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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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at the area level

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "at the area level" is correct and usable in written English.
It can be used when discussing something that pertains to a specific geographic or administrative area, often in contexts like research, policy, or planning. Example: "The study focused on environmental impacts at the area level to better understand local effects."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

47 human-written examples

Our theoretical framework considers individual migration decisions, but in the analysis that follows we create gross migration rates at the area level.

Early work took a coarse-grained approach, comparing crime levels at the area level with street network density and finding a positive relationship with burglary risk (Bevis and Nutter1977).

Employment data are from Labor Force Surveys, house price per sqm from Osservatorio Immobiliare (aggregated at the area level by weighting with 2007 population), population from Istat intercensus reconstruction, annual payments from Opencoesione website Fig. 2 Density of annual per-capita payments, Southern Italy LLMs; Notes: Payments are on a log-scale.

At the area level, the HDI presented the socioeconomic status.

Robust SEs were used to adjust for survey clustering at the area level.

Science

BMJ Open

The income domain will therefore be used to assess inequalities at the area level.

Science

BMJ Open
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Human-verified similar examples from authoritative sources

Similar Expressions

13 human-written examples

Although our analysis was based on individuals, socioeconomic status could be measured at only the area level.

However, it was verified that the CBH itself could be predicted accurately also at the area-level, which is well in line with the findings of the previous studies (e.g., Maltamo et al. 2010; see also Maltamo et al. 2012).

The IRSAD accounts for parameters measured at the area-level, including high and low income, and type of occupation.

Generally, the variances were small, both at the area-level and GP-level, meaning that there is little unexplained variation at both levels.

Maheswaran et al. [ 13] showed an association between levels of air pollution and incidence of stroke in a area-level geographical study, where potential confounders such as smoking and socio-economic status were adjusted for at the area-level.

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Expert writing Tips

Best practice

When using "at the area level", clearly define the specific geographic or administrative area you are referring to, ensuring your audience understands the scope of your analysis or discussion.

Common error

Avoid assuming that associations observed "at the area level" automatically apply to individuals within that area. This can lead to ecological fallacy, where you incorrectly infer individual-level relationships from group-level data.

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

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

83%

Authority and reliability

4.1/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "at the area level" functions as an adverbial prepositional phrase, modifying a verb or adjective to specify the scope or scale of an action, measurement, or characteristic. Ludwig AI confirms this usage is correct in written English.

Expression frequency: Common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Reference

0%

Ludwig's WRAP-UP

In summary, the phrase "at the area level" is a grammatically sound and commonly used prepositional phrase. Ludwig AI validated that it serves primarily to delineate the scope of analysis or intervention to a geographical or administrative region, particularly within academic and scientific domains. While correct, it is important to avoid the ecological fallacy by not directly inferring individual characteristics from area-level trends. Related phrases include "at the local level" and "on a regional scale", which can be employed to subtly shift the emphasis based on the context. When using this phrase, always define the area clearly to avoid ambiguity. Finally, usage is less common outside scientific literature.

FAQs

How can I use "at the area level" in a sentence?

You can use "at the area level" to specify that data or analysis is aggregated or relevant to a particular geographic or administrative region. For example: "We analyzed socio-economic indicators "at the area level" to identify disparities in healthcare access."

What are some alternatives to "at the area level"?

Alternatives include "at the local level", "on a regional scale", or "within the area depending" on the specific context and desired emphasis.

Is it appropriate to use "at the area level" in formal writing?

Yes, "at the area level" is appropriate for formal and scientific writing when discussing data or analysis related to specific geographic regions. It clearly indicates that the information pertains to the area as a whole, rather than to individuals.

What does it mean to analyze data "at the area level"?

Analyzing data "at the area level" means examining aggregated data for a defined geographic or administrative region. This approach can reveal patterns and trends that might not be apparent when looking at individual-level data but caution should be exercised to avoid ecological fallacies.

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Source & Trust

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Authority and reliability

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Expert rating

Real-world application tested

Most frequent sentences: