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
realistic data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "realistic data" is correct and usable in written English.
You can use it when referring to data that accurately represents real-world conditions or scenarios. Example: "The research team presented realistic data that reflected the current market trends."
✓ Grammatically correct
Science
News & Media
Alternative expressions(4)
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
Real field studies, such as those being initiated this autumn in the UK will give more realistic data on this subject".
News & Media
It may just be that working with more realistic data made the model work better.This does not mean the question is settled.
News & Media
We want our approach can dealing well with realistic data.
The methodology was applied to synthetic and realistic data.
Science
The procedure is shown on realistic data from the literature.
Science
There's also a more realistic data set consisting of cases reported to the health clinic.
Science & Research
These rules produce more realistic data, as participants did not have to choose between unfamiliar scenarios.
To apply parameter tuning, realistic data about the simulated process is required.
Science
Thus, the future research study will focus on validating such models against benchmarked realistic data.
The consideration to this realistic data makes cell formation problem very complex and tedious.
To analyse our architecture with a more realistic data set, we used an actual terrorist scenario.
Science
Expert writing Tips
Best practice
When discussing simulations or models, ensure you validate them using "realistic data" to demonstrate their applicability to real-world scenarios.
Common error
Avoid using "realistic data" when you're actually referring to idealized or simplified data sets used for theoretical purposes. Ensure your data reflects the complexities of real-world scenarios if you claim it to be realistic.
Source & Trust
82%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "realistic data" functions primarily as a noun phrase, where the adjective "realistic" modifies the noun "data". It describes a specific quality of the data, emphasizing its authenticity and relevance to real-world conditions. As confirmed by Ludwig AI, it is a usable and correct english phrase.
Frequent in
Science
70%
News & Media
15%
Formal & Business
10%
Less common in
Encyclopedias
1%
Wiki
2%
Reference
2%
Ludwig's WRAP-UP
In summary, "realistic data" is a grammatically sound and frequently used phrase, particularly in scientific and journalistic contexts, to describe information accurately reflecting real-world conditions. Ludwig AI confirms its validity and common usage. Alternatives such as "practical data" and "accurate data" can be used depending on the nuance you want to convey. It's crucial to use this phrase when the data genuinely represents real scenarios and to avoid confusing it with idealized datasets. It is important to stress that you have to provide a degree of confidence in the validity and reliability of the underlying sources. In essence, using "realistic data" effectively requires a clear understanding of its context and implications.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
real-world data
This directly points to data originating from actual, observable events and scenarios.
accurate data
This signifies that the data is correct and free from errors.
practical data
This alternative emphasizes the usefulness and applicability of the data in real-world situations.
pragmatic data
This term highlights data that is sensible and aligns with real-world constraints and possibilities.
reliable data
This emphasizes the consistency and dependability of the data source and collection methods.
viable data
This option focuses on data that is capable of being successful or effective in a particular situation.
lifelike data
This alternative stresses the data's resemblance to real-world phenomena or entities.
authentic data
This highlights the genuineness and trustworthiness of the data, suggesting it is not fabricated or manipulated.
empirically sound data
This emphasizes that the data is based on observation or experiment rather than theory or pure logic.
representative data
This highlights that the data accurately reflects a larger population or phenomenon.
FAQs
How can I use "realistic data" in a sentence?
You can use "realistic data" to describe datasets that accurately represent real-world conditions. For example, "The simulation was validated using "realistic data" obtained from field studies."
What can I say instead of "realistic data"?
You can use alternatives like "practical data", "accurate data", or "real-world data" depending on the context.
What makes data "realistic"?
Data is considered "realistic" when it closely mirrors the conditions, variables, and complexities found in actual scenarios or systems, rather than being based on simplified assumptions or theoretical constructs.
Is there a difference between ""realistic data"" and "real data"?
"Real data" generally refers to data that has been directly observed or collected. "Realistic data" often implies that the data, whether real or simulated, accurately represents a real-world scenario with its inherent complexities and variations.
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
82%
Authority and reliability
4.5/5
Expert rating
Real-world application tested