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
a diverse set of data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "a diverse set of data" is correct and usable in written English.
It can be used when referring to a collection of data that includes a variety of different types or categories. Example: "In our research, we analyzed a diverse set of data to ensure comprehensive results."
✓ Grammatically correct
Science
News & Media
Academia
Alternative expressions(3)
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
6 human-written examples
This approach, having many names (hyperdimensional computing, vector symbolic architectures, etc). provides a conceptually simple framework for encoding and reasoning about a diverse set of data structures.
A number of techniques ranging from creation of an oath similar to the Hippocratic Oath that doctor's pledge to a conscious effort to use a diverse set of data much more representative of the society has been proposed and is being evaluated.
By drawing from a diverse set of data, brands can ethically develop an assistant that resonates with a diverse audience of consumers.
News & Media
The appeal of Zephyr Health's platform compared to others bringing Big Data tools to life sciences, like the recently-funded ClearDATA for example, is that it combines NoSQL databases, machine-learning algorithms and data visualization to help life sciences companies more quickly gain insight a diverse set of data sources.
News & Media
Phylogenetic methods were applied to 2 representative Tennessee 2012 Ae. triseriatus mosquito strains, along with the Tennessee 2012 human sequence and a diverse set of data from GenBank.
Science
These features (described in Methods) comprise a diverse set of data including promoter sequence composition, gene expression measurements, phylogenetic conservation of sequence elements, over-representation of promoter sequences, promoter melting temperature, and others.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
54 human-written examples
With voice assistants, information and access to a diverse set of consumer data will play a vital role in combating potential biases.
News & Media
The virtual sensor is trained on a diverse set of image data, using features extracted from grey level images.
Here, we review a diverse set of modern data concerning musical, linguistic, and other action processing, finding them largely consistent with an updated neuroanatomical version of Lashley's hypotheses.
A data scientist who has the ability to work with and extract value from a large, diverse set of data scattered across your organization and beyond.
News & Media
The next step of this analysis has been to incorporate a more diverse set of data including expression studies which should allow the models to perform better for some regulators.
Science
Expert writing Tips
Best practice
When describing research methodology, specify the types of data included in "a diverse set of data" to provide clarity and context for the reader. For example, instead of just saying "a diverse set of data", consider elaborating: "a diverse set of data, including demographic information, survey responses, and behavioral metrics".
Common error
Avoid using "a diverse set of data" as a vague descriptor. Ensure that the data truly represents diversity in a meaningful way. If the dataset lacks genuine variety, a more accurate term like "large dataset" or "extensive data" might be more appropriate.
Source & Trust
87%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "a diverse set of data" functions as an adjective phrase modifying the noun "data". It describes the characteristics of the data being referenced. According to Ludwig, the phrase is correct and usable in written English.
Frequent in
Science
40%
News & Media
30%
Academia
30%
Less common in
Formal & Business
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, "a diverse set of data" is a grammatically sound and frequently used phrase that effectively describes a collection of data with varied characteristics. As Ludwig AI confirms, the phrase is correct and usable in written English. Its application spans across multiple domains, including science, news, and academia. When employing this phrase, clarity is key; specifying the types of data included will enhance the reader's understanding. While versatile, it's crucial to ensure the data truly represents diversity to avoid overgeneralization and maintain accuracy.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
a varied data collection
Focuses on the variety within the data, emphasizing that it's not all the same.
a wide range of data
Highlights the breadth and extent of the data included.
a heterogeneous data set
Emphasizes the differences and dissimilarities within the data.
a multifaceted data pool
Suggests that the data has many different aspects and is rich in information.
a comprehensive data array
Implies that the data is complete and covers all relevant areas.
a diverse range of information
Replaces "data" with "information", changing the emphasis slightly.
a spectrum of data points
Uses a more visual metaphor, highlighting the distribution of data.
an assortment of data types
Focuses on the different types of data included.
a mixed bag of data
A more informal way to express the diversity of the data.
a broad selection of data
Emphasizes the act of choosing from a larger pool of data.
FAQs
How can I use "a diverse set of data" in a sentence?
You can use "a diverse set of data" to describe a collection of information that includes a variety of different types or sources. For example, "The analysis was based on "a diverse set of data", including surveys, interviews, and observational studies".
What are some alternatives to saying "a diverse set of data"?
Alternatives include "a varied data collection", "a wide range of data", or "a heterogeneous data set", depending on the specific nuance you want to convey.
Is it better to say "a diverse set of data" or "a diverse data set"?
Both phrases are acceptable, but "a diverse set of data" emphasizes that you are referring to a collection comprising various elements. "A diverse dataset" is also correct, emphasizing the variety within the complete set.
What does it mean for data to be 'diverse'?
When data is described as 'diverse', it means it encompasses a range of different characteristics, categories, or sources. This variety is often considered valuable because it can lead to more robust and generalizable findings.
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
87%
Authority and reliability
4.5/5
Expert rating
Real-world application tested