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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 service
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "according to service" is not correct and may lead to confusion in written English.
It is unclear what specific context or meaning is intended, making it difficult to use effectively. Example: "According to service, we should expect delays in delivery."
⚠ May contain grammatical issues
Science
News & Media
Academia
Alternative expressions(1)
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
44 human-written examples
Therefore, hardware infrastructures must be able to play different roles according to service and traffic requirements.
Science
The design is based on multi-panel installation to serve the purpose of expansion according to service requirements.
Science
This is the first time the Chaitén volcano has erupted in at least 2,000 years, according to service officials.
News & Media
No: We will not board according to service class or row number; we will push in as early as we can.
News & Media
Meanwhile, Bolsheviks smuggled jewelry to the West to help far-left groups set up Communist Parties in their own countries – unnecessary, from one angle, since "they did it for free, they did it eagerly," according to Service.
Academia
Barbeau had left the Marines five years earlier after serving as a combat engineer, deploying on Navy ships but never to Iraq or Afghanistan, according to service records released to The Washington Post.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
16 human-written examples
This chapter introduces in detail the mechanisms and concepts involved in creating multimedia subsystem (IMS) applications based on common off-the-shelf software technologies such as Java Enterprise Edition and reuse of existing services according to Service-Oriented Architecture principles.
This replaced the old system of promotion in the state services, which had been according to ancestry, by one of promotion according to services actually rendered.
Encyclopedias
If so, Toyotas could be worth less as trade-ins, according to services like Kelley Blue Book and the Automotive Lease Guide that predict future used-car values.
News & Media
When the user's session is active, the second traffic modeling level drives data generation according to service-specific traffic models.
Analysis was undertaken to examine whether there was a correlation of responses (referral patterns and attitudes of participants) according to services available to them.
Science
Expert writing Tips
Best practice
When referencing a service, specify which one: use "according to the service" or name the service directly for clarity.
Common error
Avoid using "according to service" without specifying which service you are referring to. This lack of specificity can confuse readers.
Source & Trust
82%
Authority and reliability
2.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "according to service" is generally used as a prepositional phrase intending to attribute information to a service. However, as Ludwig AI points out, this usage is often grammatically incorrect and lacks clarity. It usually requires further specification to denote which service is being referenced.
Frequent in
Science
54%
News & Media
28%
Academia
6%
Less common in
Encyclopedias
2%
Wiki
2%
Formal & Business
0%
Ludwig's WRAP-UP
The phrase "according to service" is frequently used across various domains like science, news, and academia. However, Ludwig AI indicates that it's often grammatically incorrect and lacks clarity, needing more specificity. While the intent is to attribute information to a service, its imprecise nature can lead to confusion. For better clarity, specify the exact service you're referring to, or use alternatives like "based on service specifications" or "as per the service agreement". Using precise language will enhance the credibility and clarity of your writing.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
based on service specifications
Indicates that something is determined by predefined requirements, altering the emphasis to technical details.
in accordance with service guidelines
Specifies compliance with established rules, differing by emphasizing regulatory adherence.
consistent with the service standards
Stresses uniformity and compliance with set criteria, changing the tone to one of quality control.
in compliance with service policies
Highlights adherence to organizational directives, altering the emphasis to procedural compliance.
following service protocols
Emphasizes adherence to a set procedure or guidelines, shifting to a more structured approach.
as per the service agreement
Highlights obligations defined in a formal agreement, changing the focus to contractual terms.
pursuant to service regulations
Highlights legal or official requirements, changing the nature of the reference to one of legality.
in line with service expectations
Indicates alignment with anticipated levels of quality, changing the focus to anticipated results.
under the terms of service
Indicates alignment with specific conditions, changing the focus to established rules and conditions.
as reported by service personnel
Attributes information directly to staff members, differing by specifying human sources.
FAQs
What's the difference between "according to service" and "according to the service"?
"According to service" is grammatically incorrect and unclear. The correct phrase is "according to the service", which specifies that information is sourced from a particular service.
What can I say instead of "according to service"?
You can use alternatives like "based on service specifications", "as per the service agreement", or "following service protocols" depending on the context.
How to use "according to service" in a sentence correctly?
The phrase "according to service" is generally incorrect. Instead, specify the service you are referencing, for example, "according to the customer service representative" or "according to the maintenance service report".
Is "according to service" grammatically correct?
No, "according to service" is not grammatically correct. You should use "according to the service" or rephrase to specify the source more clearly.
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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
82%
Authority and reliability
2.8/5
Expert rating
Real-world application tested