due to data unavailability

USAGE SUMMARY

"due to data unavailability" is correct and can be used in written English.
For example, "The study results could not be analyzed due to data unavailability."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

10 human-written examples

It should be noted that while findings based on different anthropometric measures have not been robust in the literature, we could not compare to other anthropometric measures due to data unavailability.

Health Economics Review

Belgium and Luxembourg excluded from the study due to data unavailability regarding the land use indicator, and hence, we have based our analysis in the remaining 13 countries of EU-15.

Journal of Economic Structures

Because it was not possible to include all countries that were included in the model whose results were discussed above due to data unavailability, the values of the coefficients shown in the figure are different from those shown in Table 3.

Journal for Labour Market Research

We were not able to control for air pollution and influenza epidemics due to data unavailability.

BMJ Open

However, almost no studies have ever attempted to examine its robustness in centenarians, mainly due to data unavailability.

BMC Geriatrics

Due to data unavailability and when required, standard deviations were assumed to be a 10% of the mean values.

BMC Health Services Research

Human-verified similar examples from authoritative sources

Similar Expressions

50 human-written examples

PPHS was not reported for Denmark due to data quality concerns and for Sweden due to the unavailability of data.

BJOG: An International Journal of Obstetrics and Gynaecology

The major weakness of the analysis relates to data unavailability.

Global Health Action

Due to unavailability of data and information, different estimation techniques are formulated and implemented.

Computers & Chemical Engineering

No other brachodids were included in the analyses of the 268 and 422 taxa data sets due to the unavailability of DNA data.

BMC Evolutionary Biology

First, we did not include any molecular marker in RPA process due to unavailability of data, which beyond the range that our population-based data regularly collected.

BMC Medical Research Methodology

Expert writing Tips

Best practice

Always explore possible sources for the missing data before concluding that something is impossible to assess "due to data unavailability". Other data sets or proxy measures might be available.

Common error

Avoid using "due to data unavailability" as a quick explanation without first exhausting all possible data sources and alternative methodologies. Ensure that a genuine lack of data, not oversight, is the cause.

Linguistic Context

Adverbial phrase. This phrase functions as an adverbial phrase modifying a verb or clause by indicating the reason or cause for a particular outcome or limitation. Ludwig AI confirms its usage for explaining constraints in studies and research.

Expression frequency: Uncommon

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Ludwig's WRAP-UP

The phrase "due to data unavailability" is a grammatically correct causal connector used to explain limitations or constraints in research and analysis. As Ludwig AI confirms, it is particularly common in scientific and academic writing. This phrase serves to justify methodological choices or to explain why certain analyses could not be performed. While it's a valid explanation, it should be used transparently, clearly stating what specific analyses were affected. Consider alternatives like "owing to a lack of data" or "because data were not accessible" for variety. However, "due to data unavailability" remains a clear and concise way to express this common research constraint.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

owing to a lack of data

Changes the opening connector while retaining a formal tone and clarifying the deficit.

due to a scarcity of data

Replaces "unavailability" with "scarcity" to emphasize the limited amount of data.

because data were not accessible

Focuses on the accessibility issue, highlighting a barrier to data retrieval.

data limitations prevented

Shifts to an active voice, emphasizing the constraint imposed by the limitations.

insufficient data were available

Highlights the lack of sufficient data for a particular purpose.

data were lacking

Simplifies the phrase to a more concise statement about the absence of data.

the data set was incomplete

Focuses on the incompleteness of the data set as the reason.

data access restrictions

Highlights restrictions in accessing data

lack of data

Shortens the phrase to a basic statement about the absence of data.

no data available

Directly states that there are no data available.

FAQs

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

You can use "due to data unavailability" to explain why certain analyses or comparisons were not possible. For example, "We could not control for air pollution in our analysis "due to data unavailability"".

What are some alternatives to saying "due to data unavailability"?

Alternatives include "owing to a lack of data", "because data were not accessible", or "data limitations prevented", depending on the context.

Is it appropriate to use "due to data unavailability" in formal writing?

Yes, "due to data unavailability" is suitable for formal writing, especially in academic or scientific contexts, to explain limitations in research or analysis.

What kind of data issues does "due to data unavailability" refer to?

"Due to data unavailability" can refer to various issues, such as missing data points, incomplete datasets, lack of access to data sources, or data that were not collected in the first place.