Used and loved by millions

Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

MitStanfordHarvardAustralian Nationa UniversityNanyangOxford

data have been collected

Grammar usage guide and real-world examples

USAGE SUMMARY

"data have been collected" is correct and usable in written English.
You can use it when you want to talk about a particular set of data that has been collected. For example, "We have conducted our survey and the data have been collected."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Available data have been collected from observatories globally.

Science & Research

Nature

Genetic data have been collected from 1,645 Alzheimer's patients.

Over 5000 experimental data have been collected and analysed.

Data have been collected by Italian Statistic Institute (ISTAT).

But as progressively more data have been collected, that risk has become smaller and smaller.

News & Media

The Guardian

A feature of note is that nearly all the data have been collected in the vernacular.

Science & Research

Nature

Data have been collected from measurements on freely suspended cubes in a wind-tunnel.

Irregular friction brake vibration data have been collected with sampling rates of up to 200 kHz.

For this purpose, geotechnical data have been collected from different government and private organizations.

So far insufficient and less reliable sediment yield data have been collected for Northern Ethiopia.

However, few data have been collected on children with rotavirus diarrhea basing on outpatient department surveillance.

Show more...

Expert writing Tips

Best practice

When using the phrase "data have been collected", ensure that you specify the source and method of data collection to maintain transparency and credibility.

Common error

Be mindful of subject-verb agreement. While "data" is technically plural, it's increasingly accepted as singular in some contexts. If treating it as singular, use "data has been collected" instead, but maintain consistency throughout your document.

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

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

81%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "data have been collected" functions as a statement indicating that a process of gathering information has been completed. This is supported by Ludwig examples demonstrating its use in various scientific and academic contexts.

Expression frequency: Very common

Frequent in

Science

76%

News & Media

12%

Academia

7%

Less common in

Formal & Business

3%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "data have been collected" is a grammatically correct and frequently used phrase that indicates the completion of a data gathering process. As Ludwig AI confirms, it's appropriate for formal contexts, especially in scientific and academic writing. While the phrase is widely accepted, it's essential to maintain consistency in number agreement with the noun "data". When using this phrase, specifying the source and collection method enhances transparency. Alternatives such as "information has been gathered" or "records have been compiled" can be used depending on the specific context.

More alternative expressions(10)

Phrases that express similar concepts, ordered by semantic similarity:

Information has been gathered

Substitutes 'data' with 'information' and 'collected' with 'gathered', offering a slightly more general term.

Records have been compiled

Changes 'records' for 'data' and 'compiled' for 'collected', implying a more structured and organized assembly of information.

Statistics have been obtained

Replaces 'data' with 'statistics' and 'collected' with 'obtained', suggesting a more quantitative context.

Findings have been recorded

Uses 'findings' instead of 'data' and 'recorded' in place of 'collected', implying the results of a study or investigation.

Evidence has been accumulated

Replaces 'data' with 'evidence' and 'collected' with 'accumulated', suggesting a gradual increase in supporting information.

Measurements have been taken

Uses 'measurements' instead of 'data' and 'taken' in place of 'collected', implying a process of quantification.

Observations have been documented

Replaces 'data' with 'observations' and 'collected' with 'documented', highlighting the act of recording specific events or phenomena.

Figures have been assembled

Substitutes 'data' with 'figures' and 'collected' with 'assembled', indicating a process of gathering numerical information.

Details have been acquired

Uses 'details' instead of 'data' and 'acquired' in place of 'collected', suggesting a process of obtaining specific pieces of information.

Facts have been established

Replaces 'data' with 'facts' and 'collected' with 'established', implying that the information is verified and confirmed.

FAQs

What does "data have been collected" mean?

The phrase "data have been collected" indicates that information has been gathered, usually as part of a study, survey, or monitoring process. It implies that the process of gathering the specific information is complete.

How can I use "data have been collected" in a sentence?

You can use "data have been collected" when describing a completed research phase. For example, "Following the survey, the "data have been collected" and are ready for analysis."

What are some alternatives to saying "data have been collected"?

Alternatives include "information has been gathered", "records have been compiled", or "statistics have been obtained". The best choice depends on the specific context and the type of data involved.

Is it correct to say "data has been collected" instead of "data have been collected"?

While "data" is traditionally plural, it's increasingly used as a singular noun. Therefore, "data has been collected" is becoming more acceptable, particularly in informal contexts. However, maintaining consistency in your writing is crucial.

ChatGPT power + Grammarly precisionChatGPT power + Grammarly precision
ChatGPT + Grammarly

Editing plus AI, all in one place.

Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.

Source & Trust

81%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Most frequent sentences: