due to missing information

USAGE SUMMARY

The phrase "due to missing information" is correct and usable in written English.
You can use it when you want to express that something cannot be done or inferred because of a lack of data. For example: "Our analysis of the situation was inconclusive due to missing information."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Eighty plots had earlier been discarded due to missing information.

New Zealand Journal of Forestry Science

Eight questionnaires had to be excluded due to missing information.

Critical Ultrasound Journal

London Docklands Light Railway (DLR) stations were also excluded due to missing information.

Crime Science

With regard to regulatory activities, identifying of at least PBT and vPvB substances is challenging due to missing information.

Environmental Sciences Europe

However, due to missing information, we could not further distinguish the intensity of their use, e.g., by stocking rates.

Ecological Processes

The mentioned pathologic routine preparation also impedes the definition of a histoPET model due to missing information.

EJNMMI Physics

After excluding 20 women due to missing information on migraine, a total of 2922 women were included in our analysis.

The Journal of Headache and Pain

After excluding 363 women due to missing information from the electronic health record or failure to undergo their scheduled ablation, 5936 women were eligible for analysis.

Gynecological Surgery

Due to missing information of ability measures in most of the surveys, this setting corresponds to the best we can normally do.

Latin American Economic Review

To avoid sample size loss due to missing information about mother and nest identity, we fitted unique dummy values to each individual with a missing value.

Plosone

An additional 569 subjects were removed from the analyses due to missing information about the outcomes, predictors, or important covariates for a final sample size of 5,187.

Plosone

Expert writing Tips

Best practice

Ensure that the consequence of the missing information is clearly stated. Avoid vague statements; instead, explain how the absence of data affects the outcome or analysis.

Common error

Avoid using "due to missing information" without specifying which information is missing. For example, instead of saying "The study was limited due to missing information", state "The study was limited due to missing information on participant income levels."

Linguistic Context

The phrase "due to missing information" functions as an adverbial phrase or a causal connector. It explains the reason or cause for a particular outcome, limitation, or exclusion, indicating that the absence of data is the determining factor. Ludwig shows various examples of its usage in scientific and academic contexts.

Expression frequency: Very common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Encyclopedias

0%

Ludwig's WRAP-UP

In summary, "due to missing information" is a commonly used phrase, as evidenced by Ludwig, primarily functioning as a causal connector in formal and scientific writing. It explains limitations, exclusions, or inconclusive results arising from a lack of data. While grammatically correct, it is important to specify what information is missing for clarity. Alternatives like "owing to a lack of data" and "as a result of incomplete data" can be used for variety, but maintaining precision is key. The high frequency in scientific sources underscores its role in academic and research contexts.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

owing to a lack of data

This alternative uses "owing to" instead of "due to" and "lack of data" instead of "missing information", maintaining the causal relationship.

as a result of incomplete data

This phrase replaces "missing information" with "incomplete data" and uses "as a result of" to indicate causation.

because data were unavailable

This alternative uses a more direct construction, stating that data was not available instead of implying it was missing.

lacking sufficient information

This phrase uses "lacking" as a replacement for "due to missing", emphasizing the absence of sufficient details.

insufficient data prevented

This option uses "insufficient data" to highlight the lack of adequate information and directly states that it prevented a specific action or conclusion.

data limitations precluded

This alternative emphasizes that limitations in the data restricted certain possibilities.

the data set was incomplete

This phrase focuses on the state of the data itself, highlighting its incompleteness as the reason for a particular outcome.

unavailable details hindered

This option uses "unavailable details" and emphasizes that these details hindered progress or analysis.

the absence of required data

This alternative uses a more formal tone to express the lack of necessary data.

a deficit of necessary information

This phrase indicates a shortage of information crucial for analysis or decision-making.

FAQs

How can I rephrase "due to missing information" in a research paper?

You can use alternatives like "owing to a lack of data", "as a result of incomplete data", or "because data were unavailable" to maintain a formal tone.

Is it appropriate to start a sentence with "due to missing information"?

While grammatically correct, starting a sentence with "due to missing information" can sometimes sound awkward. Consider rephrasing the sentence to improve flow, such as "The analysis was limited because data were unavailable".

What's the difference between "due to missing information" and "due to lack of information"?

The phrases are very similar and often interchangeable. "Due to missing information" might slightly emphasize that the information was expected or should have been present, while "due to lack of information" simply states that the information was not available.

How does "due to missing information" affect data analysis?

"Due to missing information", data analysis may be incomplete or biased. Researchers often exclude cases with missing data, as shown in the examples, or employ statistical techniques to account for the missing values.