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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
as per the data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "as per the data" is correct and usable in written English.
It is used to introduce information or a statement that is based on information gathered from data. For example, "As per the data, the average temperature this year has been higher than in previous years."
✓ Grammatically correct
Science
News & Media
Formal & Business
Alternative expressions(20)
ending on this date
as of this date
from the data
up to and including today
according to this date
based on the data
following this date
beginning on this date
no later than this date
up to the present day
before the day is out
drawing from the data
as of this day
as per currently
as per this date
according to the data
as per today
up to and including this date
the data suggest
from this date forward
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
12 human-written examples
Collecting relevant Data as per the data specification from the plan.
News & Media
CS: It is not possible to give you a full breakdown at this point because the figure is evolving somewhat, as per the data today, the data is available monthly in that particular instance.
News & Media
The choice of these time periods is as per the data availability.
The calculation of change in oxygen occupancy was performed on the basis of a pure ZnO sample without Co dopant, as per the data of Table 1.
Science
As per the data available to them, Hilde and Lee (1984) adopted the two-phase spreading model mainly because they believed that the roughness of the seafloor increases near the CBF rift.
Science
As per the data from the local agricultural university (as given in 'Life cycle inventory analysis'), 3.1 numbers of husked nuts are required to produce 1 kg of coconut shell.
Human-verified similar examples from authoritative sources
Similar Expressions
48 human-written examples
All Scottish farms (each defined by its unique holding-identifier) recorded (as per the movement data specified above) to trade sheep, cattle, pigs or goats to/from other Scottish farms at least once during the study period 1 January 2003 to 31 July 2007 were considered in this analysis.
Science
Qualitative data generated from the SMR were subject to thematic analysis, as per the CE interview data.
As per H10, the data shows that when students' perceptions of the usefulness of weblogs are high, their continued intent to use such technologies will correspondingly be high.
As per protocol, the data analysis was performed simultaneously triangulating qualitative data (from discussion groups and individual interviews) with quantitative data (from check list).
Science
In addition, CGA data is limited to only one walking speed as per the published data.
Science
Expert writing Tips
Best practice
When using the phrase, always cite the specific data source or reference to allow readers to verify the information.
Common error
Avoid using "as per the data" without providing sufficient context about the data itself. Explain what the data represents and any limitations to avoid misinterpretations.
Source & Trust
80%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "as per the data" functions as a prepositional phrase that introduces information derived directly from data. As confirmed by Ludwig, this phrase is grammatically correct and commonly used to add credibility to a statement by grounding it in evidence.
Frequent in
Science
60%
News & Media
20%
Formal & Business
20%
Less common in
Wiki
0%
Encyclopedias
0%
Reference
0%
Ludwig's WRAP-UP
In summary, the phrase "as per the data" is a grammatically correct and commonly used prepositional phrase that introduces information derived from data. As Ludwig AI confirms, it's a reliable way to ground your statements in evidence. It's most frequently used in scientific and formal contexts to enhance the credibility and objectivity of claims. Remember to provide sufficient context when using this phrase to avoid misinterpretations, and consider alternatives like "according to the data" or "based on the data" for varying nuances.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
according to the data
This alternative is more direct and common, simply stating the source of information.
based on the data
This alternative emphasizes the data as the foundation for a conclusion or statement.
in accordance with the data
This alternative suggests a more formal agreement or alignment with the data.
consistent with the data
This alternative focuses on the agreement between a statement and the data.
as shown by the data
This alternative highlights the data's role in demonstrating a point.
the data indicate
This alternative puts the data in an active role of pointing towards a conclusion.
the data suggest
This alternative implies the data is not definitive, but hints at a certain outcome.
from the data
A simpler construction, indicating derivation of information from data.
drawing from the data
This alternative emphasizes that the information is actively extracted or inferred.
the figures reveal
This alternative places emphasis on the figures or values that are contained in the data and what they reveal.
FAQs
How can I use "as per the data" in a sentence?
You can use "as per the data" to introduce a statement that is based on factual information. For instance, "As per the data, sales increased by 15% last quarter".
What is a good alternative to "as per the data"?
Alternatives include "according to the data", "based on the data", or "consistent with the data", depending on the specific nuance you want to convey.
Is "as per the data" formal or informal?
"As per the data" is generally considered formal and is suitable for academic, scientific, or professional writing. For informal contexts, simpler alternatives might be more appropriate.
What does "as per the data" mean?
"As per the data" means "according to the data" or "based on the information provided by the data". It indicates that the statement is derived from and supported by the data.
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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
80%
Authority and reliability
4.1/5
Expert rating
Real-world application tested