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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
incorporate data like
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "incorporate data like" is correct and usable in written English.
You can use it when discussing the inclusion of specific types of data or examples in a project, report, or analysis. Example: "In our research, we aim to incorporate data like survey results and demographic information to support our findings."
✓ Grammatically correct
Science
News & Media
Formal & Business
Alternative expressions(19)
include information such as
contain elements such as
list items like
present facts like
such as
including
for example
to name a few
is equivalent to
in the wishes of
rapidly thereafter
for the immediate future
Very soon
somewhere later
one week before
at the early time
in the next weeks
during the previous years
it is important to remember
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified similar examples from authoritative sources
Similar Expressions
60 human-written examples
But with huge growth in private messaging tools like WhatsApp, how will digital response incorporate data from platforms like this? 2. In times of crisis, data becomes the lifeblood of managing humanitarian operations.
News & Media
They also incorporate data from the National Student Survey (NSS) 2008, published by the Higher Education Funding Council for England.
News & Media
This post has been updated to incorporate data on police killings through the end of 2016.
News & Media
Yet, whereas data once required a large team of skilled analysts to be made useful, today there are a number of enterprise level tools for running high speed data analytics on massive amounts of data, as well as publically available free tools like Google Analytics that offer every business and entrepreneur the opportunity to incorporate data analytics when making decisions.
News & Media
In fact, the main essence of GIS in historical geography is that it can incorporate qualitative data (like historical text) for spatial analysis.
This is also because such apps and devices enable investigators to incorporate everyday data like diet and weather along with other health parameters as input for big data analytics programs, to derive a true, real-world picture of efficacy, something that companies like Evidation Health are assisting larger players with.
News & Media
The move is Billboard's latest step in modernizing the Hot 100, which besides sales and airplay now also incorporates data from streaming services like Spotify.
News & Media
Similarly, the AntibodyRegistry incorporates data from individual vendors like UCDavis NeuroMabb, antibody literature-linking databases such as the Journal of Comparative Neurology's database and several aggregators of mainly commercial antibodies such as BioCompare.
Operation ⊕ is a network coding-like exclusive (invertible) operation, which incorporates data from multiple sources via a principle of exclusivity, see Section II-D for more details.
Our implementation is flexible in incorporating additional data like age, sex, sampling locations, sub-pedigrees and allele frequencies.
Science
Ms. Raccah emphasized that the newest survey incorporates data from a much larger group of publishers, in addition to distributors, wholesalers and retailers like Barnes & Noble.
News & Media
Expert writing Tips
Best practice
When using "incorporate data like", ensure the examples you provide after "like" are representative and relevant to the overall context. This helps clarify the type of data being integrated.
Common error
Avoid using vague or overly general examples after "incorporate data like". Be specific and precise to ensure clarity and avoid ambiguity for the reader.
Source & Trust
80%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "incorporate data like" functions as a verb phrase introducing examples of data that are being included or integrated into a system, analysis, or process. It sets the stage for specifying particular types of information.
Frequent in
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Less common in
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Ludwig's WRAP-UP
In summary, the phrase "incorporate data like" is a grammatically sound way to introduce examples of data being integrated. While Ludwig AI identifies the phrase as valid, there are no exact examples in the provided search data, suggesting a potential for more nuanced usage. When employing this phrase, clarity and specificity are crucial to ensure effective communication. Alternatives such as "include data such as" or "integrate data similar to" may offer a more formal tone depending on the context.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
include data such as
Replaces "incorporate" with the more direct "include" and "like" with "such as", offering a slightly more formal tone.
integrate data similar to
Substitutes "incorporate" with "integrate", emphasizing the merging of data, and "like" with "similar to", maintaining a comparable meaning.
add data akin to
Replaces "incorporate" with "add" for simplicity and "like" with "akin to", providing a slightly more sophisticated alternative.
use data comparable to
Focuses on the utilization of data, swapping "incorporate" for "use" and "like" for "comparable to", highlighting similarity.
implement data resembling
Emphasizes the action of putting data into effect, replacing "incorporate" with "implement" and "like" with "resembling".
factor in data similar to
Highlights considering data during a process, substituting "incorporate" with "factor in" while keeping a similar data comparison.
assimilate data akin to
Suggests absorbing data into a whole, replacing "incorporate" with "assimilate" and maintaining the comparison with "akin to".
introduce data such as
Replaces "incorporate" with "introduce", emphasizing the action of bringing data into play while using "such as" for a direct list.
merge data like
Focuses on the action of combining data, replacing "incorporate" with "merge" for a simplified approach.
build in data similar to
Highlights the process of constructing something with data, replacing "incorporate" with "build in" and using "similar to" for comparison.
FAQs
How can I use "incorporate data like" in a sentence?
You can use "incorporate data like" to introduce specific examples of data being included or integrated into a project, report, or analysis. For instance, "The study will "incorporate data like" survey responses and demographic information".
What are some alternatives to "incorporate data like"?
Alternatives include "include data such as", "integrate data similar to", or "add data akin to". The best choice depends on the specific context and desired tone.
Is it correct to say "incorporate data such as" instead of "incorporate data like"?
Yes, "incorporate data such as" is a grammatically correct alternative. "Such as" is often considered more formal than "like", but both are generally acceptable.
What is the difference between "incorporate data like" and "include data like"?
"Incorporate" suggests a more thorough integration or blending of the data into a whole, while "include data like" simply means to add the data to something. The choice depends on whether you want to emphasize integration or just addition.
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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
80%
Authority and reliability
4.5/5
Expert rating
Real-world application tested