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
accumulated according to
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "accumulated according to" is correct and usable in written English.
It can be used when describing how something has been gathered or collected based on specific criteria or guidelines. Example: "The data was accumulated according to the established protocols for research."
✓ Grammatically correct
Science
News & Media
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
7 human-written examples
When Kendra Wright's husband, Nathan, was unemployed for a month in 2009, the couple, who live in St .George, Utah, fed their five children the freeze-dried food they'd accumulated according to their Mormon faith.
News & Media
Fatigue damage is accumulated according to Palmgren-Miner hypothesis and the standard fatigue characteristic of the material, rescaled with use of the considered energy parameter.
Fifa ranking points are accumulated according to results, the importance of the matches played and the strength of the opposing teams. .
News & Media
The Fifa world rankings are compiled every month, with ranking points accumulated according to results, the importance of the matches played and the strength of opposing teams.
News & Media
Then the charging load of the CS can be accumulated according to the charging conditions (charging type and its unit charging power) of the charging devices.
Detergent-resistant membranes accumulated according to their density at the interface between the 30 and 5%% sucrose layer after ultracentrifugation.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
52 human-written examples
A preliminary investigation suggests that miners may have broken through to an adjacent subterranean pit where water had been accumulating, according to the official Xinhua news service.
News & Media
Moreover, estimation of a robot's position is not easy; without additional sensors, this estimation includes errors, and these errors accumulate according to increments in moving distance.
Science
Ward wrote that parts or all of the mine "were ordered closed more than 60 times in 2009 and 2010, and the mine was repeatedly cited in recent months for allowing potentially explosive coal dust to accumulate, according to newly released government documents".
News & Media
Equation (5) reflects the assumption that the damage accumulates according to the multiplicative degradation process described above with a time-to-failure α = α(t) modeled as a lognormal (term − αN in (4), and the respective term αN in (5)).
Given this difference and since urines are the only of the two sample types where both intact and cleaved suPAR accumulate according to published data [ 30], we measured only urinary suPAR for the remaining patients.
Science
Expert writing Tips
Best practice
Always specify the source or method when using "accumulated according to". This clarifies how the accumulation occurred and enhances the credibility of your statement.
Common error
Avoid using "accumulated according to" without clearly specifying the criteria or standard used for accumulation. For example, instead of saying "Debt was accumulated according to certain factors", specify "Debt was accumulated according to interest rates and repayment schedules".
Source & Trust
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "accumulated according to" functions as a prepositional phrase modifying a verb or noun, specifying the criteria or method by which something has been gathered or increased. As seen in Ludwig's examples, it provides context for how accumulation occurred.
Frequent in
Science
60%
News & Media
40%
Formal & Business
0%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, the phrase "accumulated according to" is a grammatically correct prepositional phrase used to specify the methodology or criteria by which something has been gathered or increased. Ludwig AI indicates that it is most suitable for formal contexts, particularly in scientific and news writing. To ensure clarity, always specify the criteria used when employing this phrase. While "accumulated according to" may not be used as frequently as some other phrases, when writing in a more formal context, this phrase allows you to emphasize the specific ways something has increased or been added to. Be sure to use "gathered in accordance with", "collected based on", or "determined by" to convey a similar meaning.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
gathered in accordance with
Emphasizes compliance with a set of rules or regulations.
collected based on
A more straightforward alternative, focusing on the act of gathering data according to certain criteria.
accrued following
Implies a gradual accumulation that adheres to a specific sequence or protocol.
compiled under
Suggests that information was put together systematically under a particular set of principles or guidelines.
determined by
Indicates that the amount or extent is established or decided by a specific factor or standard.
calculated using
Focuses on the mathematical or computational process used to arrive at a total or amount.
assessed via
Emphasizes the method or tool used to evaluate and accumulate a value or quantity.
derived from
Highlights the source or origin from which the accumulated amount is obtained.
obtained conforming to
Specifies that the accumulation process adhered to a particular standard or requirement.
developed adhering to
Suggests a growth or progression that is strictly following a set of procedures.
FAQs
How can I use "accumulated according to" in a sentence?
You can use "accumulated according to" to describe data, debt, or other quantities that have been gathered or increased based on specific rules or methods. For example, "The data was "collected according to" established scientific protocols".
What are some alternatives to "accumulated according to"?
Alternatives include phrases like "gathered in accordance with", "collected based on", or "determined by", depending on the specific context.
Is "accumulated according to" formal or informal?
"Accumulated according to" is generally considered a formal phrase, suitable for academic, scientific, or professional writing. In more casual contexts, simpler alternatives like "based on" might be preferable.
What's the difference between "accumulated according to" and "accumulated based on"?
While both phrases are similar, "accumulated according to" often implies a more structured or rule-driven process, whereas "accumulated based on" may suggest a less rigid set of criteria. In many contexts, they are interchangeable, but "accumulated according to" lends itself to more formal writing.
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
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested