likely distribution

USAGE SUMMARY

The phrase "likely distribution" is correct and usable in written English.
It can be used in contexts such as statistics, probability, or data analysis to refer to a distribution that is probable or expected based on certain conditions or assumptions. Example: "Based on the data collected, we can estimate the likely distribution of outcomes for the experiment."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

28 human-written examples

Lazard judged correctly that East was wondering whether to give preference to spades, and his likely distribution was 3-4-1-5 3-4-1-5 3-4-1-5 3-4-1-5

The New York Times - Arts

Oscar's best-picture nominations are all over the place this year, in terms of cinematic geography and the likely distribution of votes.

The New York Times

No doubt he was considering the possibility of playing in spades, so his most likely distribution was 3-4-1-5 3-4-1-5 3-4-1-5 3-4-1-5

The New York Times - Arts

Though pollution data are best collected near the ground, a plausible estimate may be made from the vantage-point of a satellite by measuring how much light is blocked by particles, and estimating from those particles' chemical composition the likely distribution of their sizes.

The Economist

Google’s branded phone may not be subsidized by the company, as its likely distribution channel is the Web.

Forbes

This model employs a presumed probability density function (PDF), in which the marginal PDF of a reactive scalar is modeled by a statistically most likely distribution.

Combustion and Flame

Human-verified similar examples from authoritative sources

Similar Expressions

32 human-written examples

The purpose of this study was to develop sleep transfer functions describing the likely distributions of sleep around fatigue level estimates produced by a commercial biomathematical model of fatigue.

Accident Analysis & Prevention

We then combine this with high-resolution statistical [24] and biophysical [25] distribution models to make inferences of their likely distributions during the last glacial maximum (LGM).

Plosone

In contrast, LCA methods initially use a probabilistic modeling approach (such as finite mixture modeling) to identify the likely distributions with the data and the likely placement of individuals within those distributions.

BMC Medical Research Methodology

The posterior distributions represent likely distributions for chloroform concentrations in tap water and ambient air consistent with the biomonitoring data, as well as the assumptions and constraints imposed by the model, exposure regimen, and prior distributions.

Environmental Health Perspectives

The statistically-most-likely distribution is generally less accurate than the appropriate bivariate beta distribution but still gives reasonable predictions and does not require knowledge of the mixing configuration, so it is a suitable model when no single mixing configuration can be identified.

Combustion and Flame

Expert writing Tips

Best practice

When discussing future events or scenarios, use "likely distribution" to convey a sense of probability without implying certainty. For instance, "The model predicts the "likely distribution" of resources in the event of a supply chain disruption."

Common error

Avoid using "likely distribution" when the actual distribution is known or easily determined. Overusing it in such contexts can weaken your argument. Instead, use "actual distribution" or "observed distribution".

Linguistic Context

The phrase "likely distribution" functions as a noun phrase where "likely" modifies "distribution". It specifies the probable arrangement or spread of something, whether it's data, resources, or events. Ludwig provides examples showing its usage in diverse contexts, such as predicting resource allocation or assessing contamination pathways.

Expression frequency: Common

Frequent in

Science

60%

News & Media

30%

Formal & Business

10%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "likely distribution" is a grammatically sound and versatile term, predominantly used in science, news, and formal business contexts to describe an expected or probable arrangement. Ludwig AI confirms its correctness and common usage. While alternatives like "probable spread" or "expected pattern" exist, "likely distribution" effectively conveys a sense of probability without implying absolute certainty, as evidenced by numerous real-world examples. It is crucial to avoid overstating certainty and to opt for terms like "actual distribution" when the distribution is definitively known. Overall, "likely distribution" is a valuable asset in expressing informed estimations.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

most plausible distribution

Similar meaning, but it emphasizes the credibility and believability of the distribution.

estimated distribution

Indicates that the distribution has been approximated or calculated based on available data.

potential distribution

Suggests that the distribution is possible but not necessarily probable.

typical distribution

Focuses on the normality and commonness of the distribution.

probable spread

Focuses on the spatial arrangement or dissemination of something, emphasizing its anticipated expansion.

expected pattern

Emphasizes the arrangement of elements and its predictability based on available data or models.

predicted allocation

Highlights the apportionment or assignment of resources or elements and its forecast.

anticipated arrangement

Stresses the structured placement of components and its foreseen nature.

foreseeable dispersion

Implies a scattering or spreading out and its ability to be predicted.

statistical distribution

Emphasizes the statistical nature of the distribution.

FAQs

How can I use "likely distribution" in a sentence?

You can use "likely distribution" to describe the probable arrangement or spread of something. For example, "The study examines the "likely distribution" of the population across different age groups."

What are some alternatives to "likely distribution"?

Alternatives include "probable spread", "expected pattern", or "predicted allocation" depending on the specific context.

What's the difference between "likely distribution" and "potential distribution"?

"Likely distribution" suggests a higher probability or expectation, while "potential distribution" indicates a possibility without implying a high degree of certainty.

Is "probable distribution" the same as "likely distribution"?

Yes, "probable distribution" is very similar in meaning to "likely distribution", both referring to a distribution that is expected or has a high chance of occurring.