owing to insufficient data

USAGE SUMMARY

The phrase "owing to insufficient data" is correct and usable in written English.
It can be used to explain a situation or decision that is influenced by a lack of adequate information or evidence. Example: "The study's conclusions were inconclusive, owing to insufficient data collected during the research phase."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

8 human-written examples

The effects of PP on 90-day and ICU mortality were not analyzed, owing to insufficient data.

Critical Care

Therefore, owing to insufficient data, we were unable to apply the FDA system of recalls to field safety notices.

BMJ Open

Seventy seven patients who were prescribed the study drugs were excluded (with 154 matched controls) owing to insufficient data to allow defined daily doses to be calculated.

British Medical Journal

Women who started taking pills but stopped before becoming pregnant were excluded from the analyses owing to insufficient data for estimation of red blood cell folate concentrations at the time of neural tube closure (supplementary figure A).

British Medical Journal

This implies that the number of parameters in the PBN model is O (n 2 2 n ) e. Therefore, the applicability of the CoD approach is significantly limited due to the model complexity or imprecisions owing to insufficient data sample size.

Cell Communication and Signaling

Owing to insufficient data, the HR of median TTP was not available (table 3).

BMJ Open

Human-verified similar examples from authoritative sources

Similar Expressions

52 human-written examples

For higher levels of distributional complexity, the linear classifier degrades, but so do the more complex classifiers owing to insufficient training data.

Pattern Recognition

Ovophis venom composition is less readily interpreted, owing to insufficient pharmacological data for venom serine and metalloproteases, which comprise more than 97.3% of Ovophis transcripts, but only 38.0% of Protobothrops transcripts.

BMC Genomics

Of the 119 TLN patients whose records were reviewed, 11 were excluded owing to insufficient clinical information or loss to follow-up.

British Journal of Cancer

Several dispersal scenarios were evaluated owing to insufficient empirical information available to accurately parameterise dispersal in reptile species and variation among species in their dispersal tendencies.

BMC Ecology

Difficulties were also experienced in tracing TB patients owing to insufficient locator information in the TB register, or absent or invalid mobile phone details.

BMC Public Health

Expert writing Tips

Best practice

Specify the type of data that is insufficient, if possible, to provide more context and prevent ambiguity. For example, "owing to insufficient clinical trial data" is more informative than a general statement.

Common error

Avoid drawing strong conclusions or making definitive claims when your analysis is based on limited data. Instead, acknowledge the limitations and suggest areas for further research or analysis. State that results are preliminary or inconclusive.

Linguistic Context

The phrase "owing to insufficient data" functions as an adverbial phrase that provides a reason or explanation for a particular situation or outcome. As Ludwig AI explains, this phrase clarifies why something could not be done or was limited in some way.

Expression frequency: Uncommon

Frequent in

Science

70%

Formal & Business

15%

News & Media

15%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "owing to insufficient data" is a grammatically correct phrase used to explain a situation or decision influenced by a lack of adequate information. According to Ludwig AI, the phrase is correct and usable in written English. Its usage is considered uncommon, but it finds frequent application in scientific, formal, and business contexts. The phrase functions as an adverbial phrase to provide a reason or explanation and communicates a justification for a limitation or acknowledgment of incompleteness. When using this phrase, be clear about the data limitations and avoid overstating conclusions. Alternatives include "due to limited data" and "because of inadequate data". The sources indicate that the phrase is commonly used in scientific publications to explain limitations in research or analysis.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

due to limited data

Replaces "owing to" with "due to" and "insufficient" with "limited", slightly altering the tone.

because of inadequate data

Substitutes "owing to" with "because of" and "insufficient" with "inadequate", providing a more direct explanation.

lacking sufficient data

Uses a participial phrase to convey the same meaning, emphasizing the absence of data.

in the absence of adequate data

Presents the lack of data as a condition affecting the outcome.

due to a paucity of data

Replaces "insufficient" with "paucity", indicating a scarcity of data.

as a result of scarce data

Highlights the consequence of limited data availability.

stemming from a deficiency in data

Emphasizes that the lack of data is a fundamental flaw or problem.

for want of sufficient data

Uses an archaic construction to indicate the necessity of data that is missing.

constrained by incomplete data

Highlights that the data is not comprehensive, thus limiting the analysis or conclusions.

hampered by a lack of data

Emphasizes that the progress is hindered by the absence of necessary information.

FAQs

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

You can use "owing to insufficient data" to explain why a particular analysis could not be performed, a conclusion could not be reached, or a decision could not be made. For example, "The long-term effects of the treatment remain unknown, owing to insufficient data."

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

Alternatives include "due to limited data", "because of inadequate data", or "lacking sufficient data". The best choice depends on the specific context and desired level of formality.

Is it more appropriate to say "owing to insufficient data" or "due to insufficient data"?

Both "owing to insufficient data" and "due to insufficient data" are grammatically correct and widely accepted. "Owing to" is slightly more formal, but the choice often depends on personal preference and the overall tone of the writing.

What does "owing to insufficient data" imply about the research or analysis?

The statement "owing to insufficient data" typically implies that the available data was either not comprehensive enough, not of sufficient quality, or too limited in scope to allow for a definitive or reliable conclusion. It suggests a need for further data collection or a more robust analysis.