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
minimal prior
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "minimal prior" is correct and usable in written English.
It can be used in contexts where you want to refer to a very limited or small amount of prior knowledge or experience regarding a subject. Example: "The study was conducted with participants who had minimal prior exposure to the topic, ensuring unbiased results."
✓ Grammatically correct
Science
News & Media
Formal & Business
Alternative expressions(1)
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
37 human-written examples
"Many of these individuals had minimal prior securities investing experience," Mr. Miller said.
News & Media
The researchers claim that the software can "learn to read real documents and answer complex questions with minimal prior knowledge of language structure".
News & Media
The notion was largely inspired by epidemiological studies showing that women were more likely to develop preeclampsia during a first pregnancy (requiring minimal prior exposure to a partner's semen).
News & Media
Pharmaceutical companies used to be able to sell drugs with minimal prior testing, but that changed after a drug called Thalidomide, given in the 1950s to pregnant women for morning sickness, was found to cause severe birth defects the public outcry helped push the medical field to take a precautionary approach to introducing new drugs.
News & Media
For patients with minimal prior anthracycline exposure, the risk of cardiac dysfunction was 1%.
Science
There are minimal prior assumptions on input-output relations in DMUs.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
23 human-written examples
Our method is referred to as minimal MRI prior JR (MP-JR).
Science
The technology offers a means of generating carbon dioxide rich flue gas requiring minimal treatment prior to sequestration or beneficial application.
Science
Both LAV strains persisted up to 16 weeks in the spleens or lungs of vaccinated mice, while eliciting minimal pathology prior to challenge.
Science
A second key finding of our study is that, with minimal instruction prior to the activity - a reading assignment and approximately 4 minutes devoted to a clicker question - introductory biology students are able to successfully tackle challenging questions about trees.
Cells were sedimented and resuspended twice in NCE minimal medium prior to plating.
Science
Expert writing Tips
Best practice
In technical writing, "minimal prior" can emphasize that a method requires very few assumptions or prerequisites, making it more accessible or robust.
Common error
Avoid using "minimal prior" when you actually mean "no prior". "Minimal" indicates some knowledge, however small, whereas "no prior" indicates a complete absence of previous knowledge or experience.
Source & Trust
83%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "minimal prior" functions as a pre-modifying adjective to describe the extent of something that existed before, typically knowledge, experience, or exposure. It indicates that whatever existed before was very limited. As Ludwig AI suggests, it is grammatically correct.
Frequent in
Science
60%
News & Media
20%
Formal & Business
10%
Less common in
Academia
5%
Encyclopedias
2%
Wiki
3%
Ludwig's WRAP-UP
In summary, the phrase "minimal prior" is used to indicate a very limited amount of existing knowledge, experience, or exposure. Ludwig AI confirms its grammatical correctness and usability across various writing styles, although it is most common in scientific, academic, and professional settings. When writing, remember that "minimal prior" implies some previous experience, unlike "no prior". Related phrases, such as ""limited previous"" and ""slight prior"", can offer alternative ways to express a similar idea with slight semantic nuances. As Ludwig shows, use "minimal prior" to clearly and precisely describe baseline qualifications or set expectations, especially in formal contexts.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
limited previous
Focuses on the restriction of what came before.
slight prior
Emphasizes the small amount of previous knowledge.
little prior
Highlights the scarcity of prior knowledge.
meager prior
Stresses the inadequacy of prior knowledge or experience.
basic preliminary
Suggests an elementary level of preparation.
rudimentary preceding
Implies a fundamental and underdeveloped prior base.
introductory former
Describes something that is at a beginner's level.
initial background
Refers to the starting knowledge on a specific subject.
early grounding
Focuses on a superficial knowledge acquired at the start.
superficial pre-existing
Highlights the fact that the previous experience was shallow.
FAQs
How can I use "minimal prior" in a sentence?
You can use "minimal prior" to describe a lack of prior knowledge or experience. For example: "The participants had "minimal prior" experience with the software."
What's a good alternative to "minimal prior"?
Alternatives include "limited previous", "slight prior", or "little prior" depending on the context.
Is it better to say "minimal prior knowledge" or "no prior knowledge"?
The choice depends on the context. "Minimal prior knowledge" means there was some, but very little, existing knowledge. "No prior knowledge" means there was absolutely none.
In what contexts is "minimal prior" commonly used?
"Minimal prior" is frequently used in academic, scientific, and technical writing to describe the background knowledge of study participants or the assumptions required for a particular method.
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
4.1/5
Expert rating
Real-world application tested