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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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at an aggregate level

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "at an aggregate level" is correct and usable in written English.
It can be used when discussing data, statistics, or trends that are considered as a whole rather than in individual parts. Example: "When analyzing the economic impact, we need to look at the data at an aggregate level to understand the overall trends."

✓ Grammatically correct

Science

News & Media

Academia

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

At an aggregate level, China's investment rates seem inefficiently high.

News & Media

The Economist

This analyses data at an aggregate level and give pointers about what is likely to drive improvement in a school system.

News & Media

The Guardian

5. Follow the journey The use of behavioural data needs to be explored carefully and only ever in an anonymised form and at an aggregate level.

News & Media

The Guardian

This anonymous information is used and analyzed only at an aggregate level to help us understand trends and patterns in our site's usage.

At an aggregate level, digitisation boosts growth rates.That suggests the greatest gains from going digital will come in emerging economies, given their lowly starting-points.

News & Media

The Economist

Do new incentive elements for drilling promote effective utilisation of scarce rig capacity at an aggregate level, or do they primarily represent a zero-sum game?

The safety of signalized intersections has often been evaluated at an aggregate level relating collisions to annual traffic volume and the geometric characteristics of the intersection.

However, current transportation research still lacks practical tools and methodologies to analyze parking needs and dynamics, which cannot be adequately performed at an aggregate level.

These studies also find no statistically significant negative effects on employment or hours at an aggregate level or for low-wage industries such as restaurants and retail stores, or for specific groups of workers such as teens.

And so at an aggregate level, height data are pretty helpful.Researchers find height data from different places, including army archives; it is common practice to measure the stature of new recruits.

News & Media

The Economist

This all works at an aggregate level, but what about at an individual level?

News & Media

Forbes
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Expert writing Tips

Best practice

When using "at an aggregate level", ensure it's followed by a clear explanation of what is being aggregated (e.g., data, statistics, results).

Common error

Avoid using "at an aggregate level" when you specifically mean "on average". Aggregation refers to combining data, while averaging is a specific calculation of central tendency.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

84%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "at an aggregate level" functions as an adverbial phrase, modifying verbs or clauses to specify that an action or analysis is performed on combined or summarized data. Ludwig AI confirms its use in describing how data is considered, not individually, but as a whole.

Expression frequency: Very common

Frequent in

Science

48%

News & Media

33%

Academia

10%

Less common in

Formal & Business

5%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "at an aggregate level" is a common and grammatically correct phrase used to indicate that data is being analyzed collectively, rather than individually. According to Ludwig AI, it frequently appears in scientific, news, and academic contexts. When writing, remember to use this phrase to clarify that you are discussing overall trends or summaries, and be mindful of potential confusion with terms like "average". Alternatives such as "in the aggregate" or "on a collective basis" can provide variety in your writing.

FAQs

How can I use "at an aggregate level" in a sentence?

Use "at an aggregate level" to indicate that you are considering data or information as a whole, rather than individually. For example: "At an aggregate level, digitisation boosts growth rates".

What's the difference between "at an aggregate level" and "at an individual level"?

"At an aggregate level" refers to considering data collectively, while "at an individual level" refers to considering data for each separate entity or person.

What can I say instead of "at an aggregate level"?

You can use alternatives like "in the aggregate", "on a collective basis", or "taken as a whole", depending on the context.

Is it always appropriate to analyze data "at an aggregate level"?

Analyzing data "at an aggregate level" can reveal broad trends but may mask important variations or anomalies at the individual level. The appropriateness depends on the research question and the nature of the data.

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Source & Trust

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Authority and reliability

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Real-world application tested

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