Used and loved by millions
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 working
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "according to working" is not correct or usable in written English.
To make the phrase grammatically correct, you would need to replace "working" with a noun, such as "guidelines," "procedures," or "regulations." For example, you could say: "According to established safety guidelines, all workers must wear protective gear."
⚠ May contain grammatical issues
Science
News & Media
Formal & Business
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
11 human-written examples
The response current measured at 0.6 V was recorded to calculate corresponding glucose concentration according to working equation.
Science
Such a linkage allows the link to remain completely rigid as long as a given torque threshold is not exceeded, with that threshold being configurable according to working conditions and safety considerations.
Science
User needs varied according to working scenario (elective versus emergency medicine) more than clinical specialization.
Mn exposure was then determined according to working position and the results of workplace measurements.
Science
Other pharmacists dispensed a laxative to the patient according to working agreements, and some did not contact physicians about laxatives.
Participants worked in different working place but mainly in light industry; subgroup analysis according to working places could not be performed due to sample size.
Human-verified similar examples from authoritative sources
Similar Expressions
49 human-written examples
At the same time, according to work by the International Institute of Applied Systems Analysis, the growth in educational attainment around the world is slowing.
News & Media
Actually it's consistently 50%, whatever the level of education or income, according to work by the University of Washington.
News & Media
This square root speed-up is the best that can be achieved, according to work by Dr. Vazirani and others.
News & Media
The program is complex and differs according to worked hours, childcare allowances, disability, and age.
Science
That's unlikely, according to work by Gehrels and his colleagues.
Science & Research
Expert writing Tips
Best practice
Replace "working" with a specific noun (e.g., "guidelines", "principles", "procedures") to create a grammatically correct and clearer sentence.
Common error
Avoid using "working" directly after "according to". Instead, specify what you are referring to, such as "according to the working guidelines" or "according to the working model".
Source & Trust
81%
Authority and reliability
2.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "according to working" functions as a prepositional phrase aiming to attribute information or actions to a specific working context. However, Ludwig AI indicates that the phrase is grammatically incorrect, requiring a noun after "working" to be valid.
Frequent in
Science
48%
News & Media
30%
Formal & Business
15%
Less common in
Encyclopedias
4%
Wiki
2%
Reference
1%
Ludwig's WRAP-UP
The phrase "according to working" is commonly found in various contexts, particularly in science, news, and business, but it's flagged as grammatically incorrect by Ludwig AI. To rectify this, "working" should be followed by a noun that specifies the basis of the statement, such as "guidelines", "procedures", or "standards". Properly constructing the phrase enhances clarity and professionalism, aligning with its intended use in formal and professional settings. While similar phrases exist, substituting "working" to create a complete phrase is essential.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
based on working
Replaces "according to" with "based on", maintaining the sense of dependence on a working process or model.
in accordance with working
Substitutes "according to" with a more formal "in accordance with", indicating compliance with a working standard or procedure.
following working
Uses "following" to suggest adherence to a working method or instruction.
as per working
Replaces "according to" with "as per", a concise way of indicating adherence to a working document or directive.
consistent with working
Indicates alignment or agreement with a particular working framework or protocol.
in line with working
Similar to 'consistent with', this phrase suggests that something aligns with a working process.
adhering to working
Emphasizes compliance and strict following of a specific working methodology.
pursuant to working
A formal way of saying something is done in accordance with working rules or guidelines.
in compliance with working
Highlights that actions are taken to be compliant with a working system or set of rules.
as stipulated by working
Indicates that something is dictated or required by a working agreement or regulation.
FAQs
How can I correctly use "according to" in a sentence about work?
You need to specify what you are referring to. For example, you can say "according to the working schedule" or "according to the working plan".
What's a more formal way to say something is based on a working document?
Consider using phrases like "in accordance with the working agreement" or "pursuant to the working regulations" for a more formal tone.
What are some alternatives to "according to" that still imply dependence on a working process?
You can use alternatives like "based on working principles", "following working procedures", or "in line with working methods" depending on the specific context.
Is "according to working" grammatically correct?
No, "according to working" is not grammatically correct. You need to specify a noun after "working", such as "according to working standards" or "according to working practices".
Editing plus AI, all in one place.
Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
81%
Authority and reliability
2.8/5
Expert rating
Real-world application tested