due to data missing

USAGE SUMMARY

The phrase "due to data missing" is not correct in standard written English.
It should be phrased as "due to missing data" for clarity and grammatical accuracy. Example: "The report was delayed due to missing data from the last quarter."

⚠ May contain grammatical issues

Science

Human-verified examples from authoritative sources

Exact Expressions

6 human-written examples

Delay in design can occur due to data missing or the absence of experts.

Expert Systems with Applications

Descriptive statistics were collected on the 200 farmers in question although only 171 were used in the model due to data missing in the NAM section of the questionnaire.

Agricultural and Food Economics

This composite score was required due to data missing for most participants at some point during post-treatment.

HIV/AIDS - Research and Palliative Care

Due to data missing in any of the potential confounders, 3,253 of the 16,800 participants were excluded during model selection.

Environmental Health: A Global Access Science Source

M = medians, IQR = Interquartile range, a = statistical analysis not possible due to data missing, b = n is 2, np = not possible to calculate IQR.

Acta Veterinaria Scandinavica

There were also new cases enrolled (16), and a number (102) of cases could not be identified due to data missing from the medical records (incorrect address or phone number etc).

BMC Public Health

Human-verified similar examples from authoritative sources

Similar Expressions

54 human-written examples

Arrow, slash, *, and † represent alive, death due to cancer, data missing, and death due to other disease, respectively.

Cancer Medicine

Statistical analysis on body mass index (BMI) was not possible due to missing data (60/129 missing).

BMC Pregnancy and Childbirth

Of the codominant RAD marker class, 67 (13%) were excluded from further analysis due to missing data (≥ 15% missing data points).

BMC Genomics

To increase sample size (precision) and reduce bias due to missing data, we imputed missing covariates.

Environmental Health Perspectives

% totals not always 100% due to missing data n = 15 missing data.

BMC Health Services Research

Expert writing Tips

Best practice

Prefer using "due to missing data" over "due to data missing" for clearer and grammatically correct writing. Ensure that the noun "data" is directly modified by the adjective "missing".

Common error

Avoid placing "data" before "missing" in the phrase. The standard and more easily understood form is "missing data". Switching the order introduces ambiguity and grammatical awkwardness.

Linguistic Context

The phrase "due to data missing" functions as a causal connector, attempting to link a cause (missing data) with an effect. However, the word order is incorrect. Ludwig AI indicates that it should be phrased as "due to missing data".

Expression frequency: Uncommon

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Academia

0%

Ludwig's WRAP-UP

While the phrase "due to data missing" aims to establish a causal relationship stemming from absent data, it's considered grammatically incorrect. The correct phrasing is "due to missing data". As highlighted by Ludwig AI, the standard word order enhances clarity and grammatical accuracy. Predominantly found in scientific contexts, this phrase's intended purpose is to explain or provide reasons. For improved writing, opting for alternatives like "owing to missing data" or "because of missing data" is recommended. Prioritizing correct grammar ensures effective communication, particularly in formal and scientific registers.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

owing to missing data

Replaces "due to" with a synonym, maintaining the causal relationship and emphasizing missing information.

because of missing data

Substitutes "due to" with "because of", providing a more common and grammatically sound alternative.

as a result of missing data

Offers a slightly more formal alternative to "due to", indicating a consequence of the data's absence.

caused by missing data

Highlights the causal link, emphasizing that the missing data is the direct cause of something.

attributable to missing data

A more formal way to express that something can be linked or traced back to the absence of data.

on account of missing data

Presents a slightly less common but grammatically correct alternative to "due to".

data unavailability

Focuses on the state of the data being unavailable, rather than directly using a causal phrase.

lack of available data

Emphasizes the absence of data that can be used, shifting the focus to the data's availability.

insufficient data

Highlights that the amount of data is not adequate, which can lead to similar consequences.

data scarcity

Indicates a limited quantity of data, implying potential issues or consequences resulting from this limitation.

FAQs

What's the correct way to say something is affected by a lack of data?

The correct phrasing is "due to missing data". Other alternatives include "owing to missing data" or "because of missing data".

Is "due to data missing" grammatically correct?

No, "due to data missing" is not grammatically correct. The proper phrasing is "due to missing data". The adjective "missing" should directly modify the noun "data".

What are some alternatives to "due to"?

Alternatives to "due to" include "owing to", "because of", or "as a result of". For example, "as a result of missing data".

How does the phrase "due to missing data" affect research or analysis?

When "data is missing", it can lead to biased results, reduced statistical power, and inaccurate conclusions. Researchers often use imputation techniques to handle "missing data".