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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
is purely data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "is purely data" is correct and usable in written English.
It can be used when discussing information that is strictly numerical or factual, without any interpretation or opinion involved. Example: "The report we received is purely data, lacking any analysis or commentary."
✓ 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
3 human-written examples
One is based on domain-specific knowledge of neurophysiology and is called time-frequency discrimination factor (TFDF), while the other is purely data driven and is named F score.
Our conclusion here is purely data driven.
Science
However, since random forest model is purely data driven, it may be more severely affected by biased or unrepresentative training data than the rule-based model.
Human-verified similar examples from authoritative sources
Similar Expressions
57 human-written examples
It follows that the approach is purely data-driven.
It's important to note that Uber's data is purely data-driven, unlike guides that take into account qualitative user feedback like Yelp, or purely opinion-based guides like the aforementioned Michelin rankings.
News & Media
The model developed here is purely data-driven with minimal assumptions that include: 1) that the set of nearest neighbors is adequate to predict the growth and survival of individual trees and the number and species composition of ingrowth trees; and 2) there is an optimal or preferred set of covariates from which to match nearest neighbors.
Science
– is purely data-driven, rather than hypothesis-driven.
Science
By contrast, inductive (or abductive) reasoning is purely data-driven, generating more general (or specific) hypotheses, rather than starting with them.
Science
Those model-based approaches can be purely data driven as Granger Causality (GC) [11 13] or biologically inspired such as Dynamic Causal Modelling [14].
These models that employ exclusively diameter as predictor are purely data imputation tools and do not, for example, describe explicitly the effects of site or competition on the height-dbh relationship.
Science
6) From an editorial perspective, the authors are asked to consider moving most supplemental figures into the main text (except those that are purely "data" figures).
Science
Expert writing Tips
Best practice
Use "is purely data" to emphasize the absence of subjective interpretation or influence in analysis or decision-making. This clarifies that conclusions are derived directly from factual information.
Common error
Avoid claiming something "is purely data" when other factors inevitably play a role. Even in data-driven processes, human interpretation, biases in data collection, or model assumptions can influence outcomes.
Source & Trust
82%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "is purely data" functions as a predicative adjective phrase. It describes the nature of something (e.g., a conclusion, a model, an analysis) by asserting that it is based solely on data, as demonstrated by Ludwig AI.
Frequent in
Science
67%
News & Media
33%
Formal & Business
0%
Less common in
Academia
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
The phrase "is purely data" is a grammatically correct expression used to highlight that something is based exclusively on factual information, devoid of subjective interpretation or external influence. As Ludwig AI confirms, it emphasizes objectivity and impartiality. While the frequency is uncommon, it appears primarily in scientific and news contexts. When using the expression, remember to confirm if your conclusion/analysis/system is exclusively based on data or other factors affect the output.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
is solely data-driven
Replaces "purely" with "solely", emphasizing that data is the only driving factor.
is entirely data-based
Substitutes "purely" with "entirely", highlighting the complete dependence on data.
is exclusively data-derived
Emphasizes the origin of the information from data alone, using "exclusively".
is strictly data-oriented
Focuses on the orientation or direction toward data, using "strictly".
relies solely on data
Shifts the focus to the act of relying on data, rather than describing its nature.
is based solely on data
Similar to 'relies solely on data', but frames it as the foundation.
is completely empirical
Uses the term "empirical" to highlight the reliance on observation and experience.
is fact-based only
Simplifies the phrase to emphasize that only facts are considered.
is information-driven alone
Uses the term "information-driven" to express that information, but it is used alone.
is objectively data-determined
Adding "objectively" to stress the lack of subjective influence and using the term "data-determined".
FAQs
How can I use "is purely data" in a sentence?
You can use "is purely data" to emphasize that something is based solely on factual information without any subjective interpretation or external influence. For example: "The conclusion is purely data-driven, based on the statistical analysis of market trends."
What are some alternatives to "is purely data"?
You can use alternatives like "is solely data-driven", "is entirely data-based", or "relies solely on data" depending on the context.
When is it appropriate to say something "is purely data"?
It's appropriate when the process, analysis, or conclusion is derived exclusively from factual information, with no subjective elements or external opinions influencing the outcome. However, ensure that this is truly the case, as human interpretation often plays a role, even in data-driven contexts.
What's the difference between "is purely data" and "is data-driven"?
"Is purely data" emphasizes the absence of any non-data elements, while "is data-driven" simply means that data is a primary factor. A data-driven approach might still involve some interpretation or external factors, while something that "is purely data" is based exclusively on the raw data itself.
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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
82%
Authority and reliability
4.1/5
Expert rating
Real-world application tested