data have been accumulated

USAGE SUMMARY

The phrase "data have been accumulated" is correct and usable in written English.
It can be used in contexts where you want to indicate that data has been collected or gathered over a period of time. Example: "In our research, we found that data have been accumulated from various sources to support our findings."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

36 human-written examples

Annual surveys were conducted and five waves of panel data have been accumulated until 2012.

International Journal of Child Care and Education Policy

Large amounts of smart meter data have been accumulated and used for diverse analysis purposes.

Information Systems

Recently, SeaWiFS data have been accumulated and their quantity is sufficient for the crude statistical analysis of image time series for 25 years.

Advances in Space Research

Unlike the latter, B lobe is directly measured by spacecraft, and huge amounts of data have been accumulated over the last few decades.

Earth, Planets and Space

The local time dependence is less obvious than it was for the CHAMP data, possibly because not enough Swarm data have been accumulated yet.

Earth, Planets and Space

Recently, due to the advancement of acquisition techniques, visual tensor data have been accumulated in a great variety of engineering fields, e.g., biometrics, neuroscience, surveillance and remote sensing.

Journal of Visual Communication and Image Representation

Human-verified similar examples from authoritative sources

Similar Expressions

24 human-written examples

Recent data have been accumulating to support a key role of MEK5/ERK5 signalling in carcinogenesis.

British Journal of Cancer

Moreover, it is probably one of the most extensively investigated herbal formulas as experimental and clinical data have been accumulating worldwide [ 13].

BMC Complementary and Alternative Medicine

Research on histone methylation has become the most flourishing area of epigenetics in the past fourteen years, and a large amount of data has been accumulated regarding its biology and disease implications.

Pharmacology & Therapeutics

Since less than a year of satellite data had been accumulated, the SV model - i.e. the magnetic field linear variation in time - is only accurate for the longest wavelengths (up to SH degree 8).

Earth, Planets and Space

It is only recently that a sufficient body of data has been accumulated to allow us to begin understand the specific roles played by discrete cell populations, to assess the importance of their relative contributions to the control of normal and pathological feeding, and to investigate how these functional populations work together to control food intake.

Appetite and Body Weight Integrative Systems and the Development of Anti-Obesity Drugs

Expert writing Tips

Best practice

When using "data have been accumulated", ensure that the context clearly indicates the source and purpose of the data. Specify the period over which the data were accumulated to provide a clearer understanding of the scope of the information.

Common error

Avoid shifting from past to present tense when discussing accumulated data. Maintain consistent tense throughout your writing to prevent confusion. For example, instead of saying 'Data have been accumulated, and the results show...', use 'Data have been accumulated, and the results showed...'

Linguistic Context

The phrase "data have been accumulated" functions as a statement indicating that information has been gathered and built up over a period of time. According to Ludwig, this phrase is correct and usable in written English. Examples show its use in scientific contexts.

Expression frequency: Common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Academia

0%

Ludwig's WRAP-UP

In summary, the phrase "data have been accumulated" is a grammatically sound and frequently used expression, especially within scientific and academic contexts. As Ludwig AI confirms, it's used to convey that data has been collected over time, often setting the stage for further analysis or discussion. While "data has been collected" is a simpler alternative, "data have been accumulated" emphasizes the process of building up the data over time. The phrase is best suited for formal writing and contexts where precision is valued.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

data has been amassed

Emphasizes a large quantity of data has been gathered, similar to accumulated but suggests a more substantial collection.

a body of data has grown

Emphasizes the increase in the amount of data over time.

information has been compiled

Highlights the process of gathering and organizing data into a structured format.

records have been compiled

Focuses on the systematic gathering of records.

research findings have accrued

Focuses on the accumulation of results from research studies.

evidence has been gathered

Focuses on collecting evidence to support a claim or hypothesis.

a database has been populated

Highlights the filling of a database with data.

statistics have been gathered

Suggests that numerical data has been collected.

insights have been derived

Suggests data has been analyzed and conclusions have been drawn.

knowledge has been developed

Implies a gradual increase in understanding through data collection and analysis.

FAQs

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

You can use "data have been accumulated" to indicate that information has been collected over time. For example, "Over the past decade, significant "data has been accumulated" linking Glutatione S-Transferases (GSTs) with the development of several diseases."

What are some alternatives to "data have been accumulated"?

Alternatives include phrases like "data has been collected", "information has been compiled", or "evidence has been gathered", depending on the context.

Is it correct to say "data has been accumulated"?

While "data" is technically plural, it's often treated as singular in modern usage, especially in informal contexts. However, in formal and scientific writing, "data have been accumulated" is generally preferred.

What's the difference between "data have been accumulated" and "data has been collected"?

"Data have been accumulated" implies a gradual increase over time, whereas "data has been collected" simply means it has been gathered. The former emphasizes the process of building up the data.