due to data limitations

USAGE SUMMARY

"due to data limitations" is correct and usable in written English.
You can use it when you want to explain why something is not possible or why certain results may be inconclusive. For example, "The study was limited in its scope due to data limitations."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

However, due to data limitations, they did not analyze direct child-rearing and education costs.

International Journal of Child Care and Education Policy

Unfortunately, due to data limitations, we cannot go further to resolve this issue.

Genus

Due to data limitations, we cannot examine this effect directly in this study.

The Journal of Chinese Sociology

Due to data limitations we had no possibility to disentangle these mechanisms.

Empirical Research in Vocational Education and Training

I do not include a teacher effect in the model due to data limitations.10.10

IZA Journal of Labor Economics

However, due to data limitations, the latter measure will be used.

Journal of Global Entrepreneurship Research

Unfortunately, this question could not be addressed due to data limitations.

Injury Epidemiology

However, due to data limitations, we need to introduce some changes in the estimation procedure.

Latin American Economic Review

Such detailed analysis is not in the scope of this study due to data limitations.

Journal of Modern Transportation

In their resulting table, industrial sectors were aggregated into 45 sectors, presumably due to data limitations.

Journal of Economic Structures

Few population-representative studies examine the relationship between ADHD and adult mortality due to data limitations.

Preventive Medicine

Expert writing Tips

Best practice

When using "due to data limitations", clearly state what specific analysis or conclusion is affected. This adds transparency and context to your findings.

Common error

Avoid using "due to data limitations" as a vague excuse for shortcomings in your analysis. Always specify what data was lacking and how it impacted your results. Be as specific as possible.

Linguistic Context

The phrase "due to data limitations" functions as an adverbial phrase, specifically a causal adjunct. It modifies a clause by indicating the reason or cause for a particular situation or outcome. Ludwig AI shows that it is used to explain restrictions in analysis.

Expression frequency: Very common

Frequent in

Science

98%

Formal & Business

1%

News & Media

1%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "due to data limitations" is a commonly used phrase, especially in scientific and academic writing, to explain restrictions or shortcomings in research. Ludwig AI confirms its grammatical correctness and appropriate usage. When using this phrase, it's important to be specific about which data limitations are being referred to and how they impacted the research. Alternatives include "owing to insufficient data" or "constrained by data availability". Remember to avoid overgeneralization and provide context for transparency.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

due to a lack of data

Specifies the "lack of data" as the cause, rather than just its limitations.

owing to insufficient data

Replaces "due to" with "owing to" and "limitations" with "insufficient", focusing on the lack of adequate data.

because of incomplete data

Uses "because of" instead of "due to" emphasizing the data is not complete.

constrained by data availability

Shifts the focus to the constraint imposed by the available data.

limited by the available data

Highlights the restriction caused by the data that is accessible.

data constraints restricted

Focuses on the constraints imposed by the data on the results.

data scarcity prevented

Emphasizes the lack of data as the cause of prevention.

inadequate data hindered

Highlights the inadequacy of data as an impediment.

data restrictions prevented us from

Emphasizes the action that could not be performed because of data restrictions.

limited dataset precluded

Highlights how the dataset limitations prevented from reaching a goal.

FAQs

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

You can use "due to data limitations" to explain why certain analyses could not be performed or why results might be inconclusive. For example, "The study could not assess long-term effects "due to data limitations"".

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

Alternatives include "owing to insufficient data", "constrained by data availability", or "limited by the available data". The best choice depends on the specific nuance you want to convey.

Is it acceptable to start a sentence with "due to data limitations"?

While grammatically correct, starting a sentence with "due to data limitations" can sound awkward. It's often better to integrate it into the sentence. For example, instead of "Due to data limitations, we could not analyze...", try "We could not analyze... "due to data limitations"".

What does "due to data limitations" imply about the research?

It implies that the research was restricted by the lack of necessary data, potentially affecting the scope, depth, or reliability of the findings. Always clarify the specific impact of the "data limitations".