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
an ideal distribution
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "an ideal distribution" is correct and usable in written English.
You can use it when discussing statistical distributions, resource allocation, or any context where a perfect or optimal distribution is being described. Example: "In theory, an ideal distribution of wealth would ensure that every individual has equal access to resources."
✓ Grammatically correct
Science
News & Media
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
16 human-written examples
The results show that multiple stages of flow distribution can achieve an evenly distributed pressure drop with an ideal distribution of reactant among channels.
He says the Internet would seem to be an ideal distribution medium for an audience of devoted fans who are geographically scattered.
News & Media
To do this, we solve a flow assignment problem, from which we deduce an ideal distribution of private vehicles.
Science
A new kernel manifold algorithm is designed to match an ideal distribution with a complex one in natural data.
Science
The DCHS mechanism satisfies an ideal distribution of the cluster head among the sensor nodes and avoids frequent selection of cluster head, based on Received Signal Strength Indication (RSSI) and residual energy level of the sensor nodes.
Science
The simulations by the Monte Carlo method contributed to establish the minimum self-bias voltage used in the implantation process and to provide an ideal distribution estimate of the silver dose in-depth.
Human-verified similar examples from authoritative sources
Similar Expressions
43 human-written examples
This normality test quantifies the discrepancy between the examined distributions of data and an ideal Gaussian distribution; the test returns a P-value which is considered acceptable for values greater than 0.05.
Science
The results were compared against the flow solution through an ideal fibre distribution and show the importance of a uniform distribution of fibres and that the oxygenators analysed are not susceptible to flow directionality as mass flow versus area remain the same.
According to [26], if the block length of the input bits is k, then the degree distribution ρ(d) can be specified by an ideal Soliton distribution (ISD), i.e., rho(d=i) = left{ begin{array}{cccc} 1/k & textrm i=1, 1/i i-1) & textrm 2 leq ileq k end{array} right.
It has been suggested that zooplankton (Daphnia) faced with this trade-off distribute vertically according to an "Ideal Free Distribution (IFD) with Costs".
Science
The researchers asked these Americans to estimate the actual distribution of wealth in the U.S. and devise an ideal wealth distribution.
News & Media
Expert writing Tips
Best practice
When describing a desired outcome or a goal related to resource allocation, use "an ideal distribution" to convey the concept of the best possible arrangement. For example, when discussing network node placement for sensor networks, using "an ideal distribution" allows you to account the distance between sensor nodes and their residual energy.
Common error
Avoid using "an ideal distribution" when you actually mean a simplified, theoretical distribution. "Ideal" implies the best possible real-world scenario, while "idealized" suggests a model that may not be achievable in practice. To avoid this, ask yourself if you are referring to a concrete goal or an abstract concept.
Source & Trust
80%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "an ideal distribution" functions primarily as a noun phrase, where "ideal" serves as an adjective modifying the noun "distribution". It describes a specific type of distribution considered to be the most desirable or perfect. Ludwig confirms this usage through its examples.
Frequent in
Science
80%
News & Media
20%
Formal & Business
0%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "an ideal distribution" is a noun phrase used to describe a desired or perfect arrangement or allocation. Ludwig's analysis confirms its grammatical correctness and common usage in scientific and formal contexts. While it's often used to describe a theoretical goal, it's important to avoid confusing it with the term "idealized". Remember to focus on the concrete allocation of resources in the best possible arrangement, using alternatives like ""a perfect allocation"" or ""an optimal arrangement"" depending on the specific context. Furthermore, understanding the desired result is a key element of this specific noun phrase.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
an even distribution
Emphasizes the uniformity of the distribution across a given area or population.
a perfect allocation
Focuses on the allocation aspect rather than the distribution in general.
an optimal arrangement
Emphasizes the optimized aspect of the distribution
a balanced spread
Highlights the evenness of the distribution.
an equitable division
Stresses fairness in the distribution.
a uniform dispersion
Focuses on the consistent scattering of elements within the distribution.
a model distribution
Focuses on how well the distribution can become a standard to follow, how well it explains real life scenarios.
a fair apportionment
Highlights the just allocation of resources or elements.
a theoretical distribution
Focuses on the concept of the distribution being based on theoretical models, rather than actual data.
a strategic placement
Implies a deliberate and advantageous arrangement of elements.
FAQs
How can I use "an ideal distribution" in a sentence?
You can use "an ideal distribution" to describe a desired state or arrangement. For example: "The goal is to achieve "an ideal distribution" of resources to ensure equitable access for all citizens."
What's a good alternative to "an ideal distribution"?
Alternatives include "a perfect allocation", "an optimal arrangement", or "a balanced spread" depending on the context.
Is "ideal distribution" always achievable?
While "an ideal distribution" represents the best possible scenario, it may not always be fully achievable in real-world situations due to various constraints and limitations.
What is the difference between "an ideal distribution" and "an even distribution"?
"An even distribution" focuses on uniformity, while "an ideal distribution" encompasses a broader concept of optimality, which may or may not prioritize evenness. "An even distribution" might be ideal in some situations but not in others.
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
80%
Authority and reliability
4.5/5
Expert rating
Real-world application tested