categorized according to

USAGE SUMMARY

"categorized according to" is correct and usable in written English.
You can use it when you want to express the idea of grouping items into categories according to some standard. For example, "This list of books is categorized according to genre."

✓ Grammatically correct

Science

News & Media

Academia

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

For categorical variables, they were categorized according to tertile distributions.

BMC Nephrology

Nonlinear problems can be categorized according to several properties.

Britannica

Patients' FISH results were categorized according to the Döhner hierarchy32.

Nature

Various devices are categorized according to the working mechanisms.

Light Robotics: Structure-Mediated Nanobiophotonics

Commoners were categorized according to their hereditary occupations: farmer, craftsman, merchant or fisherman.

The New York Times - Arts

Below is list of operational ODR providers, categorized according to their countries/regions of origin.

Harvard University

Q-method statements are deductively categorized according to four accessibility components of the conceptual framework.

Journal of Transport Geography

Targets were further categorized according to mean log2 expression (measured in RPKM).

Nature

(b) SNX2 and SNX1 mRNA levels categorized according to tumor stage.

Nature

The changes are categorized according to the nature of the activity walking, reaching, or other movements.

Harvard Business Review

Cells were categorized according to three basic shapes pyramidal, bipolar or multipolar (Fig. 2b).

Nature

Expert writing Tips

Best practice

Always specify the system or standard used for categorization, e.g., "categorized according to the World Health Organization criteria".

Common error

Avoid vague statements like "The data was categorized." Instead, specify the method: "The data was categorized according to age and income."

Linguistic Context

The phrase "categorized according to" functions as a prepositional phrase that modifies a verb, indicating the basis or criteria used for classification. It specifies the method or standard employed when grouping items or data, as shown by Ludwig's examples.

Expression frequency: Very common

Frequent in

Science

68%

News & Media

15%

Academia

8%

Less common in

Formal & Business

5%

Encyclopedias

2%

Reference

2%

Ludwig's WRAP-UP

In summary, "categorized according to" is a versatile prepositional phrase used to clearly indicate the criteria for classification. Ludwig AI confirms its grammatical correctness and widespread usage across various domains, particularly in scientific and academic writing. When employing this phrase, ensure the categorization method is well-defined to maintain clarity and precision. Alternatives such as "classified by" and "grouped by" offer similar meanings but may lack the explicitness of "categorized according to" in specifying the guiding principles.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

classified by

Focuses on the act of classifying rather than the guiding principle.

grouped by

Suggests a less formal or structured categorization.

arranged based on

Emphasizes the arrangement or ordering aspect of categorization.

sorted according to

Implies a more systematic and often automated categorization process.

divided based on

Indicates a separation into distinct groups based on defined criteria.

structured by

Suggests a more formal, pre-defined structure for categorization.

organized by

Similar to grouped by, but slightly more formal.

assorted by

Often used when categorizing items based on shared characteristics.

sectioned by

Implies dividing something into sections, often based on specific attributes.

differentiated by

Highlights the distinguishing features used for categorization.

FAQs

How can I use "categorized according to" in a sentence?

You can use "categorized according to" to indicate the criteria used for grouping items. For example, "The books were "categorized according to" genre and author".

What are some alternatives to "categorized according to"?

Alternatives include phrases like "classified by", "grouped by", or "organized by", depending on the specific nuance you wish to convey.

Is it better to say "categorized according to" or "classified by"?

Both phrases are correct, but ""categorized according to"" explicitly mentions the criteria guiding the categorization, while "classified by" is more general.

What prepositions can I use with "categorized"?

You can use "according to" to specify the criteria or system, or "into" to indicate the categories themselves. For example, "categorized according to the system" or "categorized into three groups".