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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
heterogeneous choice
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "heterogeneous choice" is correct and usable in written English.
It can be used in contexts where you want to describe a selection or decision-making process that involves diverse or varied options. Example: "The study focused on the impact of heterogeneous choice on consumer behavior in different markets."
✓ 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
1 human-written examples
We applied the heterogeneous choice model procedure, 84 for which we fitted heteroscedastic binary response models via maximum likelihood and ran likelihood tests to compare both models (results can be requested from the author).
Science
Human-verified similar examples from authoritative sources
Similar Expressions
59 human-written examples
In the current study, too few respondents opted for a partner from another migrant group, and those who did made very heterogeneous choices.
Microsoft needs to recognize that the world has become far more heterogeneous and choice-driven than ever.
News & Media
In order to get an efficient specification and simulation of a heterogeneous system, the choice of an appropriate model of computation (MoC) for each system part is essential.
The study in this paper will help to understand heterogeneous travelers' route choice behavior and can serve as a useful tool for evaluating the effects of various transport policies on different user classes at the strategic level.
Usually, available experimental data are obtained under different conditions using heterogeneous techniques, whose choice must be done according to the observation of a specific phenomenon of interest on the pathways [ 2, 4– 6].
Considering that seed sourcing decisions are often based on geographic proximity, and the broad distribution of many plant species in heterogeneous landscapes, the choice of appropriate genetic material for restoration requires an understanding of patterns of adaptation across a range of scales.
Science
The goal of this paper is to evaluate the nature and extent of such bias by (a) modifying the Sub-Regional TimodelSupply (SRto) model to reflect landowner heterogeneity; and (b) using estimated parameters to tie timber markets to heterogeneous individual supply choices.
Science
Such components may be heterogeneous in their choices of languages and components, span all levels of engineering maturity and evolve at different rates.
Science
Some recent attempts on constructing heterogeneous designs for stated choice experiments where different respondents or groups of respondents get different subdesigns have proven successful.
Science
Compared to homogeneous designs where all respondents get the same choice sets, heterogeneous designs allow for more variation in the attribute levels resulting in a larger amount of information on the respondents' preferences.
Science
Expert writing Tips
Best practice
When using "heterogeneous choice", ensure the context clearly indicates that the options or elements being chosen from are indeed diverse or varied in nature. This phrase is best suited for technical, scientific, or academic writing.
Common error
Avoid using "heterogeneous choice" in everyday situations where simpler terms like "varied options" or "diverse selection" would suffice. Overusing technical jargon can make your writing sound pretentious.
Source & Trust
83%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "heterogeneous choice" functions as a noun phrase where "heterogeneous" modifies the noun "choice". According to Ludwig AI, it is a correct and usable phrase, particularly in academic and technical contexts. The examples show its use in describing varied selections or options.
Frequent in
Science
69%
News & Media
12%
Formal & Business
12%
Less common in
Wiki
3%
Encyclopedias
2%
Reference
0%
Ludwig's WRAP-UP
In summary, "heterogeneous choice" is a grammatically correct phrase used to describe selection processes involving diverse or varied options. Ludwig AI confirms its validity and usability, particularly in formal, scientific, and technical contexts. While not a very common phrase, it is appropriate when precision is needed to convey the diversity of choices. Simpler alternatives like "varied options" or "diverse selection" may be suitable in less formal settings. Its register is formal and scientific, and overuse in simple contexts should be avoided.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
varied selection
This alternative replaces "heterogeneous" with "varied", emphasizing the diversity of options available.
diverse option
This alternative replaces "choice" with "option" emphasizing the different possibilities.
dissimilar selection
Using "dissimilar" in place of "heterogeneous" highlights the lack of uniformity among the options.
eclectic preference
Shifting to "eclectic preference" suggests a choice based on a wide-ranging taste or inclination.
mixed assortment
This phrase highlights a combination of different items or options, emphasizing variety.
varied preference
This alternative focus on how people can have different tastes.
diverse array
Switching to "diverse array" stresses the range of options presented.
uncommon selection
Replacing "heterogeneous" with "uncommon" suggests that the choices are not typical or ordinary.
non-uniform decision
This alternative emphasizes the lack of uniformity in the decision-making process.
miscellaneous pick
Emphasizes the randomness of the selection.
FAQs
How can I use "heterogeneous choice" in a sentence?
You can use "heterogeneous choice" to describe situations where there is a diverse range of options or preferences. For example: "The study examined the impact of "heterogeneous choice" on consumer behavior".
What's a simpler alternative to "heterogeneous choice"?
Alternatives include "varied options", "diverse selection", or "mixed assortment", depending on the specific context.
In what contexts is "heterogeneous choice" most appropriate?
"Heterogeneous choice" is best suited for academic, scientific, or technical writing where a precise description of diverse options is necessary. It may not be appropriate for informal or casual communication.
Is there a difference between "heterogeneous choice" and "homogeneous choice"?
Yes. "Heterogeneous choice" refers to a selection from diverse options, while "homogeneous choice" implies selecting from options that are similar or uniform. They are opposite in meaning.
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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
83%
Authority and reliability
4.1/5
Expert rating
Real-world application tested