auxiliary data

USAGE SUMMARY

"auxiliary data" is a correct and usable phrase in written English.
It refers to additional or secondary information that supports or enhances the main data. You can use "auxiliary data" when discussing a research project or data analysis, as it helps clarify the main data and provide a more comprehensive understanding. For example, "The researchers collected auxiliary data from surveys and interviews to supplement their primary findings." This means they collected information from surveys and interviews to support and add context to their main findings. Another example could be, "The software uses auxiliary data to improve its accuracy in predicting weather patterns." This means the software utilizes additional information to enhance its ability to accurately predict weather.

✓ Grammatically correct

Science

Academia

Encyclopedias

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

The RA will help analyze the data base and potentially complement it with auxiliary data.

Yale University

The auxiliary data set contains information about the conditional distribution of the variables of interest given the proxy variables.

Yale University

Auxiliary data, including soil sampling, climatic, topographic, and remotely-sensed data were used for model calibration.

Ecological Indicators

Different types of auxiliary data can be used in design-based estimation for domains.

Handbook of Statistics

The gain in precision did not outweigh the extra costs of collecting the auxiliary data.

Geoderma

Because indicators are 1) much more disconnected from both the raw and potential auxiliary data, and 2) potentially aggregated across individuals, they can often be properly anonymized.

Nature

Other significant magnetic recording devices include magnetic drum, core, and bubble units designed specifically to provide auxiliary data storage for computer systems.

Britannica

Digital soil mapping involves the use of auxiliary data to assist in the mapping of soil classes.

Geoderma

Three regression models based on different combinations of auxiliary data were developed, analysed, and applied in the model-assisted estimators.

Remote Sensing of Environment

One popular approach relies on the availability of auxiliary data.

IZA Journal of Labor Economics

However, these approaches were generally based on the target data without considering a host of auxiliary data or the additional information of auxiliary data.

EURASIP Journal on Advances in Signal Processing

Expert writing Tips

Best practice

Always cite the source of "auxiliary data" to maintain transparency and give credit to the original creators.

Common error

Avoid treating "auxiliary data" as the main source of evidence. It should supplement and support, not replace, your primary findings.

Linguistic Context

The phrase "auxiliary data" functions primarily as a noun phrase, referring to supplementary information used to support or enhance a main dataset. Ludwig confirms its proper usage across various contexts.

Expression frequency: Very common

Frequent in

Science

65%

Academia

20%

Encyclopedias

5%

Less common in

Formal & Business

3%

News & Media

2%

Wiki

5%

Ludwig's WRAP-UP

In summary, "auxiliary data" is a frequently used and grammatically correct noun phrase that refers to supplementary information used to support primary data. As Ludwig AI confirms, it is commonly found in scientific and academic contexts, serving to enhance the validity and reliability of research findings. When using this term, it is important to clearly define its role and cite its sources appropriately. Common alternatives include "supporting information" and "supplementary data". The phrase has a formal and scientific tone, making it suitable for professional and technical writing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

supporting information

Focuses on the supportive role of the data.

supplementary data

Highlights the addition of extra data to enhance the main set.

additional data

Emphasizes the extra nature of the data.

collateral data

Implies data that runs parallel and supports the primary data.

ancillary data

Similar to auxiliary, but might suggest a subordinate or secondary importance.

secondary data

Highlights that the data isn't primary, but still relevant.

related data

Focuses on the connection or relationship to the main data.

associated data

Points out the link or association with a primary dataset.

background data

Suggests the data provides context or setting for the main information.

corroborating data

Implies the data is used to confirm or support findings.

FAQs

How is "auxiliary data" used in research?

"Auxiliary data" is used to support and enhance primary research findings by providing additional context or validation. It can come from various sources and strengthens the overall analysis.

What's the difference between "auxiliary data" and primary data?

Primary data is the main data collected for a study, while "auxiliary data" provides additional support or context. "Auxiliary data" is secondary and complements the primary data.

What are some alternatives to "auxiliary data"?

You can use alternatives like "supporting information", "supplementary data", or "additional data" depending on the context.

Can "auxiliary data" be as important as primary data?

While "auxiliary data" is supportive, it's generally not as critical as primary data. However, it can significantly strengthen the validity and reliability of the research when used effectively.