due to missing value

USAGE SUMMARY

The phrase "due to missing value" is correct and usable in written English.
It can be used in contexts where you are explaining a situation or condition that arises because of a lack of data or information. Example: "The analysis was inconclusive due to missing value in the dataset."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

5 human-written examples

Note. a N = 95 due to missing value.

BMC Nursing

The sample size decreased from 1527 to 1459 due to missing value of independent variables.

BMC Geriatrics

* = does not add up to 15 owing due to missing value Just as in other service oriented sectors, medical personnel satisfaction with laboratory service is of utmost important as a feedback for quality of laboratory services.

BMC Health Services Research

*p = 0.001 ** = does not add up to 196 owing due to missing value Table 3 shows that the proportion of laboratory technicians dissatisfied with the laboratory services in 15 sending laboratories varied from minimum of 13% in availability of equipment to 57% in timely results feed back from receiving laboratory.

BMC Health Services Research

For the analysis, patients were divided into subgroups according to denture status (one patient excluded due to missing value for denture status) - none or only fixed partial dentures (none/FPD; n = 68; 47%) and removable partial dentures or complete dentures (RPD/CD; n = 76; 53%) as well as according to median age (62 yr).

Health and Quality of Life Outcomes

Human-verified similar examples from authoritative sources

Similar Expressions

55 human-written examples

* Denominator varies due to missing values (between 0 and 10 missings per variable).

BMC Pregnancy and Childbirth

*Number varies due to missing values.

The Journal of Headache and Pain

This is due to missing values in the variable.

IZA Journal of Migration

The mean can deviate slightly from the normalized value due to missing values in other variables.

Latin American Economic Review

Observations vary due to missing values in the variables in addition to sample restriction.

IZA Journal of Migration

Secondly, in our dataset fewer observations have to be deleted due to missing values.

Health Economics Review

Expert writing Tips

Best practice

When reporting results, be specific about which variables have missing values and how this impacts the analysis. Transparency enhances credibility.

Common error

Avoid simply ignoring missing data. Omitting this information can lead to biased results or misinterpretations. Always acknowledge and, if possible, address the issue through appropriate methods like imputation.

Linguistic Context

The phrase "due to missing value" functions as a causal prepositional phrase. It connects a situation or result with the reason for its occurrence—the absence of a specific data point. As Ludwig AI confirms, this phrase is correct and usable in written English, especially in scientific contexts.

Expression frequency: Rare

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Encyclopedias

0%

Ludwig's WRAP-UP

In summary, "due to missing value" is a grammatically correct causal phrase predominantly used in formal and scientific writing to explain situations arising from a lack of data. As Ludwig AI confirms, its primary function is to provide a transparent and justifiable reason for deviations or limitations in research. While the phrase is correct, alternative expressions such as "owing to absent data" or "because of incomplete data" may offer more stylistic variety. It's important to acknowledge and address missing data appropriately to avoid bias and misinterpretations in research findings. Although Ludwig AI recognizes that there are limited examples of the expression, it has a strong preference for scientific contexts.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

due to the absence of data

This is a slightly more verbose version of the original, emphasizing the lack of data.

owing to absent data

Replaces 'missing value' with 'absent data', focusing on the data's absence.

because of incomplete data

Substitutes 'missing value' with 'incomplete data', highlighting the data's deficiency.

caused by the lack of data

Emphasizes the 'lack of data' as the direct cause, providing a slightly different structure.

attributable to data unavailability

Replaces the direct causal link with a more formal tone emphasizing data unavailability.

as a result of data paucity

Uses 'data paucity' instead of 'missing value', stressing the scarcity of data.

stemming from lack of information

Replaces 'missing value' with a broader 'lack of information', shifting the focus to information scarcity.

consequent to value nonexistence

Replaces 'missing' with 'nonexistence' for a more formal, technical nuance.

resulting from data voids

Uses 'data voids' as an alternative to 'missing value', pointing to gaps in the dataset.

on account of absent entries

This is a more formal expression that replaces 'missing value' with 'absent entries'.

FAQs

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

In a research paper, you could use more formal alternatives such as "owing to absent data", "because of incomplete data", or "attributable to data unavailability". These options maintain a professional tone while clearly indicating the reason for data omission.

What statistical methods can address issues "due to missing value"?

Several statistical methods can handle missing data, including imputation (replacing missing values with estimated ones), listwise deletion (removing cases with any missing data), and maximum likelihood estimation. The choice depends on the amount and pattern of missingness.

Is it acceptable to exclude data points "due to missing value" in a study?

Excluding data points solely "due to missing value" is acceptable only if the missing data is completely random and the exclusion doesn't introduce bias. However, it's crucial to report the number of excluded data points and justify the decision.

What's the difference between "due to missing value" and "because of missing data"?

While both phrases indicate causality related to data absence, "because of missing data" is slightly more informal than "due to missing value". The latter is often preferred in formal or scientific writing, but they are largely interchangeable.