because of limited data

USAGE SUMMARY

The phrase "because of limited data" is correct and usable in written English.
You can use it to refer to a lack of information that has caused a gap in knowledge or understanding, such as: "We weren't able to reach a definitive conclusion about the experiment because of limited data."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

52 human-written examples

Because of limited data, the academics did not include some other maternal conditions, including eating disorders and obsessive compulsive disorder, meaning they believe even the £8.1bn figure could be an underestimate.

The Guardian

It is rarely prescribed to adolescents because of limited data.

Contraception

However, its translation into clinical practice has been restricted because of limited data and high procedure-related risk.

Gastrointestinal Endoscopy

Management of women at high lifetime risk of familial breast cancer is hampered because of limited data concerning the appropriateness of treatment options.

The Lancet

However, the relationship between precipitation and topography across arid to semiarid orogens has received little attention because of limited data availability.

Geomorphology

They found that the predominant frequency decreased with increasing ground-motion level, but they did not observe a decrease in the amplitude of the soil amplification because of limited data.

Earth, Planets and Space

Human-verified similar examples from authoritative sources

Similar Expressions

7 human-written examples

Because of these limited data, most of the understanding of seasonal influenza is derived from epidemiologic data collected in western Europe and North America.

Emerging Infectious Diseases

We cannot make a conclusion about FDG-PET/CT in the diagnosis of RCCs because of the limited data.

Cancer Imaging

Thus far, the role of targeted therapy in the perioperative management of MIBC is convoluted because of the limited data from clinical studies.

BMC Cancer

The prognostic role of MALAT1 in each type of cancer could not be evaluated because of the limited data available.

Disease Markers

We excluded this measure from the primary analyses simply because of the limited data that were available at the time of the analysis.

BMC Health Services Research

Expert writing Tips

Best practice

When using "because of limited data", clearly state what could not be achieved or analyzed due to this limitation. This provides context and transparency to your analysis.

Common error

Avoid making definitive statements when your analysis is "because of limited data". Acknowledge the uncertainty and suggest avenues for future research or data collection.

Linguistic Context

The phrase "because of limited data" functions as a causal adverbial phrase, explaining the reason or justification for a particular situation or outcome. Ludwig AI confirms it is grammatically correct. It introduces a clause that provides the cause for the statement in the main clause.

Expression frequency: Very common

Frequent in

Science

86%

News & Media

7%

Formal & Business

7%

Less common in

Wiki

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "because of limited data" is a commonly used and grammatically correct phrase, as confirmed by Ludwig AI, that serves as a causal connector. It is frequently used in formal and scientific writing to explain limitations or uncertainties resulting from insufficient information. The phrase is most prevalent in scientific contexts, but can also be found in news and business publications. When using this phrase, it's important to clearly articulate the implications of the data limitations. Consider alternatives such as "due to insufficient data" or "owing to a lack of data" to add variety to your writing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

due to insufficient data

Replaces 'limited' with 'insufficient', highlighting the inadequacy of the data.

owing to a lack of data

Uses 'owing to' instead of 'because of' and emphasizes the 'lack' of data.

as a result of scarce data

Replaces 'limited' with 'scarce', suggesting a rarity of available information.

due to the paucity of data

Substitutes 'limited' with 'paucity', indicating a small or insufficient quantity.

stemming from inadequate data

Uses 'stemming from' to indicate the origin of the limitation and replaces 'limited' with 'inadequate'.

caused by a data shortage

Simplifies the phrase to emphasize the 'shortage' of data as the direct cause.

given the data constraints

Focuses on 'constraints' imposed by the data, rather than its limitations.

constrained by data limitations

Highlights that the limitations are actively 'constraining' something.

in light of the restricted data

Emphasizes that decisions or conclusions are made 'in light of' the data's restricted nature.

with the available data being limited

Rephrases to put the emphasis on the data itself being 'limited'.

FAQs

How can I rephrase "because of limited data" in a formal context?

In formal writing, consider using phrases like "due to insufficient data", "owing to a lack of data", or "as a result of scarce data". These alternatives, like "due to insufficient data", maintain a professional tone while conveying the same meaning.

What are some common implications when drawing conclusions "because of limited data"?

Drawing conclusions "because of limited data" often leads to preliminary findings or tentative results. It's crucial to acknowledge the uncertainty and potential for further investigation to refine the conclusions.

Is it acceptable to use "because of limited data" in academic writing?

Yes, it is acceptable and common in academic writing to use "because of limited data" to explain constraints or limitations in research. It's important, however, to clearly articulate how the "limited data" affects the validity or scope of the study's findings.

What's the difference between saying "because of limited data" and "due to a lack of data"?

While both phrases convey a similar meaning, "because of limited data" suggests that some data exists but is not comprehensive, whereas "due to a lack of data", like "due to a lack of data", implies a more severe absence of information. The choice depends on the specific context.