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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 the material
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "According to the material" is correct and usable in written English.
It can be used when referencing information or data derived from a specific source or document. Example: "According to the material provided by the research team, the results indicate a significant improvement in performance."
✓ Grammatically correct
Science
News & Media
Wiki
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
42 human-written examples
According to the material seen by the Guardian, GCHQ generated this product by attacking both the computers and the telephones of delegates.
News & Media
According to the material, the Judeo-Christian faiths have been on a steady path toward greater and greater non-violence for thousands of years.
News & Media
According to the material provided as input, suitable models and parameters are automatically selected.
According to the material balance equation, the liquid production of the last 10 years was taken as the stable liquid production Q 1. Drawdown pressure is adjusted in the range of −0.5 to +0.5 MPa.
According to the material specification the chemical composition of SAE 1008/1010 steel panels is based on iron containing maximum 0.60 weight% of manganese, maximum 0.15% of carbon, maximum 0.030% of phosphorus, and maximum 0.035% of sulfur [27].
Science
According to the material design, based on differences in the heat of formation [10, 11], InSb nanocrystals are thermodynamically stable in an TiO2, since Ti is oxidized more than InSb because the free energy of oxidation in InSbO4, which is a typical oxide of InSb, exceeds that of the TiO2[15, 16].
Science
Human-verified similar examples from authoritative sources
Similar Expressions
17 human-written examples
The price — according to the materials used — is from €3,000, or about $3,900, but think ever upward.
News & Media
According to the materials provided by E.J.I., on the day before the attack Calhoun's son reportedly walked between a white man and his daughter on the street, brushing against the woman.
News & Media
"The people found in Loulan were Uighur people, according to the materials," said a Uighur tour guide in the city of Kashgar who spoke on condition of anonymity for fear of running afoul of the Chinese authorities.
News & Media
This reasoning Boolean operation consists of a merging operation and an extracting operation, and it is executed according to the material-dominant information defined in the designed heterogeneous object database.
Science
The technique is to appropriately assign each piece of equipment (i.e., process-units and storage-vessels) into groups and then to sequence these groups according to the material-flow-path of the production network following the engineering structure of the problem.
Expert writing Tips
Best practice
When using "According to the material", clearly define what "the material" refers to, such as a specific report, document, or data set, to avoid ambiguity.
Common error
Avoid using "According to the material" without specifying the exact source. This weakens your statement and makes it difficult for readers to verify the information.
Source & Trust
84%
Authority and reliability
4.2/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "According to the material" functions as an attributional phrase, indicating that the information being presented is derived or sourced from a specific material. As Ludwig AI indicates, this phrase is grammatically correct and serves to reference external sources.
Frequent in
Science
60%
News & Media
30%
Wiki
10%
Less common in
Formal & Business
0%
Encyclopedias
0%
Social Media
0%
Ludwig's WRAP-UP
The phrase "According to the material" is a grammatically sound attribution phrase used to cite information from a specific source. As Ludwig AI confirms, it is a correct and usable expression, though somewhat less common. Predominantly found in scientific and news-related contexts, it serves to bolster credibility by anchoring statements in external evidence. For clarity, always specify the material you are referencing to prevent vagueness. Alternatives like "based on the material" and "as per the material" can provide stylistic variation.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
Based on the material
Replaces "according to" with "based on", focusing on the foundation of the information.
According to the data
Replaces "material" with "data", specifying a quantitative source.
In accordance with the material
Substitutes "according to" with "in accordance with", emphasizing compliance with the source.
As per the material
Uses "as per" to indicate that the information is directly derived from the material.
Following the material
Emphasizes that the information is in sequence or alignment with the source.
The material indicates that
Changes the structure to focus on what the material suggests.
The material states that
Uses "states" to highlight a direct declaration from the material.
The material suggests that
Employs "suggests" to convey a more indirect implication from the source.
From the material, it is evident that
Adds emphasis and formality to the attribution.
Referencing the material
Highlights the act of using the material as a reference point.
FAQs
How can I use "According to the material" in a sentence?
Use "According to the material" to introduce information or findings sourced from a specific document or set of data. For example, "According to the material, the experiment showed a significant increase in efficiency."
What can I say instead of "According to the material"?
You can use alternatives like "based on the material", "as per the material", or "in accordance with the material" depending on the context.
Is it better to say "According to the material" or "The material states that"?
Both are acceptable, but "The material states that" is more direct and emphasizes a specific declaration from the source. "According to the material" is a more general attribution.
When should I use "According to the material" versus "According to the data"?
"According to the material" is suitable when referring to a broad range of sources, including documents and reports. Use "According to the data" when specifically referencing quantitative information.
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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
84%
Authority and reliability
4.2/5
Expert rating
Real-world application tested