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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 these data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "based on these data" is correct and usable in written English.
It is typically used to indicate that a conclusion or statement is derived from the information provided. Example: "Based on these data, we can conclude that the new marketing strategy has been effective in increasing sales."
✓ Grammatically correct
Science
News & Media
Academia
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
Based on these data, a phase diagram is built.
Science
Based on these data, the calculated N O ratios are 0.51 and 0.59, respectively.
Science & Research
Based on these data, the U.S. income tax system looks truly progressive.
News & Media
Based on these data, we reviewed the published studies.
But again, I'm giving you my honest opinion based on these data.
Academia
Based on these data, Yale and Flatiron School will determine plans for 2020.
Academia
Based on these data for this strain, were we exposed to anthrax, we would take ciprofloxacin or doxycycline, but not penicillin.
News & Media
Risk stratification based on these data can assist in the design of VTE prophylaxis guidelines for ESS patients.
Academia
Based on these data, events from flight grades 24, 66, 107, 214, and 255 are routinely discarded on-board.
Academia
Other figures based on these data appear in Creating More Effective Graphs.
News & Media
Based on these data, a randomized study of a larger group of patients is warranted.
Academia
Expert writing Tips
Best practice
When using "based on these data", ensure the data you're referring to is clearly identified and accessible to your audience. This enhances transparency and credibility.
Common error
Avoid assuming a causal relationship solely "based on these data". Correlation does not equal causation; further investigation may be required to establish causality.
Source & Trust
87%
Authority and reliability
4.6/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "based on these data" functions as a prepositional phrase, modifying a verb or clause to indicate the foundation or justification for a statement or conclusion. As Ludwig AI states, the phrase is typically used to indicate that a conclusion or statement is derived from the information provided.
Frequent in
Science
58%
Academia
22%
News & Media
20%
Less common in
Formal & Business
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, "based on these data" is a versatile phrase used to indicate that a statement or conclusion is derived from specific information. Ludwig AI confirms its correctness and common usage. It's most frequently found in scientific and academic contexts, lending credibility to arguments by grounding them in factual evidence. When using this phrase, ensure the data is clearly identified and that your conclusions are logically supported to maintain transparency and avoid misinterpretations. Alternatives such as "according to these data" or "drawing from these data" can add nuance depending on the desired emphasis.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
according to these data
Replaces "based on" with "according to", shifting the emphasis slightly to the source of the information.
drawing from these data
Uses "drawing from" to emphasize the act of extracting information from the data.
informed by these data
Indicates that the data has influenced or shaped a particular conclusion or decision.
using these data as a foundation
Highlights the data's role as a base or starting point for further analysis or conclusions.
relying on these data
Emphasizes the dependence on the data for accuracy and validity.
in light of these data
Suggests that the data provides context or clarification for a particular understanding.
given these data
Implies that the data is a pre-existing condition that influences subsequent statements.
with these data as a basis
Similar to "using these data as a foundation", but slightly more formal.
as these data suggest
Directly attributes a suggestion or implication to the data.
these data indicate that
Clearly states that the data points towards a specific conclusion or direction.
FAQs
How can I use "based on these data" in a sentence?
Use "based on these data" to introduce a conclusion, recommendation, or analysis that is directly supported by the information you're citing. For example, "Based on these data, we recommend increasing investment in renewable energy".
What are some alternatives to "based on these data"?
You can use alternatives like "according to these data", "drawing from these data", or "informed by these data" depending on the context.
Is it ever incorrect to use "based on these data"?
It's generally correct, but ensure the data truly supports your statement. Avoid using it if the connection is weak or speculative. The statement should have logical reasoning to support it. Also, consider using stronger verbs and sentence structuring to enhance readability and professionalism.
What is the difference between "based on these data" and "according to these data"?
"Based on these data" implies a conclusion or action derived from the data, whereas "according to these data" simply attributes information to the data source. The former suggests analysis, while the latter emphasizes sourcing.
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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
87%
Authority and reliability
4.6/5
Expert rating
Real-world application tested