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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 label
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "according to label" is not entirely correct and may be confusing in written English.
It can be used when referring to information or instructions that are specified on a label, but it is more common to say "according to the label." Example: "According to the label, this product should be stored in a cool, dry place."
Science
News & Media
Wiki
Alternative expressions(4)
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
45 human-written examples
"Our members stand behind PPA as safe and effective products when used according to label directions," said Dr. R. William Soller, senior vice president of the trade group, the Consumer Healthcare Products Association.
News & Media
If Belgian designer gems are out of reach even at sale time, but you're still longing, there's little Labels Inc, just around the corner, which sells left over-stock and limited edition pieces, arranged according to label.
News & Media
"C.H.P.A. members continue to stand by the safety of PPA-containing products when used according to label directions," said Dr. R. William Soller, the trade group's senior vice president.
News & Media
According to label RCA chairman/CEO Peter Edge, Malik was busy with his own ideas even when still working as part of One Direction, "When Zayn was in the band, he had all these songs he was writing, and plans to do his own music.
News & Media
When w and b are fixed, ω can be updated according to label agreement and label proportion constraints.
Metam-sodium is a slightly to moderately toxic compound that when used according to label directions has been shown to be a safe and versatile product.
Human-verified similar examples from authoritative sources
Similar Expressions
14 human-written examples
According to labels on the wall, these include bulimia nervosa, angioedema and urticaria, premenstrual dysphoric disorder and benign prostatic hyperplasia.
News & Media
Relative expression of S100 proteins in thyroid tissues according to label-free SRM data Figure S4.
Science
Relative expression of S100 proteins in thyroid tissues according to label-free SRM data.
Science
Four quadrant analyses using CellQuest (Becton Dickinson, Oxford, UK) software allowed quantification of cell populations according to labelling characteristics.
Science
Ex-BID was supplied as SC injection pens, and subjects were instructed in their proper use according to labeling for the marketed version of the product.
Science
Expert writing Tips
Best practice
When using the phrase "according to label", ensure that the context clearly indicates that you are referring to instructions, recommendations, or information provided directly on a product's label. Use it when you want to explicitly state that your action or understanding is based on the label's content.
Common error
A common mistake is to use "according to label" as a substitute for independent research or expert advice. The label provides specific instructions for a particular product, but it might not address broader or more complex issues related to its use or effects. Always consider supplemental information from reliable sources in addition to the label's information.
Source & Trust
77%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "according to label" functions as a prepositional phrase that modifies a verb or noun, specifying the source of information or instruction. It indicates that something is being done or understood in compliance with the guidelines or directions found on a product's label. As per Ludwig, it's common usage, even if "according to the label" might be more grammatically precise.
Frequent in
Science
42%
News & Media
33%
Wiki
25%
Less common in
Formal & Business
0%
Encyclopedias
0%
Reference
0%
Ludwig's WRAP-UP
The phrase "according to label" is a common way to indicate that an action or understanding is based on the instructions or information provided on a product's label. While Ludwig AI points out that "according to the label" may be grammatically preferable, "according to label" is widely used and generally accepted. Its primary function is to provide justification for an action, referencing the manufacturer's guidance. While examples from Ludwig showcase its presence in diverse contexts like science, news, and how-to guides, its register remains neutral, making it a versatile phrase for various writing needs. Remember to always follow label instructions carefully, but supplement that information with expert advice when necessary.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
as per the label
Replaces "according to" with "as per", offering a slightly more concise and formal tone.
following the label's instructions
Rephrases the phrase to emphasize adherence to the instructions provided on the label.
in accordance with the label
Uses "in accordance with" for a more formal and legalistic tone.
as stated on the label
Focuses on the information explicitly stated on the label.
conforming to the label's guidelines
Emphasizes compliance with the label's guidelines.
per the specifications on the label
Replaces "according to" with "per", highlighting the specifications found on the label.
in line with the label's recommendations
Highlights that the actions are aligned with the recommendations provided.
following the directions on the label
Specifically mentions following the directions written on the label.
as the label indicates
Focuses on what the label signifies or points out.
pursuant to the label
A more formal way of expressing adherence to what the label dictates.
FAQs
What does "according to label" mean?
The phrase "according to label" means that something is done or understood based on the information, instructions, or recommendations provided directly on a product's label. It implies adherence to the label's guidelines.
Is it better to say "according to label" or "according to the label"?
While both phrases are used, Ludwig AI suggests that "according to the label" is grammatically more precise. However, "according to label" is also commonly used, as demonstrated in the examples provided.
What are some alternatives to "according to label"?
You can use alternatives like "as per the label", "as stated on the label", or "following the label's instructions" depending on the context.
When should I use "according to label" in my writing?
Use "according to label" when you want to explicitly state that your action or understanding is directly based on the information printed on a product's label, emphasizing that you are following the provided instructions or recommendations.
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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
77%
Authority and reliability
4.1/5
Expert rating
Real-world application tested