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
based on literature data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase 'based on literature data' is correct and usable in written English.
You can use it when you want to refer to information or evidence that has been published in academic or literary works. For example, "This analysis is based on literature data from several published papers on the topic."
✓ Grammatically correct
Science
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
One example based on literature data and one original application to the study of prognostic factors in primary retroperitoneal soft tissue sarcomas are presented.
The values for the surface area (cm/g) and density (g/L) of the microcarrier-based technology assumed in the case study were based on literature data.
The dose of NTG was chosen based on literature data [14] and preliminary tests.
Concentration of AgNPs solution was based on literature data and in vitro cytotoxic assays (unpublished data).
Science
In accordance with the expectations based on literature data an irreversible strong chemisorption was found.
Science
Even if hybrid tumours were misdiagnosed as oncocytomas, there is no evidence of aggressive behaviour based on literature data.
Science
Life cycle carbon footprint of BEV is reviewed based on literature data with emphasis on lithium-ion batteries.
The NPs synthesis was carried out at pH 11 in the wide composition range based on literature data.
Science
It is based on literature data on thermo-physical properties and reaction data from previous work of our group.
First, the properties of Nafion membranes are reviewed and summarized based on literature data for PEM electrolysis conditions.
Kinematics and kinetics acting at the replaced ankle joint were defined based on literature data and gait analysis.
Science
Expert writing Tips
Best practice
When using "based on literature data", clearly cite the specific sources to maintain academic integrity and allow readers to verify the information.
Common error
Do not use "based on literature data" without providing specific citations or references. Vague references undermine credibility and make it difficult for readers to assess the validity of your claims.
Source & Trust
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "based on literature data" functions as a prepositional phrase, modifying a statement or claim by indicating its evidentiary basis. Ludwig AI shows it's frequently used to substantiate arguments and findings with support from academic and scientific sources.
Frequent in
Science
100%
Less common in
News & Media
0%
Formal & Business
0%
Encyclopedias
0%
Ludwig's WRAP-UP
In summary, "based on literature data" is a prepositional phrase used to validate claims with evidence from existing research. Ludwig AI confirms its grammatical correctness and prevalence in scientific and academic writing. When using this phrase, it is crucial to provide specific citations to maintain credibility and avoid vague references. Alternatives like "according to published studies" and "as evidenced by prior research" can add variety to your writing. Remember to prioritize clear and precise communication to ensure your message is accurately conveyed.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
according to published studies
Replaces "based on literature data" with a more direct reference to published research.
as evidenced by prior research
Highlights the evidence aspect, focusing on what the literature demonstrates.
drawing from existing literature
Emphasizes the act of using information from the body of literature.
informed by the literature
Implies that the literature has guided or influenced the current work.
in light of previous findings
Focuses on the context of understanding new information related to existing knowledge.
using data from published works
Specifically mentions the use of data extracted from published sources.
following established research
Indicates adherence to methodologies or conclusions from previous work.
reviewing relevant literature
Highlights the process of reviewing to reach a conclusion or understanding.
supported by existing scholarship
Refers to broader academic or scholarly support for a statement or conclusion.
derived from bibliographic sources
Indicates a formal origin of information, often used in academic context.
FAQs
How can I use "based on literature data" in a sentence?
You can use "based on literature data" to introduce information or conclusions that are supported by existing research. For example, "The model's parameters were established "according to published studies", resulting in the creation of "a robust representation of the system."
What are some alternatives to "based on literature data"?
Alternatives include "according to published studies", "as evidenced by prior research", and "drawing from existing literature". The best choice depends on the specific context and emphasis you want to convey.
Is it necessary to provide citations when using the phrase "based on literature data"?
Yes, it's essential to provide citations when using "based on literature data". Citing your sources gives credit to the original authors, enhances the credibility of your work, and enables readers to verify your claims. Failing to cite sources can be considered plagiarism.
What is the difference between "based on literature data" and "based on personal experience"?
"Based on literature data" implies that information is derived from published research and academic sources, providing objective evidence. "Based on personal experience" relies on individual observations and insights, which can be subjective and less generalizable.
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
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested