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 analysis
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "appropriate analysis" is correct and usable in written English.
It can be used when referring to an analysis that is suitable or fitting for a particular context or situation. Example: "In order to make informed decisions, we must conduct an appropriate analysis of the data collected."
✓ Grammatically correct
Science
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
60 human-written examples
The appropriate analysis, it seems, is a political riff on Bayes's theorem.
News & Media
For such a dichotomous outcome, the logit model is the most appropriate analysis tool.
Science
However, none of these methods was able to provide an appropriate analysis.
Pour point, viscosities, flash point and viscosity index were also determined by appropriate analysis [34].
Texture property of this image can be quantified by the LBP operators through appropriate analysis.
These analyses are efficient for this family and the appropriate analysis is fully efficient.
An appropriate analysis of the possible effects exerted by the experimental setup is thus mandatory.
Science
Microarray based studies require clear objectives for selecting cases and appropriate analysis methods.
The ratio (40 60, v/v), acetonitrile: water gave complete resolution between the eluted peaks with appropriate analysis time.
Science
In binary systems such as GaN nanorods, clear identification of exciton localization with an appropriate analysis has rarely been reported.
Science
Comparisons among groups were done by appropriate analysis of variance and post hoc test as indicated in each figure legend.
Expert writing Tips
Best practice
When using "appropriate analysis", ensure that you can justify why that particular method is the most suitable for the data and research question at hand. Briefly explain your reasoning to strengthen your argument.
Common error
Avoid stating that you've conducted an "appropriate analysis" without specifying the methods used or why they were chosen. Always provide sufficient detail to demonstrate the rigor and relevance of your analytical approach.
Source & Trust
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "appropriate analysis" primarily functions as a noun phrase where "appropriate" modifies the noun "analysis". It indicates that the analysis is suitable or fitting for a particular context, method, or data set, as evidenced by Ludwig's examples.
Frequent in
Science
85%
News & Media
8%
Formal & Business
4%
Less common in
Wiki
2%
Encyclopedias
1%
Reference
0%
Ludwig's WRAP-UP
The phrase "appropriate analysis" is a common and grammatically correct term used to describe an analysis that is suitable and fitting for a given context. Ludwig's AI confirms its usability, and numerous examples from scientific and news sources demonstrate its widespread application. When using this phrase, it's essential to provide specifics about the methods employed and the reasoning behind their selection to avoid vagueness and ensure the rigor of your work. Consider alternatives like "suitable analysis" or "relevant analysis" to add variety to your writing.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
suitable analysis
Replaces "appropriate" with "suitable", indicating an analysis that fits the requirements.
fitting analysis
Uses "fitting" instead of "appropriate", suggesting the analysis is well-matched to the context.
relevant analysis
Substitutes "appropriate" with "relevant", highlighting the pertinence of the analysis to the subject matter.
proper analysis
Employs "proper" in place of "appropriate", conveying that the analysis is correct and adheres to standards.
correct analysis
Replaces "appropriate" with "correct", emphasizing the accuracy and validity of the analysis.
accurate analysis
Uses "accurate" instead of "appropriate", underlining the precision of the analysis.
precise analysis
Substitutes "appropriate" with "precise", highlighting the exactness of the analysis.
apt analysis
Employs "apt" in place of "appropriate", suggesting the analysis is particularly well-suited or fitting.
pertinent analysis
Replaces "appropriate" with "pertinent", indicating the analysis is directly and significantly related to the matter at hand.
applicable analysis
Uses "applicable" instead of "appropriate", conveying that the analysis is readily and effectively applied to the situation.
FAQs
How do I choose the most "appropriate analysis" for my data?
Selecting the most "appropriate analysis" depends on the type of data you have, the research question you're trying to answer, and the assumptions of the statistical tests. Consider consulting with a statistician to ensure you're making the right choice.
What are some alternatives to saying "appropriate analysis"?
You can use alternatives like "suitable analysis", "relevant analysis", or "proper analysis" depending on the specific context.
Why is it important to conduct an "appropriate analysis"?
Conducting an "appropriate analysis" ensures that your results are valid, reliable, and meaningful. Using the wrong analytical method can lead to incorrect conclusions and flawed interpretations.
What happens if I don't perform an "appropriate analysis"?
If you don't perform an "appropriate analysis", you risk drawing inaccurate conclusions from your data. This can undermine the credibility of your research and lead to poor decision-making. It's crucial to ensure your analytical methods align with your data and research goals.
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