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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
CEO of Professional Science Editing for Scientists @ prosciediting.com
based upon the data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "based upon the data" is correct and usable in written English.
You can use it when discussing conclusions, decisions, or analyses that are derived from specific data sets or information. Example: "The recommendations provided in this report are based upon the data collected during the last quarter."
✓ Grammatically correct
Science
News & Media
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
51 human-written examples
So what are the early signs from the situation in Brighton and Hove, based upon the data so far released?
News & Media
He said he would not vouch for the accuracy of it, but added, "It's highly likely that Michigan will end up being in a tie, based upon the data as we know it right now".
News & Media
Rubicon is built from the ground up, based upon the data from its 70,000 customers.
News & Media
"The record companies are overcharging," Iyengar says, based upon the data that he collected.
News & Media
The queue size is based upon the data rate available at the user.
Based upon the data of this investigation, a regional and seasonal approach to injury prevention programmes is warranted.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
9 human-written examples
However, the data for the over-85 age group are the least robust, as they are based upon the smallest data set.
Data are shown as the difference in clearance from that expected based upon the overall data set regression.
Based upon the SEER data variables, a cohort of 6345 subjects was identified, and subsequent exclusions were based upon Medicare data elements.
Science
The Clearwire deal would allow Sprint to expand its Long-Term Evolution network, which is based upon the same data standard used by the newest generation of smartphones.
News & Media
The correlation coefficient based upon the aggregated data is 0.3***, suggesting a moderate positive relationshipg.
Expert writing Tips
Best practice
When using "based upon the data", ensure the data you are referencing is clearly identified and accessible to your audience. This enhances credibility and allows for verification.
Common error
Avoid making overly definitive statements when using "based upon the data" if the data set is limited or has potential biases. Acknowledge the limitations to maintain objectivity.
Source & Trust
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "based upon the data" functions as a prepositional phrase, often used adjectivally to modify a noun or clause. It indicates that a statement, conclusion, or action is grounded in and supported by available data. Ludwig AI confirms its correct usage.
Frequent in
Science
52%
News & Media
43%
Formal & Business
5%
Less common in
Academia
0%
Wiki
0%
Encyclopedias
0%
Ludwig's WRAP-UP
In summary, the phrase "based upon the data" serves to ground assertions, conclusions, or actions in concrete evidence. Grammatically correct and relatively common, it finds frequent use in scientific and news media contexts. Ludwig AI confirms that the phrase is correct and provides numerous examples, illustrating its function as a justification for claims. While similar alternatives like "according to the data" or "based on the data" exist, "based upon the data" effectively signals a reliance on objective information. When employing this phrase, ensure that the referenced data is clear and accessible to your audience.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
according to the data
Replaces the preposition "upon" with "to", offering a slightly more concise alternative.
based on the data
Uses the more common preposition "on" instead of "upon", simplifying the phrase.
from the data
Indicates derivation directly from the data itself, omitting the reliance aspect of "based upon".
drawing from the data
Emphasizes the act of extracting information from the data to form a conclusion.
as the data suggests
Highlights the data's role in hinting or indicating a particular outcome or conclusion.
the data indicates
Puts the data as the active subject that shows the conclusion.
informed by the data
Focuses on how the data shapes or influences a decision or understanding.
with the data as a foundation
Illustrates the data serving as the base or starting point for a conclusion or action.
using the data as evidence
Presents the data as proof or support for a claim or argument.
the data supports
Highlights how the data provides confirmation or validation for an idea.
FAQs
How can I use "based upon the data" in a sentence?
You can use "based upon the data" to introduce conclusions or recommendations derived from specific information. For example, "Based upon the data, we recommend increasing the marketing budget."
What are some alternatives to "based upon the data"?
Alternatives include "according to the data", "based on the data", or "from the data". The best choice depends on the specific context and nuance you want to convey.
Is it better to say "based on the data" or "based upon the data"?
"Based on the data" is more common and generally preferred in modern English. "Based upon the data" is slightly more formal but equally correct.
What does "based upon the data" imply about a conclusion?
Using "based upon the data" implies that the conclusion is directly supported by the information, rather than being speculative or based on assumptions.
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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
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested