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
formulated based on
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "formulated based on" is perfectly correct and usable in written English.
It is typically used when one is describing the basis of a certain strategy, opinion, etc. For example, "Our safety protocols were formulated based on the latest government guidelines."
✓ 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
A positive control corn-soybean meal-based diet was formulated based on breeder's recommendations.
A gradient-based optimization problem is formulated, based on the evolution of the NURBS curves.
Science
A variational formulation of an extensible marine riser is formulated based on the work-energy principle.
Science
The problem will be formulated based on this optimization process.
Interview questions were formulated based on the obtained understanding.
Thermal efficiency is formulated based on its fundamental definition.
Science
The model is formulated based on the cohesive zone model.
Science
Empirical models were formulated based on multiple linear models.
The in- and exclusion criteria were formulated based on strict interpretation of the research question.
Routing was formulated, based on new metrics, as an optimal routing problem, needing a heuristic algorithm.
The objective function has been formulated based on the objectives of the case study.
Expert writing Tips
Best practice
When using "formulated based on", ensure the 'based on' part clearly references the specific information, theory, or data that the formulation relies upon for clarity and credibility.
Common error
Avoid using "formulated based on" without clearly specifying what the formulation is based on. Vague references can weaken your argument and leave readers questioning the validity of your claims.
Source & Trust
85%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "formulated based on" functions as a prepositional phrase that modifies a verb or noun. It indicates the foundation or rationale used in creating or developing something, as shown by Ludwig, such as a model, a strategy, or a plan.
Frequent in
Science
90%
Formal & Business
5%
News & Media
3%
Less common in
Encyclopedias
1%
Wiki
0.5%
Reference
0.5%
Ludwig's WRAP-UP
The phrase "formulated based on" is a grammatically correct and frequently used prepositional phrase, especially within scientific and formal contexts. As Ludwig AI confirms, it serves to clearly indicate the foundation or reasoning behind a concept, model, or strategy. To ensure clarity and credibility, always specify what the formulation is based on. While alternatives like "devised based on" or "established based on" exist, "formulated based on" implies a structured and deliberate process. This phrase is a valuable tool for providing context and justification in academic, technical, and professional writing.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
devised based on
Replaces "formulated" with "devised", which implies a more inventive or planned approach.
established based on
Replaces "formulated" with "established", suggesting a confirmed foundation for what was developed.
negotiated based on
Replaces "formulated" with "negotiated", suggesting an agreement or compromise was the foundation.
initiated based on
Replaces "formulated" with "initiated", suggesting a beginning step was derived from a foundation.
implemented based on
Replaces "formulated" with "implemented", shifting the focus to the practical application of an idea.
drafted based on
Replaces "formulated" with "drafted", implying a preliminary version was created from a base.
delineated based on
Replaces "formulated" with "delineated", suggesting a clear outlining or definition derived from a foundation.
anticipated based on
Replaces "formulated" with "anticipated", focusing on prediction as the basis.
educated based on
Replaces "formulated" with "educated", implying information was learned as the foundation.
attributed based on
Replaces "formulated" with "attributed", which indicates assigning a characteristic or cause.
FAQs
How can I use "formulated based on" in a sentence?
You can use "formulated based on" to explain the foundation or rationale behind something. For example, "The strategy was "formulated based on" market research and competitor analysis."
What are some alternatives to "formulated based on"?
Alternatives include "devised based on", "established based on", or "drafted based on", depending on the specific nuance you want to convey.
Is it better to say "based on" or "formulated based on"?
"Based on" is a more general term, while "formulated based on" implies a more structured and deliberate process of development. The choice depends on the context and the level of detail you want to provide.
What is the difference between "formulated based on" and "derived from"?
"Formulated based on" suggests a deliberate creation or construction using specific elements, while "derived from" implies obtaining or extracting something from a source. They both describe origins, but "formulated based on" emphasizes the process of creation.
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
85%
Authority and reliability
4.5/5
Expert rating
Real-world application tested