grouping by

USAGE SUMMARY

The phrase "grouping by" is correct and usable in written English.
It is typically used in contexts involving data organization, categorization, or analysis, often in fields like statistics, programming, or data science. Example: "In our analysis, we will be grouping by age to better understand the trends in our data."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

59 human-written examples

The results showed a discrepancy between wealth grouping by land and wealth grouping by livestock holdings.

Pastoralism

Grouping by proximity of privacy choices provides the highest privacy gains.

Sustainable Cities and Society

We introduce a novel grouping by cycle length (GCL) strategy that achieves favorable packet delay performance.

Optical Switching and Networking

Based on this, we propose grouping by matching an adaptive resampling method.

Journal of Petroleum Exploration and Production Technology

Grouping by Entity avoids useless comparisons, for example, by comparing geometries of IfcWindow and IfcDoor.

Visualization in Engineering

The novel method contains parts of the grouping by matching, inter-block trace TFPF and aggregation.

Journal of Petroleum Exploration and Production Technology

It said research also suggests grouping by ability had a bad effect on children in the lowest groups.

BBC

"Grouping by family can hasten the spread of eusocial alleles, but it is not a causative agent.

Science Magazine

Here you'll find other content grouping by theme, too – like Superhero movies or top kids' shows, deals, and free episodes, for example.

TechCrunch

Nevertheless, the authors conclude that grouping by learning styles might not be the factor affecting group collaborations.

Research and Practice in Technology Enhanced Learning

Human-verified similar examples from authoritative sources

Similar Expressions

1 human-written examples

(B ) grouping-by-causality evaluation.

eLife

Expert writing Tips

Best practice

When using "grouping by", ensure the criterion for grouping is clearly defined to avoid ambiguity. For example, "grouping by age" is less clear than "grouping by age range (0-10, 11-20, etc.)".

Common error

Avoid using vague or overly broad criteria when "grouping by". Ensure that the criteria are specific and measurable to yield meaningful results. For example, instead of "grouping by interest", specify "grouping by demonstrated interest based on survey responses".

Linguistic Context

The phrase "grouping by" functions as a prepositional phrase that modifies a verb, indicating the criterion used for categorization or arrangement. As Ludwig AI suggests, it is used to specify the method of organizing data. It is commonly found in scientific and data analysis contexts.

Expression frequency: Very common

Frequent in

Science

60%

News & Media

20%

Formal & Business

10%

Less common in

Wiki

5%

Reference

3%

Social Media

2%

Ludwig's WRAP-UP

In summary, the phrase "grouping by" is a grammatically correct and widely used prepositional phrase for indicating the criteria used for categorization. As Ludwig AI confirms, it's prevalent in scientific, news, and formal business contexts, serving to specify the basis for classification. Alternatives include "categorizing by", "classifying by", and "sorting by". When using "grouping by", ensure the criteria are clear and specific. A common error is oversimplifying these criteria, leading to ambiguity. The phrase's formality ranges from neutral to formal, with a primary function of specifying the method of organizing data and Ludwig's examples showing its wide adoption across disciplines.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

categorizing according to

Emphasizes the act of placing items into categories based on a defined criterion.

sorting based on

Focuses on arranging items in a specific order determined by a particular attribute.

classifying by means of

Highlights the use of a specific method or tool to assign items to classes.

arranging via

Implies a specific process or method of arranging items.

segmenting by

Indicates the division of a larger group into smaller, distinct segments based on a shared characteristic.

categorizing via

Highlights the use of specific method or tool to categorize items.

division by

Focuses on separating a whole into parts according to a defined attribute.

organization by

Emphasizes the structural arrangement of elements based on a certain principle.

segmentation according to

Emphasizes on dividing into segments based on a defined criterion.

distribution by

Focuses on allocating items into different groups or categories.

FAQs

How to use "grouping by" in a sentence?

Use "grouping by" to indicate the criteria used to categorize data or items, for example, "We are "grouping by" age range to analyze customer preferences".

What can I say instead of "grouping by"?

You can use alternatives like "categorizing by", "classifying by", or "sorting by" depending on the context.

Which is correct, "grouping by" or "grouping according to"?

"Grouping by" and "grouping according to" are both correct, but ""grouping by"" is more concise and commonly used. "Grouping according to" may be preferred when emphasizing a specific set of rules or guidelines.

What's the difference between "grouping by" and "clustering by"?

"Grouping by" generally refers to creating distinct categories based on predefined criteria, while "clustering by" often involves using algorithms to identify natural groupings in data without predefined criteria.