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
has been accumulated
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "has been accumulated" is correct and usable in written English.
It can be used to indicate that something has been gathered or collected over a period of time. Example: "Over the years, a significant amount of data has been accumulated in our research."
✓ Grammatically correct
Science
News & Media
Alternative expressions(20)
has been integrated
has been derived
has been secured
has been elicited
has been accrued
has been received from
has been derived from
has been concentrated
has been exacerbated
has been obtained
has been compiled
has been provided with
has been extracted
has been gain
was attached
was achieved
has been gathered
was supplemented
has been incurred
was derived
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
60 human-written examples
One theory was that the most compelling evidence has been accumulated against them.
News & Media
The scientific knowledge that has been accumulated over this time is astonishing in its breadth and scope.
News & Media
Anticipated nominal GDP growth comes nowhere close to being able to service the debt that has been accumulated since 2009.
News & Media
Capital is a stock – its wealth comes from what has been accumulated "in all prior years combined".
News & Media
The backlist, a kind of crown jewels of poetry, has been accumulated over eight decades of publishing - Faber celebrates its 80th birthday at Hay this afternoon.
News & Media
The amount borrowed — the deficit — is added to the existing public debt, which likewise has been accumulated in consequence of laws enacted by Congress.
News & Media
Often, too, the founders' wealth has been accumulated in bitcoin, which makes it unavoidable.
News & Media
After four decades of extensive investigation, a growing body of knowledge on IR has been accumulated.
Science
Since the definition of SC, various evidence suggesting the advantages of forming SC has been accumulated.
Science
However, very little knowledge has been accumulated regarding the innate biological mechanism influencing the bacterial viability.
Science
To date, over 20,000 hours of flight time has been accumulated on many abaters.
Science
Expert writing Tips
Best practice
When using "has been accumulated", ensure the subject clearly indicates what is being collected or gathered over time. For example, "A vast amount of knowledge "has been accumulated" on this topic."
Common error
Avoid using "has been accumulated" when a simple past tense is more appropriate, such as when referring to a one-time event. For example, instead of saying "The data has been accumulated last week", say "The data was accumulated last week".
Source & Trust
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "has been accumulated" functions as a passive perfect construction, indicating that something has undergone a process of gathering or increasing over time. Ludwig examples showcase usage in both scientific and general contexts.
Frequent in
Science
73%
News & Media
25%
Formal & Business
2%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, the phrase "has been accumulated" is a grammatically sound and frequently employed expression to describe a process where something has been gathered or increased over time. As Ludwig AI confirms, it finds its primary use in scientific and news contexts, demonstrating a relatively formal register. Alternative phrasing can include "has been gathered", "has amassed", or "has built up", depending on the desired nuance. When using "has been accumulated", ensure clarity in what is being collected and avoid its use when a simple past tense would be more accurate.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
has been collected
A more direct and literal way of saying things were brought together
has gathered
Focuses on the act of collecting things together, implying a more active collection.
has amassed
Suggests a large quantity has been collected, often implying wealth or power.
has been gathered together
Emphasizes the act of bringing disparate elements into a unified collection.
has built up
Implies a gradual increase over time, emphasizing the process of growth.
has compiled
Emphasizes the organized collection of information or data.
has accrued
Often refers to the gradual accumulation of something, like interest or benefits.
has increased
Focuses on the growth in quantity or size over a period of time.
has grown
Highlights the natural development or expansion over time.
has seen an increase
Shifts focus to the observation of growth, rather than the action of accumulating.
FAQs
How can I use "has been accumulated" in a sentence?
Use "has been accumulated" to describe something that has grown or gathered over a period. For example, "Experience "has been accumulated" through years of practice."
What are some alternatives to "has been accumulated"?
You can use alternatives such as "has been collected", "has been gathered", or "has built up" depending on the specific context.
Is "has been accumulated" formal or informal?
"Has been accumulated" is generally considered neutral to formal in tone and is appropriate for academic, professional, and news contexts.
Which is correct, "data has been accumulated" or "data have been accumulated"?
While "data" can be treated as either singular or plural, in formal writing, it's generally preferred to use "data have been accumulated" to acknowledge its plural nature. However, "data has been accumulated" is increasingly accepted.
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
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested