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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
ease of interpretability
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "ease of interpretability" is correct and usable in written English.
It can be used when discussing how easily something can be understood or interpreted, often in contexts like data analysis, machine learning, or communication. Example: "The model was chosen for its ease of interpretability, allowing users to understand the decision-making process behind its predictions."
✓ Grammatically correct
Science
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
10 human-written examples
The concept of "worst pain," as assessed by item 3 of the BPI-sf, was explored in several sections of the cognitive interview and in relation to the assessment of the ease of interpretability and usability of the electronic version of the BPI-sf.
However, for ease of interpretability and visualization, we discuss the results of the analysis using only the maximum intensity probe per gene.
Science
In all of the correlation tables, we report correlations with the Torrance total score for ease of interpretability.
Science
The optimal method should balance validity, ease of interpretability for readers, and analysis expertise of the research team.
The major advantage of C&RT is its ease of interpretability – it reflects how many decisions are made.
Science
For ease of interpretability, in addition to ORs and 95% confidence intervals (CI), we present risks calculated from multivariable-adjusted predicted prevalences for representative subgroups.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
50 human-written examples
The methods are compared with respect to accuracy, efficiency, ease-of-use, robustness, and interpretability.
Science
Due to ease of use and interpretability, most spatial studies use fixed neighbourhoods.
Science
However, these methods do provide some important advantages over the nonparametric alternatives, such as estimation of population parameters, adjustment for covariates, and ease of use and interpretability.
Science
Advantages of using MPR measure include the ease of calculation and interpretability [ 23].
These five categories were later reduced to three for ease of analysis and interpretability.
Science
Expert writing Tips
Best practice
When using "ease of interpretability", ensure that you are specifically addressing how easily a concept or result can be understood by a particular audience. Tailor your language to match their level of expertise.
Common error
Avoid claiming something has "ease of interpretability" without providing specific examples or evidence of why it is easy to understand. Always provide context or explanations to support your claim.
Source & Trust
76%
Authority and reliability
4.3/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "ease of interpretability" functions as a noun phrase that describes a quality or characteristic. It is often used to evaluate the effectiveness of a method, model, or representation in terms of how easily it can be understood. As Ludwig AI points out, this is deemed grammatically correct and frequently used.
Frequent in
Science
70%
Formal & Business
15%
News & Media
5%
Less common in
Encyclopedias
3%
Wiki
3%
Social Media
1%
Ludwig's WRAP-UP
The phrase "ease of interpretability" refers to how readily something can be understood or interpreted. Ludwig AI confirms it is grammatically correct and usable in written English, particularly in contexts like data analysis and machine learning. While not extremely common, its frequency is notable in scientific and formal settings. When using the phrase, it's essential to provide context and avoid overstating the interpretability without evidence. Alternatives such as "clarity of interpretation" and "simplicity of understanding" can be used to add nuance. Emphasizing the reasons why something is easily understood enhances the overall clarity and impact of your writing.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
ease of comprehension
Mirrors the original phrase but replaces "interpretability" with "comprehension".
simplicity of understanding
Focuses on the simplicity aspect, emphasizing straightforward comprehension.
clarity of interpretation
Highlights the clarity aspect, indicating how clearly something can be interpreted.
straightforwardness of understanding
Emphasizes the straightforward nature of the understanding process.
understandability
A more concise term that refers to the quality of being easily understood.
accessibility of interpretation
Focuses on how accessible the interpretation is to a broad audience.
transparency of meaning
Emphasizes the transparency, suggesting the meaning is clear and easily seen.
legibility of analysis
Highlights how readable and understandable the analysis is.
comprehensibility
A formal term indicating the capacity to be understood fully.
lucidity of explanation
Focuses on the lucidity of the explanation, indicating clarity and easy understanding.
FAQs
How can I improve the "ease of interpretability" of my data analysis?
Simplify your visualizations, use clear and concise language, and provide thorough explanations of your methods. Consider using "simplicity of understanding" as a guide.
What is the difference between "ease of interpretability" and "understandability"?
"Ease of interpretability" focuses on how readily something can be interpreted or understood, while "understandability" refers to the quality of being easily understood in general. The former often implies a process of making sense of something, while the latter suggests inherent clarity.
In what contexts is "ease of interpretability" most important?
It is particularly important in scientific research, data analysis, and machine learning, where complex information needs to be communicated clearly to a diverse audience. Consider also in legal contexts and medical reporting.
Are there alternatives to using the phrase "ease of interpretability"?
Yes, you can use phrases like "clarity of interpretation", "simplicity of understanding", or "accessibility of interpretation", depending on the specific nuance you want to convey.
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
76%
Authority and reliability
4.3/5
Expert rating
Real-world application tested