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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
more nuanced data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "more nuanced data" is a correct and usable phrase in written English.
You can use it to refer to data that is complex, with more details or dimensions than expected, or data that provides a more thorough analysis or understanding of a subject. For example, "We used more nuanced data to get an in-depth look at global markets trends in 2019."
✓ Grammatically correct
Science
News & Media
Academia
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
12 human-written examples
But the Standards & Poor's 500 stock index provides a more nuanced data set.
News & Media
Drawing on richer and more nuanced data, the authors compare the interpretations based on aggregate demographic patterns with studies of individual actions in local populations.
Indeed, they suggest that we need much more nuanced data about how professional men and women navigate their family and career decisions and how their lives unfold if we are to understand the impact that family responsibilities have on both women's and men's careers.
News & Media
However, the survey's more nuanced data and line of questioning around specific forms of regulation offer detailed insight into how the regulatory backdrop and operating environment for European tech may ultimately evolve.
News & Media
The product, called Travel Emails, is also part of the startup's move to collect more nuanced data on your travel behaviors so that it can target flights, awards and promotions more effectively.
News & Media
I realize that most folks don't know the site actually does offer reviewers additional options — we don't just have to pick "Fresh" or "Rotten," we can also add star ratings or a point-ratings to each film, and the site provides that to users so you can look at more nuanced data for the film's average scores and average star ratings.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
48 human-written examples
By explicitly helping students develop such a broad framework before moving to more nuanced, data-driven details, instructors may be able to accelerate their students' progression toward expert-like knowledge structures.
Science
28 When qualitative interviews are not possible due to scale and resources, free-text data can complement quantitative analysis 29 as well as providing a more nuanced type of data closer to that provided in patient narrative accounts.
Science
The field is in the midst of shifting to a more nuanced consideration of data and reporting of results based on confidence intervals and effect sizes.
News & Media
With the more nuanced occupant behavior data, Cedeño Laurent and Samuelson can develop and test a framework to assess a building's performance on indoor environmental quality as well as energy use, metrics that tend to be evaluated separately today to the detriment of the green building movement.
Academia
Controversy concerning the link of suicides of cotton farmers to increased Bt cotton adoption is widespread in the literature (see text), but a more nuanced approach requires data on other potential contributing variables.
Expert writing Tips
Best practice
When presenting research findings, use "more nuanced data" to underscore the depth and complexity of your analysis. For example, "By incorporating qualitative interviews, the study generated "more nuanced data" on patient experiences."
Common error
Avoid using "more nuanced data" simply to suggest novelty. Ensure your analysis genuinely reveals deeper insights or complexities not captured by previous data. Clearly articulate these added dimensions to justify the claim.
Source & Trust
84%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "more nuanced data" functions as a noun phrase, where the adjective 'nuanced' modifies the noun 'data'. It describes a specific type of data characterized by its complexity and depth. Ludwig's examples show this phrase used to describe data providing deeper insights.
Frequent in
Science
40%
News & Media
40%
Academia
20%
Less common in
Formal & Business
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, "more nuanced data" describes data that offers a deeper and more complex understanding compared to simpler alternatives. As Ludwig AI confirms, this phrase is grammatically correct and suitable for academic, scientific, and news contexts. While not exceedingly common, its usage effectively communicates the richness and depth of information being presented. When using this phrase, ensure that your analysis genuinely benefits from this added complexity to effectively justify its deployment. Alternatives include "more detailed data" and "more comprehensive data", which may suit different contexts.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
data with greater nuance
Rephrases to emphasize nuance as a quality of the data.
more detailed data
Focuses on the level of detail within the data.
more refined data
Emphasizes the degree to which the data has been processed and improved.
more comprehensive data
Highlights the completeness and scope of the data.
more granular data
Indicates data at a finer level of detail.
more insightful data
Focuses on the capacity of the data to provide deeper understanding.
more sophisticated data
Suggests a higher degree of complexity and analytical depth in the data.
more elaborate data
Implies the data is presented with more explanation.
more sensitive data
Highlights the delicate or confidential nature of the data.
more precise data
Focuses on the accuracy and exactness of the data.
FAQs
How can I effectively use "more nuanced data" in a sentence?
Use "more nuanced data" to emphasize that your analysis considers complexities and subtleties. For example, "The study employed "more nuanced data", leading to a deeper understanding of the phenomenon."
What are some alternatives to "more nuanced data"?
You can use alternatives like "more detailed data", "more refined data", or "more comprehensive data" depending on the context.
When is it appropriate to use the term "more nuanced data"?
It's appropriate when your data provides a deeper, more complex understanding compared to previous analyses or simpler datasets. Ensure your claims are supported by the data's specific attributes.
What does it mean for data to be described as "more nuanced"?
It means the data captures subtle variations, complexities, or contextual factors that a simpler dataset would miss. This allows for a richer, more insightful analysis.
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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
84%
Authority and reliability
4.1/5
Expert rating
Real-world application tested