due to insufficient data

USAGE SUMMARY

"due to insufficient data" is correct and usable in written English.
You would typically use this phrase to express a lack of sufficient information needed to come to a conclusion. For example, "We were unable to reach a conclusion on the project's success due to insufficient data."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Data of one FMS patient and one MB subject were not analyzed due to insufficient data quality.

Plosone

However, it is difficult to express exact gestures due to insufficient data on body features.

EURASIP Journal on Wireless Communications and Networking

Eight products could not be dealt with further due to insufficient data.

Environmental Sciences Europe

This may be mainly due to insufficient data that would guide such recommendations.

Engineering Structures

CBZ, ibuprofen, and naproxen were not finally evaluated due to insufficient data.

Science of The Total Environment

A total number of 2132 missions were excluded due to insufficient data (addresses and localization).

International Journal of Emergency Medicine

The other ten wells could not be analyzed in this context due to insufficient data for this period.

Earth, Planets and Space

We could not analyze the impact of granulocyte colony stimulating factor (G-CSF) due to insufficient data.

Annals of Intensive Care

This is largely due to insufficient data and unclear methodology for translating effects in terms of environmental and economic savings.

Procedia - Social and Behavioral Sciences

A previous meta-analysis of randomized trials comparing convective modalities with hemodialysis in 2006 was inconclusive due to insufficient data.

American Journal of Kidney Diseases

However, it is difficult to obtain those failure data due to insufficient data, environment changing or new components.

Annals of Nuclear Energy

Expert writing Tips

Best practice

When using "due to insufficient data", clearly explain what conclusions or analyses were hindered by this lack of data. This provides context and strengthens your argument.

Common error

Avoid oversimplifying complex issues by solely blaming "due to insufficient data". Acknowledge other potential contributing factors or limitations in your analysis to present a more balanced perspective.

Linguistic Context

The phrase "due to insufficient data" functions as a causal connector, linking a preceding statement or situation to the reason for its occurrence, which is the lack of adequate data. Ludwig examples show its common use in explaining limitations in research, analysis, and decision-making.

Expression frequency: Very common

Frequent in

Science

85%

News & Media

8%

Formal & Business

7%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "due to insufficient data" is a commonly used phrase, as shown by Ludwig, serving as a causal connector that explains limitations or inability to draw conclusions because of inadequate information. Ludwig AI indicates its grammatical correctness and usability in written English. Predominantly found in scientific and academic contexts, the phrase maintains a formal register. When employing this phrase, ensure clarity regarding the specific impact of the data insufficiency. Alternatives such as "owing to a lack of sufficient data" or "because of inadequate data" offer similar meanings with slight variations in tone.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

owing to a lack of sufficient data

Replaces "due to" with "owing to" and rephrases "insufficient data" as "a lack of sufficient data" for a slightly more formal tone.

because of inadequate data

Substitutes "insufficient" with "inadequate", providing a direct synonym while maintaining the causal structure.

as a result of limited data

Emphasizes the consequence of having "limited data", altering the initial causal phrase.

insufficient data prevented...

Restructures the sentence to highlight the prevention caused by the data deficiency.

due to a data deficit

Emphasizes the negative aspect of data deficiency

the data was lacking

Uses a more concise expression, focusing on the deficiency of the data itself.

data limitations precluded...

Employs a more formal tone using "data limitations" and "precluded" to indicate prevention.

the paucity of data

Replaces "insufficient data" with a more sophisticated term, "paucity of data", indicating a small amount.

scarce data availability

Focuses on the "availability" of data, emphasizing the limited access to information.

the information was incomplete

Shifts the focus to the "information" being incomplete, rather than specifically mentioning data.

FAQs

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

You can use "due to insufficient data" to explain why a conclusion could not be reached or an analysis could not be performed. For example, "The study's findings were inconclusive "due to insufficient data" on long-term effects."

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

Alternatives include phrases like "owing to a lack of sufficient data", "because of inadequate data", or "as a result of limited data". The choice depends on the desired tone and level of formality.

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

Both "due to insufficient data" and "because of insufficient data" are grammatically correct and convey the same meaning. The choice often comes down to personal preference or stylistic considerations.

What does it mean when a study is limited "due to insufficient data"?

When a study is limited ""due to insufficient data"", it means that the amount or quality of data available was not adequate to draw firm conclusions or conduct a comprehensive analysis. This can affect the reliability and generalizability of the findings.