complementary data

USAGE SUMMARY

The phrase "complementary data" is correct and usable in written English.
It can be used when referring to data that enhances or completes other data, often in research or analysis contexts. Example: "The study's findings were strengthened by the inclusion of complementary data from previous research."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Oxygen chemisorption measurements provide complementary data.

Catalysis Today

Other complementary data needs are also included.

Journal of Power Sources

The proposition comprises of two complementary data options; pre-defined and advanced custom audiences.

The Guardian

Complementary data was collected with other sensors, including Lincoln Laboratory's X-band SAR.

Massachusetts Institute of Technology

We propose a putative mechanism for their formation by using all the complementary data.

Carbon

RESULTS: Employing complementary data analyses, we found 399 putative modifiers: 189 promoting and 210 antagonizing Notch activated transcription.

Harvard University

For many fragmented key habitats, such a strategy is too coarse and complementary data is needed.

International Journal of Applied Earth Observation and Geoinformation

Additionally, dynamic scanning calorimetry investigations were performed to obtain complementary data on the transition temperatures.

Intermetallics

There is, however, a lack of complementary data from routine clinical practice.

European Journal of Obstetrics & Gynecology and Reproductive Biology

Complementary data were provided by the Raman spectroscopic studies, which illustrated the heterogeneity of the phases present in the mixture.

Catalysis Today

Further validation of these methods has the potential to produce a timely, complementary data source for studying the effects of health policies.

Harvard University

Expert writing Tips

Best practice

When using "complementary data", ensure that you clearly explain how the data enhances or supports your analysis. Provide context to show its relevance to the existing information.

Common error

Avoid using "complementary data" when you simply mean "more data". "Complementary data" implies that the new information fills gaps or adds a new dimension, not just increasing the volume of data.

Linguistic Context

The phrase "complementary data" functions as a noun phrase, where "complementary" is an adjective modifying the noun "data". Ludwig AI indicates that this phrase is commonly used to describe information that enhances or completes other datasets. Examples show its use in academic research and scientific studies.

Expression frequency: Very common

Frequent in

Science

62%

Academia

21%

News & Media

10%

Less common in

Formal & Business

4%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "complementary data" refers to information that enhances, supports, or completes an existing dataset. It is grammatically correct and frequently used in academic, scientific, and news contexts. Ludwig AI analysis confirms its validity and widespread application. When using this phrase, ensure you clearly explain how the data enhances your analysis and provides relevant context. Alternatives such as "supplemental data" or "additional data" can be used depending on the nuance you wish to convey. Remember, the key is that the data fills gaps or adds unique value to the existing information.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

supplemental data

Emphasizes that the data adds to what already exists, providing extra information.

additional data

A general term indicating that more data is being provided.

supporting data

Implies that the data confirms or validates existing information.

corroborating data

Suggests that the data confirms or provides evidence for existing findings.

ancillary data

Indicates data that is supplementary and provides support to the primary data.

auxiliary data

Similar to ancillary data, implying that the data is helpful but not essential.

secondary data

Refers to data that wasn't initially collected for the current research purpose.

enrichment data

Suggests data that adds depth and detail to the existing dataset.

validating data

Implies that the data confirms the accuracy or reliability of existing data.

integrated data

Suggests the data is merged with existing information to provide a more complete picture.

FAQs

How can I use "complementary data" in a sentence?

You can use "complementary data" to describe information that enhances or completes an existing dataset. For example: "The study's conclusions were reinforced by the addition of "complementary data" from a related experiment."

What are some alternatives to using the phrase "complementary data"?

Depending on the context, you could use alternatives like "supplemental data", "additional data", or "supporting data".

In what contexts is it appropriate to use "complementary data"?

"Complementary data" is particularly useful in research, analysis, and reporting when you are combining different sources of information to create a more comprehensive understanding. It's often used in academic, scientific, and business contexts.

How does "complementary data" differ from simply having "more data"?

"Complementary data" specifically refers to data that fills gaps, adds new insights, or enhances the understanding provided by the original data. Simply having "more data" doesn't necessarily imply that the new information is adding value or providing a different perspective.