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
based on various assumptions
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "based on various assumptions" is correct and usable in written English.
You can use it when discussing conclusions, decisions, or analyses that rely on certain premises or beliefs that may not be proven. Example: "The project's success is based on various assumptions about market trends and consumer behavior."
✓ Grammatically correct
Science
News & Media
Academia
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
21 human-written examples
To help with such decision making, planners often use modeling tools that identify the best option based on various assumptions about the future.
The Thiele approximation is based on various assumptions, i.e. simplified geometry and isothermal conditions throughout the washcoat.
Science
The first-passage probabilities so obtained for type-D crossings based on various assumptions were approximated by the trapezoidal rule so that explicit expressions were obtained.
Dr Chipman said that, based on various assumptions, "North Korea's arsenal could be around four to eight nuclear weapons over the next year". The IISS assessment is that North Korea's ability to expand dramatically a nuclear weapons programme depends on how quickly it can complete a 50 megawatt reactor and a production-scale centrifuge enrichment plant.
News & Media
Calculations of lattice misfit based on various assumptions indicate that the formation of thin plates is less sensitive to small lattice distortion than initially believed, and also appears fairly insensitive to slight composition variations.
Science
In a July 8, 2004 presentation to the Special Committee, Goldman included both a revised standalone DCF analysis of Minera and a "Relative Discounted Cash Flow Analysis" in the form of matrices presenting the "indicative number" of Southern Peru shares that should be issued to acquire Minera based on various assumptions.
Academia
Human-verified similar examples from authoritative sources
Similar Expressions
39 human-written examples
For this reason, models based on various engineering assumptions have been created so that the numerical calculations may be performed on small personal computers.
Science
Power allocation schemes based on various CSI assumptions and approximations as well as the diversity gain for the limited-feedback network are presented in Section 3. Simulation results are presented in Section 4 and concluding remarks are given in Section 5. A schematic diagram of the wireless sensor network studied in this paper is shown in Figure 1.
Based on various efficiency assumptions, the study of Biberacher et al.
Science
A number of solutions to the BA problem based on various network model assumptions have been proposed.
This was based on several assumptions: 1.
Science
Expert writing Tips
Best practice
When using "based on various assumptions", clearly state the key assumptions being made to ensure transparency and allow readers to evaluate the validity of your conclusions.
Common error
Avoid presenting conclusions "based on various assumptions" as definitive or absolute truths. Acknowledge the inherent uncertainty and potential limitations arising from the assumptions.
Source & Trust
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "based on various assumptions" functions as an adjectival phrase, modifying a noun (often a conclusion, model, or analysis). It introduces a caveat, indicating that the subject is contingent upon certain unproven conditions as can be seen in Ludwig.
Frequent in
Science
62%
News & Media
25%
Academia
13%
Less common in
Formal & Business
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
The phrase "based on various assumptions" is a useful tool for qualifying statements and acknowledging the limitations of conclusions or models. As Ludwig AI confirms, it is grammatically correct and widely used across diverse contexts, including science, news, and academia. When using this phrase, it is crucial to clearly articulate the specific assumptions being made, thereby enhancing transparency and allowing readers to critically evaluate the presented information. While versatile, remember to acknowledge potential uncertainties rather than portraying conclusions as absolute truths.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
predicated on several assumptions
Changes the introductory verb to "predicated" and uses "several" instead of "various", implying a foundation built upon a set number of assumptions.
contingent on different assumptions
Replaces "based" with "contingent", indicating a dependency on varying assumptions.
dependent on diverse assumptions
Uses "dependent" to show reliance and "diverse" to highlight the variety of assumptions.
relying on multiple assumptions
Focuses on the act of relying, using "multiple" to suggest a quantity of assumptions.
subject to varying assumptions
Indicates that something is "subject to", implying that assumptions influence or control it.
assuming different preconditions
Shifts the focus to the act of assuming, highlighting the preconditions involved.
given several preconditions
Focuses on the existence of preconditions, implying a set of established conditions.
grounded in numerous assumptions
Emphasizes the grounding or foundation, using "numerous" to suggest a large quantity of assumptions.
subject to a range of assumptions
Uses "subject to" to indicate influence and "a range of" to suggest a spectrum of assumptions.
with differing underlying premises
Emphasizes the underlying premises, using "differing" to highlight variations between them.
FAQs
How can I use "based on various assumptions" in a sentence?
You can use "based on various assumptions" to introduce a conclusion or model that relies on specific, potentially unproven, conditions. For example, "The economic forecast is based on various assumptions about interest rates and consumer spending."
What are some alternatives to saying "based on various assumptions"?
Alternatives include "predicated on several assumptions", "contingent on different assumptions", or "relying on multiple assumptions".
Is it better to be specific or vague about the assumptions when using "based on various assumptions"?
While using the phrase "based on various assumptions" can be useful, it's generally better to be as specific as possible about the underlying assumptions to enhance transparency and credibility. This allows your audience to better evaluate your analysis.
What does it mean when something is "based on various assumptions"?
It means that the conclusion, analysis, or model in question is dependent on certain conditions or beliefs that may not be fully proven or universally accepted. The validity of the conclusion is therefore tied to the validity of those assumptions.
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