Used and loved by millions
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
complementing data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "complementing data" is correct and usable in written English.
It can be used when referring to data that enhances or adds to existing information, often in a research or analytical context. Example: "The study was strengthened by complementing data from various sources, providing a more comprehensive view of the issue."
✓ Grammatically correct
Science
News & Media
Formal & Business
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
7 human-written examples
These rationales – confirming and complementing data, analysis from the perspectives of different methods and paradigms – guide the re-analysis of the MERCI data.
We believe this unique introspection/retrospection feature of the Reflective Analytic Scales will enable those who are assessed to express more qualitative impressions regarding their classes, thereby complementing data obtained from the Integrated Diagnostic Scale.
Science
PFRthermo values in the intact pulmonary microvasculature were calculated (Equation 5) to be 1.55±0.12 and 1.54±0.12 using adenosine and papaverine, respectively (p = 0.8 using paired t-test for complementing data sets, comparing both agents).
Science
Complementing data from the direct assessment of visual analytical skill were two other bodies of information.
Science
The second reason was for purposes of complementing data obtained from individual interviews.
Science
After conducting the first male group interviews, the community group coordinator suggested complementing data collection efforts by including semistructured individual interviews.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
53 human-written examples
Data governance complements data management, but never replaces it.
Science
Key informant interviews were also conducted to complement data obtained from other sources.
Science
Interviews conducted in 2011 in the village of Soro complement data collected in 1996 and 1987.
Science
Interview surveys were used to complement data produced by Geographic Information System GISS) application.
Our results also complement data from several in vitro studies revealing a neuroendocrine mode of action of BNO 1095 extracts.
Science
Expert writing Tips
Best practice
When using "complementing data", ensure you clearly state the source of the additional data and how it enhances the existing information for clarity and credibility.
Common error
Avoid assuming that "complementing data" automatically validates initial findings. Instead, verify and explain how it addresses gaps or enhances understanding, to prevent misinterpretations.
Source & Trust
82%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "complementing data" functions as a gerund phrase modifying the noun "data", indicating an action that enhances or completes the data. Ludwig AI confirms the phrase is usable in written English, typically in research or analytical contexts.
Frequent in
Science
70%
News & Media
15%
Formal & Business
15%
Less common in
Academia
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, "complementing data" describes the process of enhancing existing data with additional information. Ludwig AI confirms it as grammatically correct and primarily used in scientific and academic contexts. The term functions to convey enhanced strength or validity of data through additional sources. When employing the phrase, ensure clarity in how the added data improves the initial findings. Alternative phrases like "supplementing data" or "enhancing data" can be used depending on the specific nuance you wish to convey. Understanding the phrase's implications can lead to more precise and impactful writing.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
supplementing data
This alternative focuses on adding extra information to the existing data.
enhancing data
This alternative emphasizes improving the quality or value of the data.
augmenting data
This alternative suggests increasing the data's scope or power.
supporting data
This alternative highlights how the data provides evidence or validation.
reinforcing data
This alternative indicates strengthening existing data with additional information.
corroborating data
This alternative suggests confirming the accuracy of existing data.
validating data
This alternative emphasizes confirming the reliability of the data.
enriching data
This alternative focuses on making the data more detailed or informative.
expanding data
This alternative suggests broadening the scope or coverage of the data.
bolstering data
This alternative emphasizes strengthening or supporting the data's credibility.
FAQs
How can I use "complementing data" in a sentence?
You can use "complementing data" to describe how additional information enhances or adds to existing data. For example, "The study was strengthened by "complementing data" from various sources".
What's the difference between "complementing data" and "supplementing data"?
"Complementing data" enhances or completes existing information, while "supplementing data" simply adds extra information. "Complementing data" fills gaps; "supplementing data" provides additional details.
What can I say instead of "complementing data"?
Alternatives include "supplementing data", "enhancing data", or "augmenting data", depending on the specific context and the nature of the added information.
In what contexts is it appropriate to use "complementing data"?
It is appropriate to use "complementing data" in research, analysis, and reporting when additional data sources enhance or validate existing findings. This is common in scientific, academic, and business contexts.
Editing plus AI, all in one place.
Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.
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
4.5/5
Expert rating
Real-world application tested