due to data availability

USAGE SUMMARY

"due to data availability" is correct and usable in written English.
You can use it when referring to the state of data that is available to use. For example, "We were unable to finish the analysis on time due to data availability."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

59 human-written examples

Therefore, the data on inputs were collected for the year 2009 or the closest available (intersectoral mobility of researcher variable being an exception due to data availability), and the data on outputs were collected for the year 2012 or the closest.

Triple Helix

The New York City (NYC) was focused on due to data availability.

Applied Energy

The differences are due to data availability and the applicability of existing models.

Computers and Electronics in Agriculture

We restricted the analysis to first records after 1500 due to data availability, which resulted in a total of 45,813 first records for 16,926 established species.

Nature

Studies that were difficult to conduct in the past time due to data availability can now be carried out.

ISPRS Journal of Photogrammetry and Remote Sensing

Due to data availability limitations, I perform the main analysis using the S&P 500 for the years 2007-2012 and measure future firm performance as return on assets (ROA) and abnormal stock returns (BHAR) up to three years in the future.

Columbia University

Second, due to data availability, only 1841 observations were analyzed.

Health Economics Review

The choices of these groups are mostly due to data availability.

IZA Journal of Migration

Due to data availability, we restrict our analysis to the years 2004-2013.

EPJ Data Science

Note, in applications the number of segments will be small due to data availability.

Business Research

The years between 2007 and 2012 have fewer observations due to data availability.

Journal of Economic Structures

Expert writing Tips

Best practice

When using "due to data availability", ensure it clearly explains why a specific method, sample size, or timeframe was chosen. Be precise about the impact of data limitations on your results.

Common error

Avoid using "due to data availability" as a blanket excuse for methodological shortcomings. Acknowledge the limitation, but also discuss alternative approaches or robustness checks that were considered.

Linguistic Context

The phrase "due to data availability" functions as an adverbial phrase that explains the reason or cause for a specific limitation, modification, or decision within a given context. It introduces the reason why something is the way it is. Ludwig shows that it is used to clarify constraints.

Expression frequency: Very common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Academia

0%

Ludwig's WRAP-UP

In summary, "due to data availability" is a grammatically correct phrase used to explain limitations or constraints in research and analysis, primarily in academic and scientific contexts. Ludwig AI confirms its proper usage. While common, it is important to use it precisely and transparently, avoiding overstatement of its impact and considering alternative approaches. The phrase functions as an adverbial modifier, providing a justification for choices made within the study. When writing, be mindful of the phrase's formal register and ensure it fits the overall tone of the document.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

owing to data constraints

Replaces "due to" with "owing to" and "availability" with "constraints", emphasizing limitations.

because of limited data

Uses "because of" instead of "due to", and focuses on the "limited" aspect of the data.

data limitations precluded...

More formal phrasing using "precluded" to indicate prevention due to data limitations.

insufficient data prevented...

Emphasizes the insufficiency of data as the cause.

data scarcity restricted...

Highlights the scarcity of data as the restricting factor.

availability of data limited...

Reorders the phrase to emphasize the data's availability as the limiting factor.

constrained by data access

Focuses on the accessibility aspect as the constraint.

data access limitations

Condenses the phrase to a noun phrase indicating limited data access.

limited by what data was accessible

Expands on the idea to specify being limited by accessible data.

data restrictions imposed...

Uses "restrictions" to convey limitations on data.

FAQs

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

You can use "due to data availability" to explain limitations in your research or analysis. For instance, "The study was limited to the years 2000-2010 "due to data availability".".

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

Alternatives include "owing to data constraints", "because of limited data", or "data limitations precluded..." depending on the context.

Is it appropriate to start a sentence with "Due to data availability"?

While grammatically correct, starting a sentence with "Due to data availability" can sound clunky. Consider rephrasing for better flow, such as "Data limitations meant that...". However, it's perfectly acceptable especially in academic contexts.

How does "due to data availability" affect research outcomes?

"Due to data availability" can lead to reduced sample sizes, shorter study periods, or the use of proxy measures, potentially affecting the generalizability and validity of research findings. Acknowledge it transparently.