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
depending on available data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "depending on available data" is correct and usable in written English.
You can use it when discussing conditions or outcomes that are contingent upon the data that is accessible or present. Example: "The project's success will vary depending on available data regarding market trends."
✓ Grammatically correct
Science
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
6 human-written examples
However, depending on available data and the procedures applied, there may be several credible classifications for a specific catchment.
Science
Denominators may vary slightly depending on available data.
Science
The precision of disease localization on chromosomes is highly variable depending on available data.
Science
Gestational age was taken from the provided NCHS variable; this variable combines multiple methods of gestational estimation depending on available data.
Correlations between pollutants were, for the most part, similar whether we used the subset of 32,137 children linked to all pollutants for all calculations or used different subsets, depending on available data, for each calculation.
At the general practitioner level, one could imagine a system in which an aggregate number of cases is periodically reported, with outcome details on a proportion of these cases, and which could be scaled up or down depending on available data collection resources.
Human-verified similar examples from authoritative sources
Similar Expressions
54 human-written examples
Tradeoffs between predictive skill, execution time, and set-up time are identified suggesting that the best method for a particular application will depend on available data, computing resources, time constraints, and the specific modeling objectives.
Science
It is managed by Jeff Sonas, an excellent statistician, who knows his work depends on available data.
News & Media
Rather, the choice of method depends on available data, the study setting and other factors [ 8].
Science
Modelling work largely depends on available data from experimental measurements, but material properties of some components in the cochlea are difficult or impossible to obtain, especially for humans.
To analyze the synteny between species, we utilized two different pipelines depending on available genomic data and their interrelations in public data sources.
Science
Expert writing Tips
Best practice
For maximum clarity, briefly outline the types of data that would influence different outcomes.
Common error
Avoid using "depending on available data" as a placeholder without specifying the types of data or their potential impact. Provide a concrete indication of what "available data" entails to prevent ambiguity.
Source & Trust
81%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "depending on available data" functions as a prepositional phrase that modifies a verb or clause. It introduces a condition that influences an outcome, method, or decision. As Ludwig AI points out, it shows that a thing changes based on what data is there to use.
Frequent in
Science
80%
News & Media
10%
Formal & Business
5%
Less common in
Encyclopedias
2%
Wiki
1%
Reference
2%
Ludwig's WRAP-UP
In summary, "depending on available data" is a prepositional phrase used to indicate contingency on the data at hand. Ludwig AI validates its grammatical correctness and usability in various contexts, particularly in scientific and formal domains. While it is not an extremely common phrase, its use is accurate and signals flexibility in methodologies or outcomes. Consider alternatives like "subject to data availability" for nuanced variations. Remember to provide context to what "available data" refers to for maximum clarity. Use the available information to tailor communications.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
subject to data availability
Focuses on the constraint imposed by the data, rather than the action taken because of it.
contingent on the data at hand
Emphasizes the immediate availability of the data influencing the situation.
as data permits
Highlights the permission or allowance granted by the data's presence.
based on data accessibility
Directly addresses the accessibility of the data as the determining factor.
conditional upon data access
Stresses the conditionality introduced by the ability to access the data.
in accordance with the data provided
Specifies that actions are aligned with the data that has been supplied.
depending on the data set
Focuses specifically on the dataset being the deciding factor.
reliant on the data obtainable
Highlights the reliance on the data that can be obtained.
determined by data accessibility
States that accessibility is the direct determinant.
subject to the information available
Highlights the subjection to the information being present.
FAQs
How can I use "depending on available data" in a sentence?
Use "depending on available data" to show that a decision, result, or method changes based on the data that is accessible. For example: "The analysis method will change "depending on available data"."
What are some alternatives to "depending on available data"?
You can use alternatives like "subject to data availability", "contingent on the data at hand", or "as data permits" depending on the context.
Is it better to use "depending on available data" or "based on available data"?
"Depending on available data" emphasizes that a decision or method will vary. "Based on available data" suggests a conclusion is drawn from the data. The best choice "depends on available data" and on the nuance you want to convey.
What does "depending on available data" imply about the research process?
It implies that the research process is flexible and adaptive, with methods and conclusions adjusted to reflect the data that is actually accessible and reliable. Method selection "depending on available data" ensures efficient research.
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
81%
Authority and reliability
4.1/5
Expert rating
Real-world application tested