a thorough data

USAGE SUMMARY

The phrase "a thorough data" is not correct in standard written English.
The word "data" is typically treated as a plural noun, so it should be used with "thorough" in a different context, such as "thorough analysis of the data." Example: "The researchers conducted a thorough analysis of the data collected during the experiment."

⚠ May contain grammatical issues

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

21 human-written examples

The FDA supports the NAO's recommendations, particularly prioritising a thorough data cleansing exercise, which Penman described as "crucial to members getting the pension they have saved for".

The Guardian

Instead, conduct a thorough data analysis of the current market so you can make a confident, well-researched offer.

Forbes

But such methodologies would generally involve a thorough data collection and analysis on a large sample of sites, which seems hard to implement by practitioners in the routine situations we considered in this paper.

European Transport Research Review

She advocates for a thorough data management service, so we know where that drone camera footage is at all times, and for the State Legislature to ensure strict oversight. .

Vice

Our analysis is based on a thorough data set of more than 5000 interspecific phylogenies and a sample of 67 intraspecific phylogenies (see Text S1), thereby testing the universality of the results derived across scales.

Plosone

A thorough data cleaning procedure was followed using the biogeo package in R (M.

AoB PLANTS

Human-verified similar examples from authoritative sources

Similar Expressions

39 human-written examples

The Department had begun to consider these matters some years before, when allocation mechanisms were being discussed and it conducted a thorough data-quality checking process which took six months.

Food and Agriculture Organization of the United Nations

The pathology data acquired through these analyses should be correlated with clinical data to yield a more thorough data set for submission to the governing regulatory body.

Cardiovascular Pathology

Environmental economist Valerie Mueller of the International Food Policy Research Institute in Washington, D.C., says that the study provides a valuable insight into what causes people to permanently relocate and uses an unusually thorough data set, adding that she can count the number of rigorous studies on this subject  "on the fingers of my one hand".

Science Magazine

In a field where thorough data collection, rigorous statistical methods and careful scrutiny by one's peers are considered the hallmarks of quality, Mr. Moynihan continues to be spoken of as a flawed social scientist, even a lightweight.

The New York Times - Arts

Moreover, we believe that in general having this validation policy leads to a more sensible and thorough data analysis, programming and code checking, and selection of hypotheses to validate.

BMC Medical Research Methodology

Expert writing Tips

Best practice

When referring to data, remember that "data" is often treated as plural. Use adjectives that accurately reflect the scope and detail of the dataset. For example, use "comprehensive data analysis" instead of "a thorough data analysis".

Common error

Avoid using the indefinite article "a" with "data" as it is generally treated as a plural noun. Instead, focus on using descriptive adjectives that fit the data's characteristics, such as "comprehensive", "detailed", or "extensive".

Linguistic Context

The phrase functions as a descriptive modifier followed by a noun. However, since "data" is often considered plural, this construction is grammatically incorrect. Ludwig AI indicates that it should be rephrased for correct usage.

Expression frequency: Common

Frequent in

Science

38%

News & Media

31%

Formal & Business

13%

Less common in

Academia

9%

Reference

0%

Encyclopedias

0%

Ludwig's WRAP-UP

While the phrase "a thorough data" appears in various contexts, it's important to note that it's grammatically questionable since "data" is commonly treated as a plural noun. According to Ludwig AI, it's more appropriate to use expressions like "thorough analysis of the data" or to opt for alternative phrases such as "comprehensive data" or "detailed data". These alternatives ensure grammatical correctness and maintain the intended meaning. When aiming for precision and clarity, especially in formal and scientific writing, choosing grammatically sound alternatives is recommended.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

comprehensive data

Replaces "thorough" with a synonym implying completeness and broad coverage.

detailed data

Replaces "thorough" with a synonym emphasizing the depth and level of information provided.

extensive data

Replaces "thorough" with a synonym suggesting a large amount of data.

in-depth data

Emphasizes the depth and intensity of the data analysis.

exhaustive data

Highlights the completeness and comprehensiveness of the dataset.

substantial data

Focuses on the significant amount and importance of the data.

meticulous data

Highlights the careful and precise nature of the data collection and analysis.

rigorous data

Emphasizes the strict and methodical approach used in obtaining the data.

complete data

Suggests the data is whole and contains all necessary information.

accurate data

Highlights the correctness and reliability of the information.

FAQs

How can I correctly use "thorough" with data?

Since "data" is often considered plural, use phrases like "thorough analysis of the data" or "thorough data collection" rather than "a thorough data".

What are some alternatives to "a thorough data"?

Consider using alternatives such as "comprehensive data", "detailed data", or "extensive data" to describe the dataset.

Is it grammatically correct to say "a thorough data analysis"?

Yes, "a thorough data analysis" is grammatically sound. The adjective "thorough" correctly modifies the singular noun "analysis".

What's the difference between "a thorough data collection" and "thorough data collection"?

While both are acceptable, "thorough data collection" is more common and concise. Adding "a" emphasizes the act of collecting data being just one instance. Using "thorough data collection" without the article is a more general, less specific construction.