Used and loved by millions
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
to data considerations
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "to data considerations" is not correct in standard written English.
It may be intended to refer to factors or aspects related to data, but it lacks clarity and proper grammatical structure. Example: "When making decisions, we must pay attention to data considerations to ensure accuracy."
⚠ May contain grammatical issues
Science
Academia
News & Media
Formal & Business
Alternative expressions(1)
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
1 human-written examples
We also map HTE methodological approaches to data considerations as well as the strengths and limitations of each approach.
Human-verified similar examples from authoritative sources
Similar Expressions
59 human-written examples
However, the application of SEM models is often complex in practice, and it requires both theory and data considerations to drive the decision-making in its development and validation.
Technical requirements, including confidential data considerations and accessibility.
Academia
There are three elements in data considerations: data requirement and planning, data collection and data applications.
Science
Essential elements in constructing intelligent campus: data considerations, procedural knowledge and system integration are discussed.
Science
In this section, we discuss some elements essential in constructing intelligent campus: data considerations, procedural knowledge and system integration.
Science
The essential elements in the development of intelligent campus include data considerations, procedural knowledge and system integrations.
Science
The strengths of this study are the use of contemporary UK specific data, consideration of substitution to other drinks, and estimation of differential effects by income.
Science
However, the existing cloud migration work focuses on the software components and gives minimal consideration to data.
Science
Existing analyses have used the PND without consideration to data biases.
Science
Thus, these schemes are not equipped to capture all the parameters related to the data under consideration and technology used to derive them.
Science
Expert writing Tips
Best practice
When discussing data, use precise language like "data analysis", "data evaluation", or "data-driven approach" to ensure clarity and professionalism.
Common error
Avoid using the phrase "to data considerations" as it's grammatically awkward. Instead, opt for clearer alternatives such as "regarding data factors" or "considering data characteristics".
Source & Trust
82%
Authority and reliability
2.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "to data considerations" functions as a prepositional phrase, attempting to link a preceding element with aspects related to data. However, as Ludwig AI indicates, it is not grammatically sound and lacks clarity.
Frequent in
Science
40%
Academia
30%
News & Media
15%
Less common in
Formal & Business
10%
Encyclopedias
2.5%
Wiki
2.5%
Ludwig's WRAP-UP
In summary, the phrase "to data considerations" is grammatically incorrect and rarely used. As Ludwig AI points out, it lacks clarity. Although it attempts to convey a relationship to data aspects, it's better to use more precise and grammatically sound alternatives such as "regarding data aspects", "concerning data factors", or "in relation to data". While its intended contexts might be formal or scientific, its awkwardness diminishes its effectiveness in professional writing. When aiming for clarity and precision, especially in academic or business environments, avoid this phrase in favor of more standard alternatives.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
considering data characteristics
Centers on the qualities or attributes of data that are taken into account.
regarding data aspects
Emphasizes specific features or properties of data being examined.
concerning data factors
Focuses on elements that influence or contribute to data characteristics.
in relation to data
Highlights the connection or association with data.
taking data into account
Focuses on including data as a relevant factor.
with data in mind
Highlights that decisions should be made in light of the available data.
data-driven approach
Focuses on making decision based on data analysis.
data analysis
This emphasizes the process of inspecting, cleaning, transforming and modeling data.
data evaluation
This alternative focuses on assessing the quality, reliability, and validity of data.
data assessment
Similar to "data evaluation", this highlights the systematic process of gathering and interpreting data.
FAQs
What are some alternatives to "to data considerations"?
Consider using more standard phrases such as "regarding data aspects", "concerning data factors", or "in relation to data" for improved clarity and grammatical correctness.
Is the phrase "to data considerations" grammatically correct?
No, the phrase "to data considerations" is not grammatically correct in standard English. It's better to use phrases like "regarding data aspects" or "concerning data factors".
How can I use "data considerations" in a sentence?
You can use "data considerations" with a more appropriate preposition. For example: "Important data considerations when conducting the study are..."
Why is "to data considerations" not recommended?
The phrase "to data considerations" is not recommended because it's grammatically awkward and not commonly used in formal writing. Opt for clearer and more precise language to improve readability.
Editing plus AI, all in one place.
Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
82%
Authority and reliability
2.8/5
Expert rating
Real-world application tested