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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
according to the data
Grammar usage guide and real-world examplesUSAGE SUMMARY
"according to the data" is correct and usable in written English.
You can use it to introduce a fact or discovery that has been made through data that has been collected. For example, "According to the data, over 70% of people polled said they were likely to vote in the upcoming election."
✓ Grammatically correct
Science
News & Media
Formal & Business
Alternative expressions(20)
is equivalent to
in the wishes of
rapidly thereafter
for the immediate future
Very soon
somewhere later
one week before
at the early time
in the next weeks
during the previous years
it is important to remember
not yet completed
to avoid disruption
in accordance with direction from
a couple of books before
if not soon
in two days
as excellent as
in a flash
as instructed by the directive
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified similar examples from authoritative sources
Similar Expressions
60 human-written examples
According to The 74, a nonprofit, non-partisan news site covering education in America, the Bricolage Academy of New Orleans has something missing in its classroom: chairs.
News & Media
According to the WHO,7 a sentinel surveillance system is used when high-quality data are needed about a particular disease that cannot be obtained through a passive system.
Science
According to the CESM1/CARMA results shown here, primary organic aerosol (POA) and secondary organic aerosol (SOA) make comparable contributions to the ATAL.
Science
In this paper, fast fading is generated according to the 3GPP LTE-A Ped B channel model.
According to the SF36 manual, a difference of five points (on a 100 points scale) is considered clinically relevant.
Science
Nearly 100,000 Americans over 60 smoke marijuana occasionally, according to the 2000 National Household Survey on Drug Abuse, a government study based on interviews with 71,764 people.
News & Media
Average sea level across the globe has risen 7 to 8 inches since 1900, according to the 2017 National Climate Assessment, a significant portion of which has occurred since 1993.
News & Media
According to the YY/T0127.1 standard, a hemolytic rate below 5% is acceptable [38 40].
Science
According to the N4BB blog, a beta version of the player was spotted on the BlackBerry.com website.
News & Media
The purity of the isolated RNA was determined according to the OD260/280 using a Nanodrop ND-1000 sysThermo Fisher ScientificThermo Fisher Scientific
Science
Like the transmitter, the receiver operates according to the RS232 standard at a 4800 baud rate.
Academia
Expert writing Tips
Best practice
Use "according to the data" when you want to explicitly state that your claim or conclusion is directly supported by the presented data. This strengthens the objectivity and reliability of your statement.
Common error
Avoid starting every sentence with "according to the data". While it's important to cite your sources, overuse can make your writing sound repetitive and less engaging. Vary your sentence structure and introduce data-backed information more organically.
Source & Trust
60%
Authority and reliability
3.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "according to the data" functions as a discourse marker, specifically an evidential marker. It signals that the information presented is derived from and supported by empirical data. Because Ludwig shows a lack of examples, it's difficult to infer from Ludwig's data.
Frequent in
Science
0%
News & Media
0%
Formal & Business
0%
Less common in
Science
0%
News & Media
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Formal & Business
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Ludwig's WRAP-UP
In summary, the phrase "according to the data" is used to indicate that information is based on data, lending credibility to a statement. While grammatically correct, Ludwig reports no existing examples and that limits to provide real-world insights about primary use cases and common authoritative sources, implying that it might be less frequent than other similar phrases or absent on Ludwig's index. When using this phrase, ensure it aligns with the context and that you vary your language to avoid repetition. According to Ludwig AI, the phrase is correct, so you may confidently use it if you think it is appropriate for the context.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
based on the data
This alternative directly states that the information is founded on the data.
the data suggests
This alternative frames the data as implying or indicating something.
data indicates
Similar to 'the data suggests', but with a stronger emphasis on the data's directness.
as per the data
This alternative uses a more formal tone to indicate accordance with the data.
the data reveals
This option emphasizes the data's role in uncovering or disclosing information.
according to the statistics
This alternative specifies the type of data being referenced as statistics.
data analysis shows
This phrase highlights the analysis process leading to the information.
the information shows
This is a more general alternative, using "information" instead of "data".
analysis of the data indicates
This alternative explicitly mentions the 'analysis' aspect.
the findings suggest
This broader alternative refers to 'findings' derived from a data source.
FAQs
How can I use "according to the data" in a sentence?
Use "according to the data" to introduce a statement or finding that is directly supported by specific data. For example, "According to the data, sales increased by 15% last quarter".
What are some alternatives to "according to the data"?
You can use alternatives like "based on the data", "the data suggests", or "data indicates" to vary your phrasing.
Is it redundant to say "according to the data analysis"?
While not strictly incorrect, it can be redundant. "According to the data" already implies that some form of analysis has been performed. If the specific type of analysis is relevant, you can say "data analysis shows" or explicitly mention the method.
What's the difference between "according to the data" and "in my opinion"?
"According to the data" presents information as factual and evidence-based, while "in my opinion" introduces a subjective viewpoint. They serve very different purposes in writing; the former is objective, and the latter is subjective.
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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
60%
Authority and reliability
3.5/5
Expert rating
Real-world application tested