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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.
Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
due to lacking data
Grammar usage guide and real-world examplesUSAGE SUMMARY
"due to lacking data" is a correct and usable part of a sentence in written English.
It suggests that the speaker/writer does not have sufficient information to reach a conclusion. You could use it in a sentence such as: "The researcher was unable to reach a final conclusion on the study due to lacking data."
✓ Grammatically correct
Science
News & Media
Academia
Alternative expressions(20)
due to insufficient data
owing to a scarcity of data
because of inadequate data
due to a paucity of data
data limitations precluded
due to the absence of data
limited data availability
due to missing data
due to remaining data
due to lacking measurements
due to no data
due to lacking evidence
due to poor data
due to fewer data
due to low data
due to less data
due to deficient data
due to unavailable data
due to inadequate data
because of insufficient data
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
4 human-written examples
Due to lacking data, we were not able to perform sensitivity analyses on alcohol consumption, family history of cancer or physical activity.
Science
It is also possible that some duplicates were misidentified as singletons due to lacking data from one ohnolog or extensive divergence between ohnologs.
Science
The element of irrigation water requirement dedicated to salt leaching is not estimated and thus not included in estimations proposed in this study due to lacking data regarding salinization which is highly contextual.
However, it is hard to make a decision that the immediately stone-free rate can be increased and the operative time can be shorten compared to micro-PCNL due to lacking data in this study.
Human-verified similar examples from authoritative sources
Similar Expressions
56 human-written examples
Due to lack of data or incorrect data collection, 21 herds were excluded.
Other countries are excluded from the world risk index due to lack of data.
News & Media
Attribution can sometimes be hard to prove, either for methodological reasons of complexity or due to lack of data.
News & Media
There are no forecasts on household or family level in Sweden, mostly due to lack of data.
Academia
Moreover, probabilistic descriptions of uncertain model parameters are not always available due to lack of data.
However, the actual t 1 might be shorter than three weeks due to lack of data points between week 1 and 3.
Science & Research
But while such innovations sound nice, it's not likely to happen due to lack of data organization options.
News & Media
Expert writing Tips
Best practice
When using "due to lacking data", clearly state what specific analysis or conclusion was affected by the lack of data. This provides context and transparency.
Common error
Avoid exaggerating the consequences of lacking data. Instead of claiming a complete inability to proceed, acknowledge the limitations and suggest alternative approaches or future research directions.
Source & Trust
78%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "due to lacking data" functions as an adverbial phrase of reason, explaining why something could not be done or why a certain outcome occurred. It modifies a clause by providing the reason or cause for the action or state described in that clause. Ludwig AI confirms its usability.
Frequent in
Science
60%
News & Media
20%
Academia
20%
Less common in
Formal & Business
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, "due to lacking data" is a grammatically sound phrase used to express limitations or provide explanations when information is scarce. Although Ludwig AI validates its correctness, keep in mind that it is less common than "due to lack of data". Its primary function is to justify or clarify decisions, and it finds its niche predominantly in formal and scientific contexts. When you use the phrase "due to lacking data", ensure you emphasize the specific impact of the data deficit, but avoid exaggerating the consequences. The sources where the examples are taken confirm the correctness of this expression.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
due to insufficient data
Replaces "lacking" with "insufficient", emphasizing the inadequacy of the data.
owing to a scarcity of data
Uses "owing to" for "due to" and highlights the "scarcity" of data, adding a touch of formality.
because of inadequate data
Substitutes "lacking" with "inadequate", stressing that the data is not good enough.
due to a paucity of data
Employs "paucity" to denote a small quantity of data, lending a more formal tone.
data limitations precluded
Expresses the idea by stating data limitations "precluded" something, resulting in a more concise rephrasing.
due to the absence of data
Replaces "lacking" with "absence", directly stating that data is missing.
the data was not available
A simpler, more direct way of saying that data could not be used because it didn't exist or wasn't accessible.
limited data availability
Focuses on the "availability" of data being limited, providing a slightly different emphasis.
data constraints hindered
Indicates that "data constraints" actively "hindered" progress or analysis.
incomplete datasets prevented
Highlights that "incomplete datasets" directly "prevented" further action or conclusion.
FAQs
What can I say instead of "due to lacking data"?
You can use alternatives like "due to insufficient data", "owing to a scarcity of data", or "because of inadequate data" depending on the context.
Is "due to lacking data" grammatically correct?
Yes, "due to lacking data" is grammatically correct. It's a valid way to express that a situation or conclusion is affected by the absence of sufficient information.
How does "due to lacking data" differ from "due to lack of data"?
While both phrases convey a similar meaning, "due to lack of data" is more common and often considered more formal. "Due to lacking data" is also correct and understandable, but it's used less frequently.
In what contexts is "due to lacking data" most appropriate?
"Due to lacking data" is suitable in scientific reports, research papers, or any situation where you need to explain a limitation caused by insufficient information. It is most frequently used in science and related fields.
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
78%
Authority and reliability
4.1/5
Expert rating
Real-world application tested