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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
billions of data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "billions of data" is not correct in standard English usage.
The correct term would be "billions of data points" or "billions of pieces of data." Example: "The research study analyzed billions of data points to draw its conclusions."
⚠ May contain grammatical issues
News & Media
Academia
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
23 human-written examples
Match.com President Mandy Ginsberg said the company has billions of data points it can analyze.
New type of database-analytics platform queries and maps billions of data points in milliseconds.
But with our mere billions of data points we're not quite ready for it.
News & Media
Researchers compiled billions of data points from tracking systems that the International Maritime Organization requires for about 70,000 fishing vessels.
News & Media
Literally billions of data points are analyzed to understand if or where something might have gone wrong in one of the 1,626 layers that make up the part.
Instead of the oceans being a black hole of data, our new challenge is figuring out ways to intelligently and efficiently sift through the billions of data points now pouring in.
Academia
Human-verified similar examples from authoritative sources
Similar Expressions
37 human-written examples
"Millions of data points," says Teige.
They collect thousands of data points a day.
News & Media
These studies and projects have quickly recruited thousands of people, contributing millions of data points.
News & Media
None of the millions of data points modeled was our data.
News & Media
The company managed to get hold of millions of data points of very sensitive data from Facebook users.
Academia
Expert writing Tips
Best practice
When referring to large quantities of data, specify that you are referring to "data points" or "pieces of data" to ensure grammatical correctness. For example, use "billions of data points" instead of "billions of data".
Common error
Avoid using "data" as a countable noun. Although commonly used, it is grammatically more accurate to say "data points" or "pieces of data" when quantifying data.
Source & Trust
86%
Authority and reliability
3.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase “billions of data” functions as a noun phrase, aiming to quantify a large amount of information. However, it's grammatically less precise than alternatives like “billions of data points.” According to Ludwig, using “data points” is more accurate.
Frequent in
News & Media
48%
Academia
32%
Formal & Business
20%
Less common in
Science
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, while the phrase “billions of data” is commonly used to describe large datasets, it's generally considered grammatically incorrect. Ludwig recommends using more precise alternatives like “billions of data points” or “billions of pieces of data” for improved accuracy and clarity. Usage is common across news, academic, and business contexts, but authoritative and formal writing benefits from the more precise alternatives, especially when quantifying information. Remember to specify "data points" to ensure grammatical correctness.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
billions of data points
Specifies the individual units of information within the large dataset.
billions of pieces of data
Emphasizes the individual components that comprise the overall dataset.
massive amounts of data
Uses a more general term to describe the large quantity of information.
extensive data sets
Highlights the comprehensive nature and scope of the data.
huge quantities of data
Focuses on the sheer volume of data involved.
large-scale data
Indicates the data's significance and broad impact.
vast amounts of information
Substitutes 'data' with 'information', offering a broader perspective.
big data sets
Uses the popular 'big data' term to describe the data's complexity and volume.
immense data resources
Highlights the value and potential of the large data collection.
significant data volumes
Emphasizes the notable size of the data involved.
FAQs
Is it grammatically correct to say "billions of data"?
While commonly used, the phrase "billions of data" is grammatically incorrect. It's more accurate to say "billions of "data points"" or "billions of pieces of data".
What's the difference between "billions of data" and "billions of data points"?
"Billions of data" is a less precise and grammatically questionable way to refer to a large quantity of information. "Billions of "data points"" specifies that you're counting individual units of information, making it more accurate.
What are some alternatives to "billions of data"?
Alternatives include "massive amounts of "data"", "extensive "data sets"", or "huge quantities of "data"". For improved accuracy, consider "billions of "data points"" or "billions of pieces of data".
How can I use the phrase "billions of data" correctly in a sentence?
To use the concept correctly, rephrase your sentence to use "billions of "data points"" or "billions of pieces of data". For example, instead of "The study analyzed billions of data", say "The study analyzed billions of data points to identify trends."
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
86%
Authority and reliability
3.5/5
Expert rating
Real-world application tested