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
proof of efficacy
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "proof of efficacy" is correct and usable in written English.
It is typically used in contexts related to research, medicine, or product effectiveness to indicate evidence that demonstrates the effectiveness of a treatment or intervention. Example: "The clinical trial provided compelling proof of efficacy for the new medication in treating the disease."
✓ 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
58 human-written examples
To be fair to all involved, it might not be a bad idea to raise the bar for scientific proof of efficacy and safety for not only energy drinks but also herbs and supplements.
News & Media
The drug they wanted had to be easy to take, relatively cheap, easily mass-produced and with some proof of efficacy against Ebola.
News & Media
In 1962, the food and drug act was overhauled: safety testing was made more rigorous, and proof of efficacy was also required for the first time.
News & Media
So how do you get it through a trial that requires proof of efficacy — especially if you don't yet know what the right keys for the two remaining locks are?
News & Media
"We don't have any proof of efficacy," said the lead author, Dr. Bruno Vellas, a professor of medicine at the University of Toulouse.
News & Media
The company issued a news release on July 25 proclaiming that the vaccine had "demonstrated proof of efficacy" in the trial, with details to be published in a medical journal.
News & Media
"We set out to look for a signal, not formal proof of efficacy".
Science & Research
Overall, the Cochrane review concludes that the drug lacks proof of efficacy [15].
Thus, in contrast to synthetic drugs, each herbal compound needs independent RCT's for proof of efficacy.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
2 human-written examples
As a proof-of-efficacy, Rec2 serotype was used to deliver Cre recombinase to adipose tissues of insulin receptor floxed animals.
Unlike myriad dietary regimens with limited or inconsistent proof-of-efficacy, a ketogenic diet offers recognized and established clinical benefits [13].
Science
Expert writing Tips
Best practice
Clearly distinguish between 'evidence of efficacy' and "proof of efficacy"; the latter implies a higher standard of certainty and rigorous testing.
Common error
Avoid using "proof of efficacy" when only preliminary data or anecdotal evidence is available. Prematurely claiming efficacy can mislead readers and damage credibility.
Source & Trust
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "proof of efficacy" functions as a noun phrase typically serving as the subject or object of a sentence. It refers to the demonstration or evidence that something, such as a treatment or intervention, is effective or produces the desired result. As Ludwig AI pointed out, the phrase is correct.
Frequent in
Science
65%
News & Media
20%
Formal & Business
15%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, the phrase "proof of efficacy" is a commonly used and grammatically correct term, primarily found in scientific and medical contexts to denote solid evidence that a treatment or intervention is effective. As seen in Ludwig's examples, its function is to assert or demonstrate the effectiveness of something, typically in a formal or professional setting. When using this phrase, remember to provide quantifiable data and distinguish it from "evidence of efficacy", which implies a lower standard of certainty. Some alternatives include "demonstrated efficacy" and "confirmed effectiveness". Ludwig AI confirms the proper usage of this phrase.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
evidence of effectiveness
Focuses on the 'evidence' aspect rather than a definitive 'proof'.
demonstrated efficacy
Highlights that the efficacy has been actively shown or displayed.
confirmed effectiveness
Emphasizes that the effectiveness has been verified or validated.
validation of efficacy
Refers to the process of establishing the efficacy's soundness.
substantiated effectiveness
Indicates that the effectiveness is supported by strong evidence.
efficacy demonstration
Shifts the focus to the act of demonstrating efficacy.
verification of effectiveness
Emphasizes the process of confirming the effectiveness.
efficacy confirmation
Focuses on the act of confirming efficacy.
clinical validation
Specifically highlights validation within a clinical context.
positive results
A general term indicating favorable outcomes, lacking the scientific rigor of "proof of efficacy".
FAQs
How is "proof of efficacy" typically established in clinical trials?
In clinical trials, "proof of efficacy" is generally established through rigorous, controlled studies comparing the treatment group to a placebo or standard treatment. Statistical significance in primary endpoints is essential to demonstrate that the treatment's effects are not due to chance.
What's the difference between "proof of efficacy" and "evidence of efficacy"?
"Proof of efficacy" suggests a higher level of certainty, typically supported by robust data from well-designed studies. "Evidence of efficacy", on the other hand, may refer to preliminary or suggestive findings that warrant further investigation.
What are some alternatives to using the phrase "proof of efficacy"?
Depending on the context, you can use alternatives like "demonstrated efficacy", "confirmed effectiveness", or "validated effectiveness". The choice depends on the strength of the evidence and the desired emphasis.
Why is "proof of efficacy" important in the development of new drugs?
"Proof of efficacy" is critical for regulatory approval of new drugs. It demonstrates that the drug has a measurable and beneficial effect on the target condition, justifying its use in patients and ensuring that its benefits outweigh potential risks.
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