due to data restrictions

USAGE SUMMARY

The phrase "due to data restrictions" is correct and usable in written English.
It can be used when explaining limitations or constraints that arise from the availability or accessibility of data. Example: "The study's findings were inconclusive due to data restrictions that limited the sample size."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

15 human-written examples

Data cannot be made available to the public due to data restrictions.

Injury Epidemiology

Thirdly, an unusually comprehensive dataset on hypertension and cardiovascular morbidity is utilized, whereas the previous literature has, due to data restrictions, mostly studied mortality.

Health Economics Review

We provide results based on individual-level morbidity data, whereas the literature mostly contains studies using mortality data due to data restrictions.

Health Economics Review

Due to data restrictions, I divide the period into two: from 1994 to 2000 (using the ECHP) and from 2005 to 2015 (using the SILC).

SERIEs

Due to data restrictions these aspects are rather weak and not estimated further, and more research seems to be warranted that addresses this question in particular.

IZA Journal of Migration

Though the majority of the foreign countries in this study are developed countries due to data restrictions, evidence of reverse knowledge flows in the agricultural sector will be of particular import for developing countries.

IZA Journal of Migration

Human-verified similar examples from authoritative sources

Similar Expressions

45 human-written examples

Due to data access restrictions, we could not obtain the traffic data of all 13 cities, but only those surrounding the Beijing Metropolitan area.

International Journal of Disaster Risk Science

Due to data registration restrictions, we were not able to collect data for all non-participating patients.

BMC Health Services Research

Due to data privacy restrictions, women must sign a written consent to permit data transfer to the screening database; if a woman refuses consent, an empty dataset marked simply "data transfer declined" is sent to the mammography database.

BMC Public Health

Restrictions due to data privacy regulations of the RDCs are a further limitation of our study.

BMJ Open

"Due to data lags, that is just now becoming apparent".

The New York Times

Expert writing Tips

Best practice

When using "due to data restrictions", be specific about what restrictions are in place. Instead of a general statement, mention if it's related to data privacy, access, or completeness.

Common error

Avoid using "due to data restrictions" without further explanation. Always clarify what specific restrictions impacted the analysis or conclusion. This helps maintain transparency and avoids ambiguity.

Linguistic Context

The phrase "due to data restrictions" functions as an adverbial phrase, specifically a causal adjunct. It modifies a clause by indicating the reason or cause for something. Ludwig AI confirms that the phrase is grammatically correct and commonly used.

Expression frequency: Common

Frequent in

Science

75%

News & Media

12%

Formal & Business

12%

Less common in

Academia

1%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "due to data restrictions" serves as a causal connector, explaining limitations caused by data-related issues. Ludwig confirms its grammatical correctness and usability across various contexts. It's most frequently used in scientific and academic writing, with a neutral to formal tone. When using this phrase, it's best to be specific about the nature of the data restrictions to maintain clarity. Alternatives like "because of limited data" or "owing to data limitations" offer similar meanings with slight variations in formality.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

because of limited data

Replaces "due to" with "because of" and "restrictions" with "limited", offering a slightly less formal alternative.

owing to data limitations

Uses "owing to" instead of "due to" and "limitations" instead of "restrictions", resulting in a more formal tone.

data constraints prevented

Shifts the structure to emphasize the prevention caused by data constraints, rather than directly stating the reason.

data scarcity limited

Highlights the lack of available data as the limiting factor, using "scarcity" to imply a shortage.

insufficient data allowed

Focuses on the inadequacy of the data, stating what it didn't permit.

because of data access issues

Specifies the problem as being related to accessing the data.

data availability restricted

Emphasizes how the data availability itself was the restriction.

limitations in data prevented

Highlights the limitations inherent in the data as preventing a specific outcome.

data inadequacies hindered

Uses "inadequacies" to underscore the insufficient quality or quantity of the data, leading to obstruction.

restricted by data protocols

Indicates that specific data protocols or rules are causing the restrictions.

FAQs

What does "due to data restrictions" mean?

The phrase "due to data restrictions" means that limitations or constraints in the availability, accessibility, or quality of data have affected a particular outcome, analysis, or decision. It indicates that the results may be impacted by these data-related limitations.

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

You can use "due to data restrictions" to explain why certain information is missing or why a study's scope was limited. For example, "The study could not include certain demographic groups "due to data restrictions" regarding privacy."

What are some alternatives to "due to data restrictions"?

Alternatives include "because of limited data", "owing to data limitations", or "data constraints prevented". The best choice depends on the specific context and the desired level of formality.

Is it better to say "due to data restrictions" or "because of data restrictions"?

Both "due to data restrictions" and "because of data restrictions" are grammatically correct and widely accepted. "Due to" is sometimes considered more formal, but in practice, they are often interchangeable. Choose the phrasing that best fits the overall tone and style of your writing.