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
appropriate data for
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "appropriate data for" is correct and usable in written English.
You can use it when discussing data that is suitable or relevant for a specific purpose or context. Example: "In order to conduct a thorough analysis, we need to gather appropriate data for our research project."
✓ Grammatically correct
Science
Academia
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
41 human-written examples
Most watersheds in the developing world lack appropriate data for hydrological studies.
This review discusses the availability of appropriate data for modeling these processes, analyzes the different models available and their capabilities.
L. 95 396, § 23(1), required regulations to take into account differences in environmental risk and appropriate data for evaluating such risk between agricultural and nonagricultural pesticides.
Academia
However, it can be difficult to access appropriate data for modelling purposes due to a small number of buildings, parameters not distributed normally, lumped information, etc.
Science
This trend in the data is discussed and considered in the context of selecting the appropriate data for relevant multi-scale modelling.
Science
One of the biggest challenges for studying gradual change will be the lack of appropriate data for validating results and products.
Human-verified similar examples from authoritative sources
Similar Expressions
19 human-written examples
Dose-response functions were identified for each appropriate data set for the four infectious microbes.
Science
By employing appropriate data structures for ℰ and ℒ one obtains an efficient algorithm for segment intersection.
Science
Once data is ingested, the platform infers the schema by suggesting appropriate data types for each feature.
News & Media
However, the standard does not specify how to select an appropriate data rate for current conditions to optimize performance.
The selection of an appropriate data source for PD costs is an important consideration.
Science
Expert writing Tips
Best practice
Clearly define the criteria for "appropriate data for" your specific use case to avoid ambiguity and ensure the data aligns with your objectives.
Common error
Ensure the "appropriate data for" your analysis is not skewed by biases. Always evaluate the data collection process for potential sources of bias, such as sampling methods or data interpretation.
Source & Trust
85%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "appropriate data for" functions as an adjective phrase modifying the noun "data", indicating that the data is suitable or relevant for a specific purpose or context. Ludwig AI confirms its correctness and usability.
Frequent in
Science
78%
Academia
10%
News & Media
6%
Less common in
Formal & Business
3%
Encyclopedias
1%
Reference
1%
Ludwig's WRAP-UP
The phrase "appropriate data for" is a common and grammatically sound expression used to specify data that is suitable or relevant for a particular purpose. According to Ludwig, it's a perfectly acceptable term. It finds frequent use in scientific research, academic writing, and news reporting, highlighting the importance of selecting the right data for a given task. When using this phrase, consider alternatives like "suitable data for" or "relevant data for". Remember to avoid data biases to ensure your analysis is objective and reliable.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
suitable data for
Replaces "appropriate" with "suitable", emphasizing the fitness of the data for a particular purpose.
relevant data for
Substitutes "appropriate" with "relevant", highlighting the pertinence of the data to the matter at hand.
pertinent data for
Similar to "relevant data for", but with a slightly more formal tone.
applicable data for
Focuses on the data's applicability or usability in a specific context.
fitting data for
Emphasizes that the data is a good match or fit for the intended purpose.
accurate data for
Highlights the importance of data accuracy for a particular application.
valid data for
Focuses on the data's validity and reliability in a given situation.
qualified data for
Indicates that the data meets the necessary qualifications or standards.
correct data for
Implies that the data is free from errors and suitable for use.
exact data for
Underscores the precision and accuracy of the data for a specific task.
FAQs
How do I determine if data is "appropriate data for" my research?
Consider the data's relevance to your research question, its source, methodology, and potential biases. Ensure it aligns with your objectives and meets the necessary quality standards.
What are some alternatives to saying "appropriate data for"?
You can use alternatives such as "suitable data for", "relevant data for", or "pertinent data for" depending on the context.
What makes data "appropriate data for" a specific model?
The data should align with the model's assumptions, cover the necessary variables, and be of sufficient quality and quantity to produce reliable results. The data's scale and distribution are also important.
What should I do if I can't find "appropriate data for" my analysis?
Consider expanding your search criteria, exploring alternative data sources, or adjusting your research question to better align with available data. You may also need to collect new data if existing sources are inadequate.
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