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
study based on modelling
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "study based on modelling" is correct and usable in written English.
It can be used when referring to a research study that utilizes modeling techniques or approaches as part of its methodology. Example: "The study based on modelling provides valuable insights into the effects of climate change on local ecosystems."
✓ Grammatically correct
Science
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 similar examples from authoritative sources
Similar Expressions
60 human-written examples
Andersen et al. (2009) presented a study based on model-assisted estimation where the biomass of western Kenai, Alaska, was estimated based on samples of field and laser scanner data.
Science
In summary, the findings of our study, based on modeling of the natural course of MDS, indicate that a delayed transplantation strategy is advisable for patients with early disease, that is, those with low IPSS and very low or low WPSS risk.
Although much remains to be done to characterize the new strain further, this study, based on models including estimates close to recently published data, shows that a multi-wave pandemic with a large attack rate is possible and may be curtailed using different immunization strategies.
Science
To explain that generalist journals publish more studies based on modelling than soil ecology journals, it could be simply argued that, by definition, generalist journals with high IF publish studies addressed to a wider readership than specialized journals and that modelling help obtaining general arguments that are likely to attract a wide readership.
Science
We found temperatures over a PV plant were regularly 3 4 °C warmer than wildlands at night, which is in direct contrast to other studies based on models that suggested that PV systems should decrease ambient temperatures.
Science & Research
We thus suggest that journals specialized in soil ecology should publish more studies based on models that apply to soil systems.
Science
This is also true for economic studies based on models.
Science
Pharmacoeconomic studies, based on modeling of data, mainly from large efficacy trials, support the cost-effectiveness of micafungin, mainly by reducing hospital length-of-stay.
Science
Studies based on model organisms also fall within the scope of the Journal, provided that the results presented are evidently and directly relevant to human diseases.
Science
Recent studies, based on model species, which test the more rapid time scale of response to environment such as temperature, light, and presence of pathogens or pheromones [ 38- 40] have demonstrated an important role for protein phosphorylation.
Science
Study findings based on modelling rather than actual patient data.
Science
Expert writing Tips
Best practice
When writing about studies, be specific about the type of modelling used (e.g. statistical, computational, mathematical) to provide clarity.
Common error
Avoid using the phrase "study based on modelling" without specifying the specific type of model or the data used. Providing context enhances the credibility and informativeness of your writing.
Source & Trust
79%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "study based on modelling" functions as a descriptive phrase, indicating the methodology employed in a research study. It specifies that the study's conclusions are derived from creating and analyzing models. The lack of direct examples, as indicated by Ludwig AI, suggests its usage may be less frequent or more nuanced.
Frequent in
Science
0%
News & Media
0%
Formal & Business
0%
Less common in
Science
0%
News & Media
0%
Formal & Business
0%
Ludwig's WRAP-UP
In summary, the phrase "study based on modelling" serves to describe research that utilizes models as a primary methodology. Although no exact examples were found, according to Ludwig AI, the phrase is grammatically correct and typically used in formal and scientific contexts. When using this phrase, specificity regarding the type of modelling employed is crucial for clarity. Consider using alternatives such as "modeling-based study" or "study using models" for variety and precise communication.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
modeling-based study
Uses a compound adjective to describe the study, emphasizing the role of modeling.
study using models
Focuses on the tool used (models) rather than the process (modelling).
research based on simulation
Replaces "modelling" with "simulation", implying a specific type of modelling.
study that employs modelling
Uses a more formal verb ("employs") to describe the use of modelling.
investigation relying on modelling
Substitutes "study" with "investigation" and "based on" with "relying on".
analysis grounded in modelling
Replaces "study" with "analysis" and "based on" with "grounded in", suggesting a firm foundation in modelling.
a modelling approach in a study
Reorders the phrase to emphasize the modelling approach.
computational study
Implies the modelling is done via computer simulation.
theoretical study using modelling
Adds the "theoretical" adjective, specifying that the study is based on theoretical modelling.
study applying modelling techniques
Specifies the methods being applied in the study.
FAQs
How can I use "study based on modelling" in a sentence?
You might say, "The "study based on modelling" reveals a strong correlation between habitat loss and species decline".
What's a good alternative to "study based on modelling"?
Consider using phrases like "modeling-based study", "study using models", or "research based on simulation" for variety.
Is it better to say "study based on modelling" or "study using models"?
Both are correct, but ""study based on modelling"" emphasizes the methodology, while "study using models" highlights the tools employed.
What does it mean when a study is "based on modelling"?
It indicates that the study's findings and conclusions are derived from the creation and analysis of models, which are representations of real-world systems or phenomena.
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
79%
Authority and reliability
4.1/5
Expert rating
Real-world application tested