grouped based on

USAGE SUMMARY

The phrase "grouped based on" is correct and usable in written English.
It can be used when describing the categorization or organization of items, people, or data according to specific criteria or characteristics. Example: "The participants were grouped based on their age and experience levels to ensure a balanced discussion."

✓ Grammatically correct

Science

News & Media

Academia

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

(b) ROC plot shows the AUCs of features grouped based on their type.

Nature

Genotypes were grouped based on the similarity of their metabolite composition.

Nature

Over 600 occupations were grouped based on demand for similar skill sets, with over 4,600 diverse skills requested.

The Guardian

They are grouped based on a conserved set of distinct structural motifs.

Journal of Molecular Biology

In our proposal, relations are grouped based on their primary keys.

Science of Computer Programming

After that, raw data texts were grouped based on the interview questions and data was analyzed.

Procedia - Social and Behavioral Sciences

Sites were grouped based on pH level and pH change from winter baseflow to spring flood.

Science of The Total Environment

Genotypes are grouped based on presence or absence of genes.

AMB Express

METHODS: The patients were grouped based on the method of core cooling.

Duke University

Children were grouped based on whether they had a helmet on during the accident.

Duke University

An increasingly popular approach is faceted search, in which results are grouped based on various means of classification.

Forbes

Expert writing Tips

Best practice

When using "grouped based on", ensure that the criteria for grouping are clearly defined and consistently applied throughout your writing. This enhances clarity and avoids ambiguity.

Common error

Avoid shifting the criteria mid-way through your analysis. Once you've established the basis for grouping (e.g., age, location, type), stick to it. Switching criteria can confuse readers and weaken your argument.

Linguistic Context

The phrase "grouped based on" functions as a prepositional phrase that modifies a verb, indicating the criteria used for categorization. Ludwig AI provides several examples across diverse contexts, confirming its widespread usage.

Expression frequency: Very common

Frequent in

Science

79%

News & Media

13%

Academia

8%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, the phrase "grouped based on" is a grammatically correct and frequently used prepositional phrase that serves to categorize and organize information. As Ludwig AI confirms, it is commonly found in scientific, academic, and news contexts. When using this phrase, ensure clarity in defining the grouping criteria and maintaining consistency throughout your writing. Alternatives such as "categorized according to" or "sorted by" can be used for stylistic variation. By avoiding inconsistent grouping criteria, writers can enhance the clarity and effectiveness of their communication.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

categorized according to

This alternative replaces "grouped based on" with a more formal verb and preposition, emphasizing the method of categorization.

sorted by

This option focuses on the act of arranging items in a specific order based on a criterion.

classified by

This alternative suggests a more structured or scientific method of grouping.

arranged according to

Similar to "sorted by", this emphasizes the act of placing items in a specific order.

divided by

This option emphasizes the separation of items into distinct groups.

organized by

This focuses on the systematic arrangement of items based on shared characteristics.

sectioned according to

This option refers to dividing something into sections based on the stated criteria.

separated by

Similar to "divided by", this underscores the act of distinguishing items into different sets.

categorized under

This phrase implies a hierarchical categorization system where items fall under specific categories.

assorted by

This suggests a careful and deliberate arrangement of items into groups.

FAQs

How can I use "grouped based on" in a sentence?

Use "grouped based on" to describe how items, people, or data are categorized according to specific criteria or characteristics. For example, "The participants were "grouped based on" their age and experience levels".

What are some alternatives to "grouped based on"?

You can use alternatives such as "categorized according to", "sorted by", or "classified by" depending on the context.

Is it better to use "grouped by" or "grouped based on"?

"Grouped by" is a shorter and often more concise alternative, but ""grouped based on"" provides more emphasis on the criteria used for grouping.

What's the difference between "grouped based on" and "clustered based on"?

"Grouped based on" is a general term for categorization, while "clustered based on" often implies a statistical or algorithmic method of grouping data points with similar attributes.