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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 material
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "according to material" is not correct and does not convey a clear meaning in written English.
It may be intended to reference information derived from specific materials, but it lacks clarity and context. Example: "According to material provided by the research team, the results were inconclusive."
⚠ May contain grammatical issues
Science
News & Media
Alternative expressions(13)
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
Behind the scenes, vehicle makers have pushed strongly for a staggering 300% over, according to material seen by the Guardian.
News & Media
They plotted the trip together, according to material recovered by investigators, making a shopping list of items to take with them and then deceiving their families.
News & Media
About 50 Mustang fatalities were linked to fires between 1979 and 2000, according to material Ford provided to Mr. Fried, out of about 3.3 million Mustangs.
News & Media
Before that happened, consumers had registered 156 complaints against Fortune Hi-Tech over about five years, according to material released by the commission.
News & Media
According to material seized by the commission and by Austrian police, the banks fixed lending and deposit rates, and even had sub-committees for different banking products.
News & Media
According to material filed by Mineralogy in a supreme court action in Western Australia, the Queensland Nickel refinery, which has been run at a loss amid the commodity price slump, faces imminent collapse because of a crippling cashflow problem.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
22 human-written examples
According to materials published last month, that was a discount from the standard list price of $6,500.
News & Media
The office plans to construct, according to materials posted on its Web site, "ultra-large all-source information repositories".
News & Media
The material is spiritual in these cultures, and the show's 130 mostly ceremonial objects, arranged strictly according to materials and techniques, reflect the power of that belief.
News & Media
Androgyny dovetails with a breakdown of the old separation of the sexes according to materials and methods, like knitting or sewing.
News & Media
According to materials handed out today by the Bush campaign, Mr. Bush led Mr. Gore in 46 of 52 national public polls since early March.
News & Media
Expert writing Tips
Best practice
When attributing information, specify the type of material you are referencing (e.g., "According to research data" or "According to the report"). This provides clarity and strengthens the credibility of your statement.
Common error
Avoid using the general phrase "according to material" without specifying the type of material. This lack of specificity weakens your attribution and can confuse the reader. Provide a clear reference to the source (e.g., "According to the study", "According to the document").
Source & Trust
87%
Authority and reliability
2.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase “according to material” functions as a prepositional phrase intended to introduce the source of information. It aims to attribute a statement or finding to a specific set of materials. Ludwig AI, however, identifies it as incorrect due to its lack of clarity.
Frequent in
Science
52%
News & Media
48%
Formal & Business
0%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
The phrase “according to material” is used to attribute information to a source; however, Ludwig AI identifies it as grammatically incorrect due to its lack of specificity. It appears in both scientific and news contexts, suggesting a neutral register, but its vagueness diminishes its effectiveness. For improved clarity, it is better to specify the type of material, such as "according to the report" or "based on the study". Alternatives include "based on the material", "as per the material", and "according to the data". To ensure clear and credible writing, always specify the source of your information.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
based on the material
Focuses on the foundation of the information, suggesting the material is the basis for a conclusion.
as per the material
Emphasizes adherence to the information presented in the material.
according to the data
Specifies that the information comes from data, implying an analytical source.
from the provided material
Highlights that the information is sourced from the material given.
in accordance with the document
Stresses compliance with the information in a formal document.
as detailed in the material
Emphasizes that the material contains specific details supporting a statement.
following the guidelines in the material
Highlights the adherence to specific rules or instructions outlined in the material.
informed by the material
Suggests that the material has influenced or provided context for an understanding.
derived from the source material
Indicates that the information is extracted or obtained from the original material.
with reference to the material
Highlights that the information is related to or makes mention of the material.
FAQs
What are some alternatives to "according to material" that provide more clarity?
For clearer alternatives to "according to material", consider using phrases like "based on the material", "as per the material", or "according to the data" if you are referring to collected data.
Is "according to material" grammatically correct in formal writing?
No, "according to material" is generally considered grammatically weak and vague. It is better to specify the type of material you are referring to for improved clarity, such as "according to the report" or "based on the study".
How can I specify the source when using phrases like "based on" or "according to"?
Specify the source by adding the material's type or origin after the phrase. For example, instead of "based on material", use "based on the research findings" or "according to company documents".
What is the difference between "according to the material" and "based on the material"?
"According to the material" suggests the information directly states something, while "based on the material" implies an interpretation or conclusion drawn from the material. For example, "according to the text" it says X, vs. "based on the analysis", we infer Y.
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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
87%
Authority and reliability
2.8/5
Expert rating
Real-world application tested