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
necessitate further refinement
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "necessitate further refinement" is correct and usable in written English.
It can be used when discussing the need for additional improvements or adjustments to a process, idea, or product. Example: "The initial results were promising, but they necessitate further refinement to meet our quality standards."
✓ Grammatically correct
Science
News & Media
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
2 human-written examples
The unused reactions in Table 1 show the incompleteness of the E.coli TRN model and necessitate further refinement.
Science
32 A result less than 0.7 will necessitate further refinement of categories until a higher level of agreement is achieved.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
54 human-written examples
The study indicates that the pre-test necessitates further refinement and improvement on the contents, for it to be used as indicator to the diploma students' performance in the engineering mathematics course.
This heightened exchange between storyteller and consumer necessitates further exploration and refinement, fueling ideation and creation of content, be it user-generated or studio-produced.
News & Media
Further refinement came about through applications of modern accounting methods.
Encyclopedias
Seventeenth-century dramatic music saw further refinement of song style.
Encyclopedias
Four years ago, dealers introduced a further refinement of heroin known here as crack.
News & Media
A company official says the state was warned that the list needed further refinement.
News & Media
It is a further refinement of this director's gifts for body horror and satire.
News & Media
This will necessitate further in-depth analyses.
Science
Our study suggests a further refinement.
Expert writing Tips
Best practice
When using "necessitate further refinement", ensure the context clearly indicates what requires improvement. Be specific about the area needing attention to avoid ambiguity.
Common error
While "necessitate further refinement" is grammatically sound, avoid using it in excessively informal contexts. Opt for simpler phrases like "needs more work" or "requires tweaking" to maintain a natural tone.
Source & Trust
78%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "necessitate further refinement" functions as a statement indicating a requirement for additional improvement or adjustment. Ludwig AI confirms its proper usage in contexts where something is deemed incomplete or not yet satisfactory, as evidenced by the provided examples.
Frequent in
Science
60%
News & Media
20%
Formal & Business
20%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
The phrase "necessitate further refinement" is a grammatically correct expression used to indicate a need for additional improvement. Ludwig AI analysis confirms its suitability for formal and scientific contexts, although it appears less frequently in everyday conversation. While effective in conveying the necessity for further work, alternative phrases such as "require additional improvement" or "demand further adjustments" may offer nuanced variations in tone and emphasis. When employing this phrase, ensure clarity regarding what specifically requires refinement to maintain precision in communication.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
require additional improvement
Replaces "necessitate" with "require" and "refinement" with "improvement", offering a slightly less formal tone.
demand further adjustments
Substitutes "necessitate" with "demand" and "refinement" with "adjustments", suggesting a stronger need for change.
call for further enhancement
Replaces "necessitate" with "call for" and "refinement" with "enhancement", implying a proactive approach to improvement.
require additional fine-tuning
Uses the term "fine-tuning" instead of "refinement", implying small, precise adjustments are needed.
entail further optimization
Replaces "necessitate" with "entail" and "refinement" with "optimization", suitable in technical contexts.
warrant additional tweaking
Uses more informal terms like "warrant" instead of "necessitate" and "tweaking" instead of "refinement".
make further polishing necessary
Changes the structure to emphasize necessity using "make...necessary" and replaces "refinement" with "polishing".
lead to additional modifications
Uses "lead to" instead of "necessitate" and replaces "refinement" with "modifications", broadening the scope of changes.
give rise to further honing
Replaces "necessitate" with "give rise to" and "refinement" with "honing", suggesting a sharpening or perfecting process.
be in need of further calibration
Changes the structure to a passive form and replaces "refinement" with "calibration", often used in technical or scientific contexts.
FAQs
How can I use "necessitate further refinement" in a sentence?
You can use "necessitate further refinement" to indicate that something requires additional improvement or adjustment. For example, "The initial prototype showed promise, but testing revealed that it "necessitates further refinement" to meet user expectations."
What are some alternatives to "necessitate further refinement"?
Alternatives include "require additional improvement", "demand further adjustments", or "call for further enhancement", depending on the specific nuance you wish to convey.
When is it appropriate to use "necessitate further refinement"?
It is suitable in formal and professional contexts, such as academic papers, business reports, and technical documentation. In more casual settings, simpler phrases may be more appropriate.
Is "necessitate further refinement" formal or informal?
"Necessitate further refinement" leans towards the formal side. Simpler alternatives like "needs more work" or "requires tweaking" are more appropriate for informal communication.
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
78%
Authority and reliability
4.1/5
Expert rating
Real-world application tested