from Fig. 5a will cause the main lobe to widen due to the absence of data; Fig. 5b, d shows that the improved algorithm proposed in this section can solve the above problem effectively.

EURASIP Journal on Wireless Communications and Networking

Human-verified similar examples from authoritative sources

Similar Expressions

39 human-written examples

Asterisks denote that the data were taken from female pups due to the absence of significant data from male pups.

BMC Genomics

Due to the absence of experimental data for the combined ChVLE of the reacting system, molecular simulation looks appealing to predict such data.

Fluid Phase Equilibria

The converted model SH-coefficient data sets cover the period from March 2009 to February 2011, with that of January 2011 excluded due to the absence of GRACE data for this month.

Earth, Planets and Space

Due to the absence of evidentiary data, sensitivity analysis subsequently described measured the outcomes over varying ranges of model inputs.

Plosone

The former was due to the absence of reliable data on HPV and the progression of lesions in HIV in sub-Saharan Africa.

Plosone

Expert writing Tips

Best practice

When using "due to the absence of data", clearly state what the consequence or limitation is as a result of this absence. This provides context and avoids ambiguity.

Common error

Avoid using "due to the absence of data" when the absence is merely a correlation, not a direct cause. Ensure a clear causal link exists between the missing data and the outcome you're describing.

Linguistic Context

The phrase "due to the absence of data" functions as an adverbial phrase indicating the cause or reason for a particular situation or conclusion. It explains why something is the way it is because of the unavailability of information. As Ludwig suggests, it's a common way to explain limitations or assumptions.

Expression frequency: Common

Frequent in

Science

95%

Formal & Business

3%

News & Media

1%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "due to the absence of data" is a commonly used phrase, particularly in scientific and academic contexts, to explain limitations or assumptions stemming from a lack of information. Ludwig AI confirms its grammatical correctness and usability. While alternatives like "owing to a lack of data" or "because data are lacking" exist, "due to the absence of data" maintains a formal tone suitable for professional and scholarly writing. When employing this phrase, ensure that the absence of data directly causes the stated outcome to avoid misattributing causation.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

owing to a lack of data

Replaces "due to" with "owing to" and "absence" with "lack", maintaining the same meaning.

due to insufficient data

Replaces "absence" with "insufficient", indicating not enough data.

because data are lacking

Changes the structure to a more direct causal statement.

because of missing data

Directly states the data are missing as the cause.

in the absence of data

Slightly more formal, emphasizing the state of having no data.

lacking sufficient data

Emphasizes the inadequacy of the data available.

data scarcity led to

Focuses on the limited availability of data as the driver.

data limitations caused

Highlights the restrictions imposed by the lack of data.

given the data vacuum

More metaphorical, suggesting a void of information.

for want of data

An archaic but evocative alternative.

FAQs

How can I rephrase "due to the absence of data" in a simpler way?

You can use simpler alternatives such as "because data are lacking", "because of missing data", or "owing to a lack of data".

Is it better to say "due to lack of data" or "due to the absence of data"?

Both are grammatically correct, but "due to the absence of data" is slightly more formal. "Due to a lack of data" is also acceptable and often preferred for its conciseness.

What does "due to the absence of data" mean?

It means that a situation or conclusion is a direct result of not having enough information or relevant data available.

In what contexts is it appropriate to use "due to the absence of data"?

It's appropriate in academic papers, reports, and formal writing when explaining why a certain conclusion could not be reached or why certain limitations exist in the analysis. Using "data limitations caused" is also a good alternative.