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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
according to types
Grammar usage guide and real-world examplesUSAGE SUMMARY
"according to types" is a correct and usable phrase in written English.
You can use it when you want to talk about or describe an item or items being divided into different types or classes. For example: "According to types, there are five different types of apples in existence."
✓ Grammatically correct
Science
News & Media
Encyclopedias
Alternative expressions(14)
categorized by types
classified by types
according to type
according to arrangements
according to patterns
according to conditions
according to agreements
according to characteristics
according to classifications
according to circumstances
according to categories
according to purposes
as classified by
according to trend
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
36 human-written examples
A new guide, "Hudson Valley Harvest: A Food Lover's Guide to Farms, Restaurants and Open-Air Markets," by Jan Greenberg (Countryman Press, $18.95), is divided into chapters according to types of foods and describes farms that are open to visitors.
News & Media
It was August Sander, the German master, who, in the decades before the Second World War, set out with a certain Teutonic orderliness to take hundreds of stark portraits of Germans from all walks of life, assembling them according to types (skilled tradesmen, professionals, artists and so on) like so many zoological specimens.
News & Media
Common uses of the data include: breakdowns of the GNP or the closely related GDP (gross domestic product) according to types of product or according to functional stages in its generation; breakdowns of national income by type of income; and analyses of the sources of financing (depreciation; savings by individuals, corporations, or institutions; and national deficits).
Encyclopedias
Measurable entities can be classified according to types (Measurable Entity Type).
Disability costs vary according to types of disability but also relate to socioeconomic status and family configuration.
The properties of transparent films are extremely important for device performance, and the specifications vary according to types of devices.
Human-verified similar examples from authoritative sources
Similar Expressions
24 human-written examples
Prices vary according to type of accommodation.
News & Media
But he declined to behave according to type.
News & Media
The briefcase still makes that point most emphatically, but the specific message varies according to type.
News & Media
It cost $38.50; prices vary according to type, length and how soon you need the visa.
News & Media
Yet, ultimately, nothing truly surprises us, because everyone in "Really Really" behaves according to type.
News & Media
Expert writing Tips
Best practice
Use "according to types" to structure information or analysis. This can help your readers navigate the material more easily.
Common error
Avoid using "according to types" when you actually mean "based on individual cases" or "depending on specific circumstances". "According to types" implies a categorization, not ad-hoc variation.
Source & Trust
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "according to types" functions as a prepositional phrase that modifies a verb or noun, indicating a method of classification or differentiation. As confirmed by Ludwig, this phrase is correct and usable in written English.
Frequent in
Science
64%
News & Media
15%
Formal & Business
6%
Less common in
Encyclopedias
3%
Wiki
3%
Reference
0%
Ludwig's WRAP-UP
In summary, the phrase "according to types" is a grammatically sound and frequently used prepositional phrase that denotes a method of classification or categorization. Ludwig AI's analysis confirms that it's suitable for formal and scientific contexts, helping to organize and structure information based on distinct categories. While it is more common in science, news, and business writing, it should be used cautiously in informal contexts. To avoid potential misinterpretations, ensure that the types being referenced are clearly defined.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
based on types
Focuses on the foundation or criteria used for categorization.
categorized by types
Highlights the act of classification itself.
classified by types
Similar to "categorized by types", emphasizing a systematic grouping.
depending on the types
Indicates that something varies or changes based on the type.
in terms of types
Emphasizes the perspective from which something is being considered.
with respect to types
Similar to "in terms of types", but slightly more formal.
relative to types
Indicates a comparison or relationship based on the type.
considering the types
Highlights the act of taking different types into account.
in relation to types
Shows the association or connection to different types.
pursuant to types
Emphasizes that the types determine action or order
FAQs
How can I use "according to types" in a sentence?
You can use "according to types" to classify or categorize information. For example, "The data was analyzed "according to types" of interventions used in the study."
What phrases are similar to "according to types"?
Similar phrases include "based on types", "categorized by types", or "classified by types". Each has a slightly different nuance but conveys the same general idea.
Is "according to types" formal or informal?
The phrase "according to types" is generally considered suitable for formal and academic writing. In more informal contexts, you might choose a simpler alternative.
What's the difference between "according to type" and "according to types"?
"According to type" refers to a singular category or kind, while "according to types" refers to multiple categories. For example, "Prices vary "according to type" of accommodation," versus "The data was grouped "according to types" of errors."
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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
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested