The word data is plural not singular

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Summary

The word data is now generally treated as singular, much like the word information (all the data you need is on this drive). Its use as a plural word is now restricted mainly to academic and scientific writing (the data are inconclusive). When using this word, check whether you want to convey the sense of a plural noun (the data indicate that . . .) or a singular mass noun (the data has been downloaded).

Data: Singular or plural?

Data can be either singular or plural, though it is now more often used as a singular word. The word data came into English as the plural of the Latin word datum, which means “a single piece of information.” Over time, data became synonymous with “information”: it then became a singular word in its own right, no longer simply a plural.

Examples

  • Singular: The data is unreliable.
  • Singular: Our data indicates that dogs like ice-cream.
  • Plural: The data are all from the same source.
  • Plural: Our data indicate that cats like country music.

Although traditionalists prefer retaining the plural meaning of data, standard dictionaries agree that data can now be used as singular. Merriam-Webster lists data as a word that is “plural in form, but singular or plural in construction,” providing examples of both singular and plural usage. Oxford meanwhile simply lists data as a mass noun, noting that in technical fields, the word is still treated as plural. Cambridge also lists data as a noun that can be used with both singular and plural verbs.

Data as singular

Data is now generally considered singular and used to mean information. It is no longer used only as the plural of datum but stands on its own as a singular mass noun. It then agrees with singular verbs and pronouns.

Examples

  • Data for this year is not available, but it is available for last year.
  • Our data shows that incidents of violent crime have declined over the last decade.

When the word data is considered singular, it is used with determiners and quantifiers used with mass nouns (this, much, little).

Examples

  • There is little data available for verification.
  • Much of the data released is questionable.

Data as plural

In academic and scientific papers, data generally retains its meaning as the plural of datum. It is then used with plural verbs and pronouns.

Examples

  • The data are ready to be presented in graphs and figures.
  • Acme Inc.’s earnings data have just been released.
  • After population data were collected, they were cross-referenced and published.

Note that when data is considered plural, it is used with plural determiners and quantifiers like these, many, and few.

Examples

  • These data come from various sources.
  • Only a few of the data published are as yet unverified.

Note

Interestingly, cardinal numbers are not used before data, even when it is a plural noun.

Examples

  • Incorrect: Poco has updated four data in the file.
    Correct: Poco has updated four points of data in the file.
  • Incorrect: Four hundred data are ready to be shown in graphs and figures.
    Correct: Four hundred sets of data are ready to be shown in graphs and figures.

This behavior—the inability to take a number—is similar to that of mass nouns.

How to correctly use the word data

In speech and nonscientific writing, use data as singular rather than plural. In writing for a general audience, “data is” sounds more natural than “data are,” which can sound overly formal and pedantic.

Examples

  • The data from his brain has been downloaded into a computer.
  • When data is organized in tabular format, it can easily be analyzed.
  • All the data that makes up a human life is now stored in the cloud.

Sometimes, you may want to convey the sense of a plural word. Using data as a plural noun can help suggest discreteness. This can be useful in scientific writing, where it is important to focus on the individual pieces of information that make up a data set.

Examples

  • The data indicate that the fiscal measures implemented by various states are working.

    discrete pieces of data from different states

  • Genetic data are linkable to individual participants, thus raising concerns of privacy.
  • The data used in this study have been collected through various methodologies.

Caution

Data may be singular or plural (the data is/are . . .), but the word datas does not exist.

Chicago, AP, APA style

Many major style manuals now allow for data to be used as a singular noun. The Chicago Manual of Style considers it acceptable to use data as singular, admitting that treating the word as plural can sound pedantic. It does recommend using data as a plural word in the sciences.

The AP Stylebook also suggests using data as singular when writing for a general audience, but still recommends using it as plural in academic texts.

In contrast, the APA Publication Manual recommends restricting data to plural usage. This advice is consistent with the general recommendation to treat data as plural in academic writing, given that APA style is preferred in the social sciences.

Examples from published content

Here are some examples from published content that illustrate how data is generally considered singular.

Examples

  • He says the data is likely being used for further malicious hacking campaigns.

    — “How your personal

    data is

    being scraped from social media,” BBC News (2021)

  • Companies say the data is shared only with vetted partners.

    — “Twelve Million Phones, One Dataset, Zero Privacy,” New York Times (2019)

  • Real-world driving data from connected cars is both a treasure trove and a mine-field for auto insurers.
  • What type of data is available on Data.nasa.gov?

In academic writing, the word data is often treated as plural, not only because it sounds more formal but also to convey a sense of plurality: to emphasize the individual pieces of information that comprise a data set.

Examples

  • Available meteorological data include wind speed and direction. . . . These data are available from the Royal Dutch Meteorological Institute.
  • Vector data are composed of points, polylines, and polygons.

Metadata, a word that refers to data about other data, is also used as both singular and plural, though it is most often used as a singular mass noun. Like the word data (from which metadata was derived), metadata is generally treated as plural only in formal texts, such as scientific and academic papers.

Examples

  • Singular: The metadata changes whenever the data is changed.
  • Singular: Metadata is often useful for accounting and forensic purposes.
  • Plural: Metadata are incredibly useful for providing context to a set of data.
  • Plural: Metadata provide information not provided by the data itself.

As with data, metadata is more often used as singular than plural. Check whether you want to convey the meaning of a singular entity (a single set of metadata) or a plural word (the various pieces of information that make up the metadata). Also note that using metadata as plural can sound stuffy and pedantic in everyday usage.

Here are some examples from published content that show how metadata can be used as both singular and plural.

Examples

  • Singular: Metadata is implacable, unreasoning, unironic.
  • Singular: But metadata is not the only thing hidden in your photos.
  • Singular: Descriptive metadata provides information about the intellectual content of a digital object.
  • Plural: Metadata are included to provide context or extended information that is outside of the scope of data itself, for example, author information, or time stamps beyond those on the local file system.

Other Latin plurals

Latin plurals generally retain their plural behavior in English: radius/radii, bacterium/bacteria, phylum/phyla. Two notable exceptions (other than data) are agenda and media.

Agenda started out as the plural of the Latin agendum. Today in English, it is used as a singular word instead.

Examples

  • What is/are Poco’s agenda for today’s meeting?
  • Farley’s agenda is/are to make the world a better place.

Agenda even has its own English plural: agendas.

Examples

  • The NGOs all had their own agendas.
  • Our methods were the same, though our agendas were different.

Media, as many know, is the plural of medium. But when used to refer to mass communication, it may be considered either singular or plural.

Examples

  • The media has found its scapegoat.
  • also

  • New media have significantly affected twenty-first-century politics.

Many words that come to English from other languages retain their singular and plural identities. For example, the Greek criteria is the plural of the singular criterion: one criterion, many criteria. Through usage, however, data, agenda, and media, now have their own singular identities.

From Wikipedia, the free encyclopedia

The word data is most often used as a singular mass noun in educated everyday usage.[1][2] However, due to the history of the word, considerable controversy has existed on whether it should be considered a mass noun used with verbs conjugated in the singular, or should be treated as the plural of the now-rarely-used datum.

Usage in English[edit]

In one sense, data is the plural form of datum. Datum actually can also be a count noun with the plural datums (see usage in datum article) that can be used with cardinal numbers (e.g., «80 datums»); data (originally a Latin plural) is not used like a normal count noun with cardinal numbers and can be plural with such plural determiners as these and many or as a mass noun with a verb in the singular form.[3]
Even when a very small quantity of data is referenced (one number, for example), the phrase piece of data is often used, as opposed to datum. The debate over appropriate usage continues,[4][5][6] but «data» as a singular form is far more common.[7]

In English, the word datum is still used in the general sense of «an item given». In cartography, geography, nuclear magnetic resonance and technical drawing, it is often used to refer to a single specific reference datum from which distances to all other data are measured. Any measurement or result is a datum, though data point is now far more common.[8]

Data is indeed most often used as a singular mass noun in educated everyday usage.[9][10] Some major newspapers, such as The New York Times, use it either in the singular or plural. In The New York Times, the phrases «the survey data are still being analyzed» and «the first year for which data is available» have appeared within one day.[11] The Wall Street Journal explicitly allows this usage in its style guide.[12]
The Associated Press style guide classifies data as a collective noun that takes the singular when treated as a unit but the plural when referring to individual items (e.g., «The data is sound» and «The data have been carefully collected»).[13]

In scientific writing, data is often treated as a plural, as in These data do not support the conclusions, but the word is also used as a singular mass entity like information (e.g., in computing and related disciplines).[14] British usage now widely accepts treating data as singular in standard English,[15] including everyday newspaper usage[16] at least in non-scientific use.[17] UK scientific publishing still prefers treating it as a plural.[18] Some UK university style guides recommend using data for both singular and plural use,[19] and others recommend treating it only as a singular in connection with computers.[20] The IEEE Computer Society allows usage of data as either a mass noun or plural based on author preference,[21] while IEEE in the editorial style manual indicates to always use the plural form.[22] Some professional organizations and style guides[23] require that authors treat data as a plural noun. For example, the Air Force Flight Test Center once stated that the word data is always plural, never singular.[24][full citation needed]

References[edit]

  1. ^ New Oxford Dictionary of English, 1999
  2. ^ «…in educated everyday usage as represented by the Guardian newspaper, it is nowadays most often used as a singular.» http://www.lexically.net/TimJohns/Kibbitzer/revis006.htm
  3. ^ «data, datum». Merriam–Webster’s Dictionary of English Usage. Springfield, Massachusetts: Merriam-Webster. 2002. pp. 317–318. ISBN 978-0-87779-132-4.
  4. ^ «Data is a singular noun».
  5. ^ «Grammarist: Data».
  6. ^ «Dictionary.com Data».
  7. ^ «Elitist, Superfluous, Or Popular? We Polled Americans on the Oxford Comma». FiveThirtyEight.
  8. ^ Matt Dye (2001). «Writing Reports». University of Bristol.
  9. ^ New Oxford Dictionary of English, 1999
  10. ^ «…in educated everyday usage as represented by the Guardian newspaper, it is nowadays most often used as a singular.» http://www.lexically.net/TimJohns/Kibbitzer/revis006.htm
  11. ^
    «When Serving the Lord, Ministers Are Often Found to Neglect Themselves». The New York Times. 2009.«Investment Tax Cuts Help Mostly the Rich». The New York Times. 2009.
  12. ^
    «Is Data Is, or Is Data Ain’t, a Plural?». The Wall Street Journal. 2012.
  13. ^ Norm Goldstein, ed. (June 2002). «collective nouns». Associated Press Stylebook and Briefing on Media Law. Cambridge, Massachusetts: Perseus. Associated Press. p. 52. ISBN 0-7382-0740-3.
  14. ^ R.W. Burchfield, ed. (1996). «data». Fowler’s Modern English Usage (3rd ed.). Oxford: Clarendon Press. pp. 197–198. ISBN 0-19-869126-2.
  15. ^
    New Oxford Dictionary of English. 1999.
  16. ^
    Tim Johns (1997). «Data: singular or plural?». Archived from the original on 2009-02-11. …in educated everyday usage as represented by The Guardian newspaper, it is nowadays most often used as a singular.
  17. ^ «Data». Compact Oxford Dictionary. Archived from the original on 2008-06-15. Retrieved 2014-06-27.
  18. ^
    «Data: singular or plural?». Blair Wisconsin International University. Archived from the original on February 11, 2009.
  19. ^ «Singular or plural». University of Nottingham Style Book. University of Nottingham. Archived from the original on July 26, 2010.
  20. ^ «An introduction to data and information». OpenLearn. Archived from the original on March 4, 2016.
  21. ^ «IEEE Computer Society Style Guide, DEF» (PDF). IEEE Computer Society. Archived from the original (PDF) on 2015-09-12. Retrieved 2015-09-28.
  22. ^ «IEEE EDITORIAL STYLE MANUAL, DEF» (PDF). IEEE Periodicals. Archived from the original (PDF) on 2015-09-24. Retrieved 2015-09-28.
  23. ^ «WHO Style Guide» (PDF). Geneva: World Health Organization. 2004. p. 43. Archived from the original (PDF) on March 1, 2010.
  24. ^
    The Author’s Guide to Writing Air Force Flight Test Center Technical Reports. Air Force Flight Test Center.

Now that we’re in the information age, data is everything. Or is it data are everything? Language is dynamic, and the singularity or plurality of a word changes over time. 

Datum vs. data is a common conflict among style guides and dictionaries. Stick with me to learn when you should use data is or are, data was or were, and this data or these data.

Is Data Singular or Plural?

The usage of the word data should be plural, although it’s now acceptable as a singular noun. Style guides have different recommendations, like only using it as a singular mass noun in non-scientific contexts.

Is it Data Is or Data Are?

Data are is the right way to use the noun in a sentence because it’s in plural form. In the same way, when choosing between data was or were, the correct form is data were. Between this data or these data, it’s these data.

How to Correctly Use the Word Data

The dictionary entry from the Merriam-Webster Dictionary states that data is a piece of factual information used as a basis for discussion, reasoning, or calculation. It regards the noun as both singular and plural.

According to the Wall Street Journal, many standard dictionaries and books on language now accept data as singular and plural. The grammatical rules have evolved from using the singular Latin noun datum to using data for a collection of information

That means these two examples can be correct:

  • The data is in the flash drive. (Referring to a collection of information).
  • The data are in the flash drive. (Referring to more than one datum).

Datum is a singular Latin noun that means a single piece of information–for example:

  • Every datum lets you track the location of your item.

As time went by, data became a synonym for the word information. This instance made the word an acceptable form of the singular mass noun. 

Guardian style guru David Marsh says it’s like the word agenda, which used to be plural for agendum. Now, agendum seems “hypercorrect” and “old-fashioned.”

However, some do not agree about data being an uncountable noun. Major style manuals like the Publication Manual are firm with sophisticated rules like datum as singular and data as plural.

Here are some examples:

  • This datum is irrelevant to our primary intent.
  • These data are irrelevant to our primary intent.

Some recommend using data as a plural noun in scientific fields and programming languages. Note that it’s critical to focus on individual pieces of information when you’re discussing a data set in science. 

Meanwhile, language pedants think data as a singular noun should be left for everyday speech. But it sounds better and less “formal” among the natural languages–for example:

  • Is that the data containing the demographic information of the residents? 
  • I conducted an informal Twitter poll, and the current data is predictable. 

In short, the actual usage of data is or data or depends on which style guide you’re following or the field where you’re working. It remains a significant style issue that experts disagree on. So, it’s safe to say there’s no single proper usage of data.

It’s also helpful to remember that data set is made of two words, while database is only one word–for example:

  • We need six more data sets to complete this matrix.
  • The university is planning to produce a database of research articles. 

Is Data Singular or Plural in AP Style?

AP Stylebook posted once on Twitter about the word data. According to them, “the word data typically takes singular verbs and pronouns when writing for general audiences, nonscientific writing, and data journalism contexts.”

In everyday usage, you can say, “the data is reasonable” or “the data we collected is not yet enough.” But the style guru continued, “In academic and scientific writing, plural verbs and nouns are preferred.”

In research or scientific fields, you should say data are instead of data is. For example, an academician could say, “the data gathered for this study represent the whole population.” Represent is in plural form because its subject, data, is treated as a plural, countable noun. You’ll often notice this with scientific writing as well as financial writing.

Is Data Plural or Singular in the UK?

The debate on datum vs. data is not affected by the geographical varieties of the English language. British usage also uses data as singular in newspapers and other non-scientific disciplines. But British Scientific publishers still prefer data as a plural noun. 

Examples of “Data Is” in a Sentence

By the time the data is published, copycat investors would have made an annualised loss of almost 10 per cent. [Financial Times]

Obama’s campaign staff members said that all that data is not gathered to shape the message. [Washington Post]

Android phone location data is about to get a lot more accurate. Qualcomm will use a Trimble RTX-based correction service with Snapdragon chips. [Engadget]

“Data is power,” says Essex County pharmacist Tim Brady, but only when it’s taken with a grain of salt. [CTV News]

Examples of “Data Are” in a Sentence

Data are still being analyzed but will be ready to present at the conference. [Denver Post]

Money data are not everything. [Telegraph]

From a statistical point of view the data are related to a nonlinear mixed effects model involving repeated measures. [British Journal of Clinical Pharmacology]

We show that Howrey’s method for producing economic forecasts when data are subject to revision is easily generalized to handle the case where data are produced by a sophisticated statistical agency. [Journal of Business and Economic Statistics]

Because COVID-19 data were not yet provided on any public-health agency’s website, they looked elsewhere, including on Facebook and Twitter posts and in one-off news and media announcements. [Nature]

Data is Both Singular and Plural

The debate on data is or are, data was or were, and this data or these data is still ongoing. Differentiating between datum vs. data also remains tricky.

If you’re a scientific writer or just a language pedant, use datum for the singular form and data for the plural form. But if casual English is enough for you, use data as both singular and plural. Learn more confusing but straightforward words like compress vs. compress and record vs. record on our site! And let us know if you have additional questions. 

The answer is – both.

The word “data” is a Latin word. It is the plural of “datum”.

“Data” means facts or information; “datum” means one fact or a single item of information.

“Data” and “datum” are usually used to refer to statistical information or information subject to analysis.

“Data” is used far more commonly than “datum” and in a wider range of contexts.

“Datum” is unlikely to appear outside of specialist scientific or academic writing.

As “data” is a plural countable noun in Latin, many people take the view that it should be used in the same way in English. Thus it requires plural verb forms, pronouns and quantifiers, e.g.:

Many of those data have already been entered into the system.
When we have received the data we can start to analyse them.
There are very few data in the set.

This usage is practical for scientific or academic writing because it allows for the use of the singular “datum”.

However, it is increasingly common to use “data” as a singular uncountable noun, as follows:

Much of that data has already been entered into the system.
When we have received the data we can start to analyse it.
There is very little data in the set.

This usage doesn’t really allow for the use of the singular “datum”, so may lack precision in certain contexts.

Usage of “data” as a singular uncountable noun – in the same way as “information” – is now generally accepted in everyday English, so much so that using the word as a plural countable noun can sound incorrect. However, in much scientific and academic writing, where precision is obviously more important, it still tends to be used as a plural countable noun.

It is your choice how to use it in business or legal writing. My preference would be – as always – to use the everyday English version – “data is” – and that is increasingly the preference of contemporary grammarians. But your choice may depend on the context: if you’re writing a quick email to a native English speaker – use “data is”, or if you’re drafting a formal legal opinion on the results of a specific data analysis – use “data are”.

Also see my post on How to use the word “information”

This is intended as a clarification of the «correctness» of using data as a mass noun, for those strict-minded sticklers (there’s plenty of them) who might be unconvinced by Kosmonaut’s «languages borrow words and do whatever they want with them»:

1 — «Datum» and «data (plural)» are historically correct, so «data (mass noun)» must be wrong. How can «data» have a mass noun form as well as a singular and plural?
You’d never say «Oh, I spilled rice on the floor. Wait, it’s okay, I only
spilled 4 rices». There’s a separate noun phrase for the singular and
plural («grains of rice»).

Consider potato. It has a singular form, meaning one distinct root vegetable, a plural form, meaning multiple distinct root vegetables, and a mass form, meaning an amount of foodstuff made from potatoes. Imagine a dinner table, where each diner has a baked potato on their plate (singular), and everyone is sharing a platter of roast potatoes (plural) and a bowl of mashed potato (mass) (hopefully among other things…). If you ask someone to «pass the potato», they’ll understand that you mean the bowl of mass mash, not the tray of plural potatoes or the singular potato on their plate.

2 — There can be such a thing as «a datum» in a way which is not true
for «a water». Imagine someone looking at a database full of data and
saying, «There is so much data in this, I can’t see where to start».
Surely this is like standing in a migration of birds and saying «There
is so much bird in the sky, I can’t see the sun…»? Since data can be
countable, surely «data» can’t be primarily a mass noun?

Data is not necessarily countable. Data in a neat Excel sheet might have countable cells, but what about the data that is lost when photo editors talk about «data loss» when increasing the contrast of a digital photo made of binary machine code data? There’s no clear way of defining where one datum starts and the next one stops — would a datum in this context be a bit, a byte, or the data defining one pixel? Such a line would be arbitrary, like looking for units of rice in a processed flat rice cracker. It’s an amount measured in units of mass — 67kb of data in a jpg, 2 grams of rice in a rice cracker.

Even seemingly trivial cases aren’t so trivial. What’s one datum in a modern relational database? One value, one row? What about where there are table joins and foreign keys? Is a structural definition a datum? You can create a convention-specific definition, but it’s not a universal definition like one bird.

3 — Following that pattern, shouldn’t the mass noun of data be datum
(the singular), like how the mass noun of potatoes is potato?

No. It’s rare, but not completely unique, for a count noun to develop from a plural, in cases where the singular over time becomes less and less universally meaningful. «Physics» used to mean the set of countable, defined, distinct natural sciences — until the field developed such that it became clear that the lines between one physic and another wasn’t as sharp or universal as previously thought.

You could answer «What’s happening at CERN?» with «A lot of physics», but you wouldn’t expect the reply «How many?». This is because there’s no longer a clear established universal dividing line between one physic and another. Your answer would interpret the question as, «How much?» and would be a measurement of amount: «Enough to occupy 4,000 physicists». In the same way, you could answer «What does this supercomputer store?» with «A lot of data», but the reply «How many?» would incorrectly assume that all data has one clear common countable unit and that there is a clear universal dividing line between one datum and another across all contexts. Even if this data did happen to have a consistent countable convention, replying «7 million data» would be ambiguous unless the asker already knew this convention. A more useful answer would be to interpret it as «How much?» and give an answer in terms of a measurement of amount: «Nearly 220 petabytes».

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