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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 analysis of
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase 'based on the analysis of' is a perfectly valid phrase in written English.
It can be used to indicate that something, such as an opinion or conclusion, is based on some sort of data or evidence that has been analyzed. For example, "Based on the analysis of the survey data, we believe that the majority of our customers are satisfied."
✓ Grammatically correct
Science
News & Media
Formal & Business
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
However, these were based on the analysis of just 58 children in only one study.
Based on the analysis of individual devices, we investigate scaling-based performance variations of various interconnect (IC) technology options36.
Science & Research
Based on the analysis of these genetic traits, how accurate is the 3D facial model produced by the computer?
News & Media
"Implementing a currency trading strategy based on the analysis of macroeconomic fundamentals was challenging [even] for John Maynard Keynes".
News & Media
The lectures are based on the analysis of the work being presented.
This paper is based on the analysis of soil properties.
Science
The sulfur isotopic evolution of Phanerozoic seawater based on the analysis of structurally substituted sulfate in carbonates.
Science & Research
Recent studies suggest that CTCs and cfDNA may uncover similar SSNVs based on the analysis of subsets of genes8,9.
Science & Research
But nearly all this research was based on the analysis of government insurance programs, especially Medicare, the program for the elderly.
News & Media
Based on the analysis of Sect.
It is based on the analysis of consecutive brushstroke layers.
Expert writing Tips
Best practice
When using "based on the analysis of", ensure the analysis itself is clearly defined or referenced. This provides context and strengthens the validity of your statement.
Common error
Avoid stating something is "based on the analysis of" without specifying what was analyzed. For instance, instead of saying "Based on the analysis of the data, we concluded...", specify "Based on the analysis of the survey data, we concluded...".
Source & Trust
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "based on the analysis of" functions as a prepositional phrase that modifies a noun or clause, indicating the foundation or justification for a statement or conclusion. As Ludwig highlights, it's used to show that an assertion stems from analytical reasoning.
Frequent in
Science
65%
News & Media
18%
Formal & Business
17%
Less common in
Academia
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, "based on the analysis of" is a prepositional phrase used to lend credibility to statements by indicating they are grounded in a systematic examination of data. As Ludwig confirms, it is grammatically sound and frequently appears in scientific, news, and formal business contexts. For enhanced clarity, always specify the subject of the analysis. Alternatives such as "informed by" or "derived from" can provide nuanced variations, but it is important to know that "based on the analysis of" remains a robust and widely accepted choice.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
drawing from the examination of
Replaces "analysis" with "examination" and uses "drawing from" to indicate derivation, altering the tone slightly.
stemming from an assessment of
Substitutes "analysis" with "assessment" and employs "stemming from" to convey origin, introducing a more formal register.
informed by a review of
Replaces "analysis" with "review" and uses "informed by" to suggest influence, shifting the emphasis to guidance rather than strict deduction.
concluding from the study of
Emphasizes the conclusion drawn from a study, rather than the analytical process itself.
ascertained through scrutinizing
Highlights the detailed and careful nature of the examination leading to a certainty, making it a bit more intensive.
deduced from an inspection of
Stresses the logical deduction made after a close inspection, changing the focus to the result of observation.
determined via the evaluation of
Focuses on the determination reached through a process of evaluation, adding a sense of finality.
derived from an investigation into
Highlights the derivation from an investigative process, shifting focus to the process of finding out.
in light of the interpretation of
Suggests that understanding comes from interpreting something, emphasizing subjective understanding.
on the strength of the appraisal of
Emphasizes the reliability of the appraisal supporting a conclusion, indicating confidence.
FAQs
How can I use "based on the analysis of" in a sentence?
You can use "based on the analysis of" to introduce a conclusion or a statement that is supported by an examination of data or information. For example, "Based on the analysis of the market trends, we project a 15% increase in sales".
What are some alternatives to "based on the analysis of"?
Alternatives include phrases like "informed by", "derived from", or "stemming from", depending on the nuance you want to convey.
Is there a difference between "based on the analysis of" and "based on the data from"?
"Based on the data from" simply indicates the source, while "based on the analysis of" implies that the data has been examined and interpreted to reach a conclusion. The latter suggests a more in-depth process.
When is it appropriate to use "based on the analysis of" in writing?
It is appropriate to use "based on the analysis of" when you are presenting findings that result from a deliberate and systematic examination of information, especially in academic, scientific, or professional contexts.
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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
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested