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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
as a distribution
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "as a distribution" is correct and usable in written English.
It can be used in contexts related to statistics, probability, or data analysis when referring to a specific distribution of values or outcomes. Example: "The data points can be modeled as a distribution to better understand their behavior and trends."
✓ Grammatically correct
News & Media
Science
Encyclopedias
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
57 human-written examples
Devel::NYTProf is available as a distribution on the CPAN.
News & Media
It plans to use the warehouse as a distribution center.
News & Media
In those cases, the store functions as a distribution center.
News & Media
"Everybody is pretty upset we are being targeted as a distribution group," he said.
News & Media
It was later used by Saks Fifth Avenue as a distribution site.
News & Media
Universal stepped in four months ago as a distribution partner, but that association quickly soured, too.
News & Media
His father retired as a distribution manager at The Star Tribune, a daily newspaper in Minneapolis.
News & Media
The bridegroom's stepfather, Richard Peck, retired as a distribution manager at the Union Carbide Corporation in Danbury, Conn.
News & Media
(I've only used population as a distribution key, a more sophisticated key could be used, factoring in GDP for example).
News & Media
Think of the banks' range of possible daily losses and gains as a distribution.
News & Media
Others are merely sold through the banks, which act as a distribution network.
News & Media
Expert writing Tips
Best practice
When using "as a distribution" in technical writing, clearly define the type of distribution you are referring to (e.g. normal distribution, probability distribution) to avoid ambiguity.
Common error
Avoid using "as a distribution" when a simpler term like "as a share" or "as a portion" would be more appropriate. "Distribution" often implies a structured or statistical arrangement, not just a division.
Source & Trust
87%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "as a distribution" primarily functions as a prepositional phrase, often modifying a noun or verb to describe something's arrangement, allocation, or statistical properties. As Ludwig demonstrates, it appears in varied contexts, illustrating its flexibility in defining how entities are spread or structured.
Frequent in
News & Media
36%
Science
33%
Encyclopedias
7%
Less common in
Formal & Business
4%
Reference
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, "as a distribution" is a versatile prepositional phrase used to describe the arrangement, allocation, or statistical properties of something. Ludwig AI indicates that the phrase is grammatically correct and frequently used, particularly in news, scientific, and encyclopedia contexts. When using "as a distribution", ensure clarity by defining the type of distribution you're referring to. Related phrases like "functioning as a dispersal" or "acting as a dissemination" can offer alternative ways to express similar concepts. Remember to consider the specific nuance you want to convey and avoid using "as a distribution" when a simpler term would suffice.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
functioning as a dispersal
Replaces "distribution" with "dispersal", emphasizing the act of scattering or spreading something.
acting as a dissemination
Substitutes "distribution" with "dissemination", highlighting the act of spreading information or ideas.
serving as a propagation
Replaces "distribution" with "propagation", focusing on the spread or transmission of something.
considered as an allocation
Replaces the entire phrase with a passive construction focusing on the action of allocating something.
viewed as a deployment
Focuses on the arrangement or positioning of something, similar to how a distribution might be arranged.
regarded as a division
Shifts the focus to how something is divided or separated into parts.
utilized as a channel
Highlights the use of something as a pathway or conduit for spreading or conveying something.
functioning as a mechanism for spreading
Expands on the phrase to specify that it is a 'mechanism for spreading'.
employed as a system of allocation
Changes 'distribution' to a 'system of allocation', emphasizing the organized process.
acting as a mode of delivery
Replaces "distribution" with "mode of delivery", focusing on how something is delivered.
FAQs
How can I use "as a distribution" in a sentence?
You can use "as a distribution" to describe how something is spread, allocated, or arranged, often in a statistical or systematic way. For instance, "The data was analyzed "as a distribution" of values to identify trends."
What are some alternatives to "as a distribution"?
Depending on the context, you could use phrases like "as a range", "as a sharing", or "as a network". The best choice depends on the specific nuance you wish to convey.
When is it appropriate to use "as a distribution"?
Use "as a distribution" when referring to a structured or statistical arrangement, such as a probability distribution, a network for delivering goods, or the allocation of resources. It's appropriate when you want to emphasize the systematic or patterned nature of the arrangement.
Is "as a distribution" interchangeable with "for distribution"?
No, "as a distribution" describes something being a distribution, while "for distribution" indicates a purpose or intended use. For example, "This report is for distribution" means the report is intended to be distributed, not that it functions as the distribution itself.
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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
87%
Authority and reliability
4.5/5
Expert rating
Real-world application tested