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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
based on the data available
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "based on the data available" is correct and usable in written English.
It can be used when discussing conclusions, decisions, or analyses that rely on the data that is currently accessible. Example: "The recommendations provided in this report are based on the data available from the last quarter's performance metrics."
✓ Grammatically correct
Science
News & Media
Alternative expressions(20)
considering the data available
based on the evidence available
based on the data at hand
considering the evidence
given the data
taking into account what we know
due to data available
due to data unavailability
in light of the data available
given the available data
according to information available
based on available information
considering the facts presented
with this data at hand
in light of the data
with the information available
with the information we have
had
considering what we currently know
as information permits
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
60 human-written examples
Rather it means that, based on the data available from one variable, one may be able to make predictions about the ranking of observations in the other.
Science
However, in the absence of field data, they are the best educated guess one can make based on the data available so far.
Science
This study used a nationwide, population-based, case control study design based on the data available from the National Health Insurance Research Database NHIRDD) in Taiwan.
Science
Based on the data available, one input variable was used in the analysis: number of health workers, which in the case of HPs are auxiliary nurses.
Science
Table 4 is prepared based on the data available on different water-based DF types to compare the proposed grass drilling fluid.
Science
Leadership should be about making the best decisions based on the data available, even on emotive issues such as fluoridation and vaccination.
News & Media
Based on the data available, this most recent report suggests that the number of "justifiable" police killings has not increased since 1976, averaging 373 a year, despite a growth in both the population and the number of police officers.
News & Media
There's just whatever the site spits out at a given moment in time, based on the data available and an algorithm that's been in continuous development for several years.
News & Media
Such suggestions are perhaps rather too fanciful based on the data available right now, but are much more plausible now than even last year and that's a marked step towards understanding their real distribution.
News & Media
The previous four sales of shell casings dating to 2010, based on the data available on Tuesday, were to scrap metal companies in New York State.
News & Media
Thus, based on the data available to date, it is not possible to ascertain a TDI.
Science
Expert writing Tips
Best practice
When using "based on the data available", ensure that the data source is clearly identified and reliable. This adds credibility to your analysis or conclusion.
Common error
Avoid making definitive statements that go beyond what the "based on the data available" truly supports. Acknowledge the limitations of the data and the potential for future findings to alter the conclusion.
Source & Trust
82%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "based on the data available" functions as a prepositional phrase that modifies a statement or conclusion, indicating the informational foundation for that statement. Ludwig AI affirms its usability in written English.
Frequent in
Science
57%
News & Media
30%
Wiki
2%
Less common in
Formal & Business
9%
Reference
0%
Social Media
0%
Ludwig's WRAP-UP
In summary, "based on the data available" is a frequently used prepositional phrase to ground a statement or decision in existing information. As Ludwig AI confirms, this phrase is grammatically correct and appropriate for a variety of contexts, particularly in science and news. To enhance clarity and credibility, always ensure the data source is reliable and avoid overstating conclusions beyond what the data supports. When a more formal tone is needed, consider alternatives like "on the basis of the data available". This careful usage ensures your analysis remains both transparent and persuasive.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
according to the available data
Replaces "based on" with "according to", focusing on the data as the source of information.
given the data at hand
Emphasizes the immediacy and limitations of the data being used.
using the data available
Focuses on the action of utilizing the data for analysis or decision-making.
with the data available
Indicates the data is a tool used in the analysis or process.
in light of the available data
Suggests the data sheds light on the situation or conclusion.
from the available data
Highlights the data as the origin of the information or insight.
drawing from the data at hand
Implies a more active process of extracting information from the data.
considering the data available
Emphasizes the act of taking the data into account.
on the basis of the data available
Introduces a more formal tone, indicating the data serves as the foundation.
relying on the data available
Highlights the dependence on the data for forming conclusions.
FAQs
How can I use "based on the data available" in a sentence?
You can use "based on the data available" to introduce a conclusion or decision that is supported by the information currently accessible. For example: "Based on the data available, we project a 15% increase in sales next quarter."
What is a formal alternative to "based on the data available"?
A more formal alternative would be "on the basis of the data available". This phrasing is suitable for academic or professional contexts where a higher degree of formality is expected.
Which is correct, "based on the data available" or "based off the data available"?
"Based on the data available" is the correct and widely accepted form. "Based off" is generally considered less formal and is not recommended in formal writing.
What's the difference between "according to the available data" and "based on the data available"?
Both phrases are quite similar, but "according to the available data" may suggest a slightly stronger reliance on the data as a direct source of information, while "based on the data available" implies a more interpretative analysis.
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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
82%
Authority and reliability
4.5/5
Expert rating
Real-world application tested