heterogeneous by

USAGE SUMMARY

The phrase "heterogeneous by" is correct and usable in written English.
It can be used to describe a group or collection that is diverse or varied in nature, often followed by a specific characteristic or criterion that defines the heterogeneity. Example: "The participants in the study were heterogeneous by age, including individuals from various age groups."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

41 human-written examples

Cities are heterogeneous by their very nature.

The New Yorker

Shows like this are heterogeneous by nature, so the emergence of a dominant theme is both unusual and striking.

The New York Times

So the world might be heterogeneous by, for instance, instantiating-here red and instantiating-there green.

SEP

Aquatic and terrestrial habitats are heterogeneous by nature with respect to sound and light conditions.

Environmental Pollution

Here, we have evaluated whether peer effects are heterogeneous by own ability by including a simple linear interaction term.

IZA Journal of Labor Economics

We next investigate if this is a universal trend or if the relationship between PYSM and children's school performance is heterogeneous by parents' country of origin group.

IZA Journal of Migration

Human-verified similar examples from authoritative sources

Similar Expressions

19 human-written examples

Their interpretation was that the anisotropic region was caused by heterogeneous structure generated by fluid rising from the mantle wedge.

Earth, Planets and Space

In this work it was studied the degradation of the insecticide fipronil (FIP) by heterogeneous photocatalysis induced by TiO2 P25.

Water Research

It illustrates that 22q11DS-ASD is predominantly discriminated from heterogeneous ASD by function 2, KS-ASD from heterogeneous ASD by function 1. Table S4 states the description of the extracted items with the discriminant coefficients for the 3-group DA.

Plosone

NDTMM tumours did not have heterogeneous telomeres by TRF analysis and were negative for telomerase activity by TRAP analysis.

BMC Cancer

Acute leukemias are heterogeneous, characterized by different genetic and chromosomal abnormalities, with differing frequency by age (Greaves 2002).

Environmental Health Perspectives

Expert writing Tips

Best practice

When using "heterogeneous by", ensure the characteristic following "by" is clearly defined and relevant to the context. This provides clarity and avoids ambiguity.

Common error

Avoid assuming that "heterogeneous by" implies a negative connotation. Heterogeneity simply indicates diversity, not necessarily a problem or deficiency.

Linguistic Context

The phrase "heterogeneous by" functions as an adjective phrase followed by a preposition, modifying a noun to indicate that the entity described exhibits diversity with respect to a specified characteristic. As Ludwig shows, it is often used in scientific and academic contexts.

Expression frequency: Common

Frequent in

Science

75%

News & Media

20%

Formal & Business

5%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, the phrase "heterogeneous by" is a grammatically correct and commonly used construction, primarily in scientific and academic writing, to indicate diversity based on a specific characteristic. Ludwig confirms that this phrase is used in reliable sources, and while formal, it provides a clear and precise way to describe variability within a group. While alternatives like "diverse in" or "varied by" exist, "heterogeneous by" maintains a specific register suited for professional and technical communication. Remember to clearly define the characteristic following "by" to ensure clarity, and avoid assuming any negative connotation from the term 'heterogeneous'. It's simply about diversity, not deficiency.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

diverse with respect to

Replaces "heterogeneous" with its synonym "diverse" and uses "with respect to" to introduce the varying characteristic.

varied in terms of

Uses "varied" as a synonym and "in terms of" to specify the dimension of variation.

characterized by diversity in

Emphasizes the diversity as a defining characteristic, using a more formal structure.

displaying heterogeneity in

Replaces "heterogeneous" with its noun form "heterogeneity", highlighting the presence of variation.

demonstrating variance in

Uses "variance" to emphasize the statistical aspect of variation, suitable for quantitative contexts.

exhibiting differences in

A more straightforward and general way to express variation, suitable for broader contexts.

unevenly distributed across

Focuses on the spatial or quantitative aspect of variation, highlighting the non-uniformity.

differing with regard to

A formal way to indicate differences, often used in academic or technical writing.

not uniform in

Directly states the lack of uniformity, suitable for emphasizing the contrast with homogeneity.

showing dissimilarity in

Highlights the lack of similarity as the key aspect of variation.

FAQs

How can I use "heterogeneous by" in a sentence?

You can use "heterogeneous by" to describe a group or population that varies based on a particular characteristic. For example, "The study participants were "heterogeneous by age", including individuals from different age groups."

What are some alternatives to "heterogeneous by"?

Depending on the context, you can use alternatives like "diverse in", "varied by", or "characterized by diversity in".

Is "heterogeneous by" formal or informal?

The phrase "heterogeneous by" is generally considered formal and is often used in academic, scientific, and professional contexts.

What does "heterogeneous by" mean?

The phrase "heterogeneous by" signifies that a group or collection is diverse or varied according to a specific attribute or criterion.