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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
as auxiliary data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "as auxiliary data" is correct and usable in written English.
It can be used when referring to additional information that supports or enhances the main data in a given context. Example: "The results of the experiment were inconclusive, so we decided to include the previous study's findings as auxiliary data."
✓ Grammatically correct
Science
Alternative expressions(4)
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
14 human-written examples
We used ambient pressure, sensor temperature, and level correction (in duplicate) as auxiliary data.
Science
It employs an expert knowledge decision rule set and incorporates the cadastral GIS vector layer as auxiliary data.
The model-based predictions used either OV (single balancing variable) or OV and CC (two balancing variables) as auxiliary data.
Or it might be better to measure less and larger plots if remote sensing material were used as auxiliary data.
Science
The classified sonic impedance is used as auxiliary data, directly in some kind of Bayesian updating process via a hidden Markov model.
As part of the Swarm Level-2 data activities plans are in place to distribute such ground-based data along with the Swarm data as auxiliary data products.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
46 human-written examples
The algorithm presented here exploits the surrogate-based optimization principle, variable-fidelity computational fluid dynamics (CFD) models, as well as auxiliary data-driven surrogates (here, using Kriging).
McRoberts (2006, 2010) applied model-based inference for estimating forest area using Landsat data as auxiliary information and field plots data.
Science
Owing to the strong correlation between map and reference data, the exploitation of map data as auxiliary information in the D estimator proves to be highly effective with respect to the HT estimator, in which no auxiliary information is exploited.
Science
2) The PU 1(2) overhears the data of PU 2(1) as auxiliary information for decoding coded data from SS and both PRs are able to operate and receive signals on the whole spectrum bands.
Corona et al. (2015) dealt with the use of map data as auxiliary information in a similar context.
Science
Expert writing Tips
Best practice
When using "as auxiliary data", ensure it directly supports your primary data or analysis, providing context or validation without overshadowing the main findings. Clearly label auxiliary data to avoid confusion.
Common error
Avoid presenting "as auxiliary data" without a clear connection to your primary analysis. Auxiliary information should enhance, not confuse or distract from, your main points.
Source & Trust
83%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "as auxiliary data" functions as an appositive or modifier, clarifying the role or nature of the data being referenced. As Ludwig AI points out, it indicates that the information is supplementary, adding to or supporting the main data.
Frequent in
Science
90%
Formal & Business
5%
News & Media
3%
Less common in
Encyclopedias
1%
Wiki
0%
Social Media
0%
Ludwig's WRAP-UP
In summary, the phrase "as auxiliary data" is used to denote supporting or supplementary information, as confirmed by Ludwig AI. It's grammatically correct and most commonly found in scientific and academic contexts. While not extremely frequent, its precise meaning and common usage in technical fields make it a valuable term for clarity. Remember to use this term when you want to explicitly state that certain data is providing support or context to your primary findings. Consider alternatives like "as supporting data" or "as supplementary data" for variety.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
as supporting data
Replaces "auxiliary" with "supporting", maintaining the core meaning of providing additional information.
as supplementary data
Substitutes "auxiliary" with "supplementary", emphasizing the additive nature of the information.
as additional data
Replaces "auxiliary" with "additional", highlighting that the data is extra or more than what is initially provided.
as secondary data
Changes "auxiliary" to "secondary", indicating a lower level of importance compared to the primary data.
as adjunct data
Uses "adjunct" instead of "auxiliary", suggesting that the data is added but not essential.
as collateral data
Replaces "auxiliary" with "collateral", implying that the data supports or validates the main information.
as contributing data
Emphasizes the role of the data in contributing to a larger understanding or analysis.
as related data
Indicates that the data is connected to the main subject, but not necessarily essential to it.
as background data
Suggests the data provides context or a foundation for the primary information.
as reference data
Implies the data serves as a point of comparison or validation for other information.
FAQs
How can I use "as auxiliary data" in a sentence?
Use "as auxiliary data" to introduce supporting information that enhances your primary data. For example, "We used remote sensing data "as auxiliary data" to improve the accuracy of our forest inventory."
What phrases are similar to "as auxiliary data"?
Similar phrases include "as supporting data", "as supplementary data", and "as additional data". Each emphasizes the role of the data as providing extra information or support.
In academic writing, is it appropriate to use "as auxiliary data"?
Yes, "as auxiliary data" is appropriate in academic and scientific writing when referring to supplementary information. It's commonly used in research papers to describe datasets that support the main analysis.
What's the difference between "as auxiliary data" and "as primary data"?
"As auxiliary data" refers to supporting information that enhances or validates the main data, while "as primary data" indicates the main dataset used for analysis. One supports the other, but they serve different roles.
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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
83%
Authority and reliability
4.1/5
Expert rating
Real-world application tested