owing to data limitations

USAGE SUMMARY

The phrase "owing to data limitations" is correct and usable in written English.
It can be used to explain a situation or decision that is influenced by the lack of sufficient data or information. Example: "Owing to data limitations, we were unable to draw definitive conclusions from the study."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

13 human-written examples

This study is unable to consider the stock of household appliances owing to data limitations.

Energy, Sustainability and Society

The findings should, however, be interpreted with caution because meeting the recommended level was specified only in terms of vigorous intensity PA owing to data limitations.

European Journal of Public Health

Second, owing to data limitations we were only able to construct one indicator of utilization that was standardised across the two data collection methods.

BMC Public Health

Although we have provided confidence intervals for each estimation stage, owing to data limitations, we are unable to provide a measure for how this joint uncertainty affects our final results.

Clinical Orthopaedics and Related Research

NICE cost-effectiveness analysis acknowledged that a large number of assumptions were made "owing to data limitations and methodological complexity" and that there was potential for underestimating the true costs and effects (by using a cohort excluding those with worse glucose control) (2).

Diabetes Care

Topical NSAIDs were not included owing to data limitations.

British Medical Journal

Human-verified similar examples from authoritative sources

Similar Expressions

47 human-written examples

A limitation of this analysis is that we were able to include only 36 countries owing to data constraints.

Globalization and Health

No statistical analyses were performed owing to data heterogeneity.

BMC Musculoskeletal Disorders

The problems of design and manufacturing cannot be exclusively addressed by experimental data owing to the limitations of equipment and technology.

International Journal of Mechanical Sciences

In addition, this study lacks sex hormone data owing to funding limitations.

BMC Pediatrics

In contrast, one study reported higher FL concentrations in CD [ 13], and another showed that FL levels tended to be higher in patients with isolated colonic disease than in patients with involvement of the ileum alone or the ileocolon [ 3].Owing to data limitations, we did not perform subgroup analysis based on disease type and location.

BMC Gastroenterology

Expert writing Tips

Best practice

When using "owing to data limitations", clearly state what could not be achieved or analyzed due to the lack of sufficient data. This adds transparency and context to your work.

Common error

Avoid simply stating "owing to data limitations" without specifying which data were limited or how they impacted your analysis. Provide specific examples to clarify the constraint.

Linguistic Context

The phrase "owing to data limitations" functions as a causal connector, introducing an explanation for why something is restricted or incomplete. Ludwig AI confirms its usability. It explains the reason or cause behind a particular constraint or decision.

Expression frequency: Rare

Frequent in

Science

80%

Formal & Business

10%

News & Media

10%

Less common in

Wiki

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "owing to data limitations" is a formal causal connector used to explain restrictions or limitations in research and analysis. Ludwig AI confirms its correctness and usability, highlighting its prevalence in scientific and academic contexts. While grammatically sound, it's best practice to clearly specify the nature of the data limitations to avoid vagueness. Alternatives like "due to a lack of data" or "limited by data availability" can be used for subtle variations in emphasis. However, given its less frequent usage, be mindful of the context to ensure appropriateness.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

due to insufficient data

Replaces "owing to" with "due to" and specifies the type of limitation as "insufficient" instead of the general term "data limitations".

due to a lack of data

Replaces "owing to" with "due to" and uses "lack of data" to emphasize the absence of information.

limited by data availability

Changes the structure to focus on the constraint imposed by the data's availability.

because of data scarcity

Replaces "owing to" with "because of" and specifies the limitation as "data scarcity", highlighting the limited amount of data.

insufficient data meant that

Highlights the insufficiency of data as the primary reason for the subsequent outcome.

data limitations precluded

Uses "precluded" to indicate that the limitations directly prevented a certain action or analysis.

constraints on data prevented

Emphasizes the constraints and their direct impact, restructuring the sentence for a more active voice.

data restrictions meant that

Focuses on the restrictions imposed by the data, altering the sentence structure to highlight the consequence.

restricted by the data set

Focuses on the restrictive nature of the data set itself.

the data set's limitations meant

Highlights that certain limitations of the data directly impacted the outcome or analysis.

FAQs

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

You can use "owing to data limitations" to explain why certain aspects of a study, analysis, or project were restricted or could not be fully explored. For example, "Owing to data limitations, we were unable to perform a subgroup analysis."

What are some alternatives to "owing to data limitations"?

Alternatives include "due to a lack of data", "because of data scarcity", or "limited by data availability", depending on the specific context and nuance you want to convey.

Is "owing to data limitations" formal or informal?

"Owing to data limitations" is generally considered formal and suitable for academic, scientific, and professional writing. In more informal contexts, you might opt for phrases like "because we didn't have enough data".

What is the difference between "owing to data limitations" and "due to data limitations"?

The phrases are largely interchangeable. "Owing to" is slightly more formal than "due to", but both convey the same meaning: that data limitations are the cause or reason for a particular situation or outcome.