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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
collaborating into
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "collaborating into" is not correct and not typically used in written English.
It is unclear and does not convey a clear meaning in standard English usage. Example: "We are collaborating into a new project" would be better phrased as "We are collaborating on a new project."
⚠ May contain grammatical issues
Science
News & Media
Alternative expressions(3)
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
1 human-written examples
We review different modeling techniques and use two converse techniques, i.e. agent-based and event-based modeling, to run a simulation of hypothetical systems collaborating into a SoS.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
59 human-written examples
When a given user is transmitting, a close idle terminal may decide to collaborate into transmission, becoming a relay that transmits a second stream increasing the transmission rate of the active user and reducing therefore the energy used per bit transmitted (i.e. ECR, see Section 2).
In the future, the duo would collaborate into stellar songwriters.
News & Media
Presumably we are seduced into collaborating in the perpetuation of some part of our genetic inheritance by those moments of love and embrace.
News & Media
The three-level model is instrumental for not forcing collaborating parties into connecting their information infrastructures directly.
And it advised using money, not ideology, to lure C.I.A. personnel into collaborating.
News & Media
Which is to lure the reader into collaborating with him in imagining a future like no other.
News & Media
Roberto Ruggeri, one of the owners, runs the Bice empire, and he managed to entice Roger Vergé, one of France's culinary gods, into collaborating on the project.
News & Media
One witness, a Kosovo Albanian identified only as K5, said he had joined a Serbian police sabotage team after being blackmailed into collaborating with the police.
News & Media
According to Isam Al Khafaji, a moderate Iraqi academic who worked with the State Department on prewar planning and later with the American reconstruction office in Baghdad, "What I had originally envisioned -- working with allies in a democratic fashion" -- soon turned into "collaborating with occupying forces," not what he and other Iraqi exiles had had in mind at all.
News & Media
The Israeli army tortured Palestinian men and then went home to masturbate to Holocaust-themed pornography (the army's use of torture "eliminates ethical Judaism from the boundaries of the Israeli state and state action," she writes); Israeli soldiers clandestinely took photographs of Palestinian women in shop changing-rooms to blackmail them into collaborating.
News & Media
Expert writing Tips
Best practice
Instead of using "collaborating into", opt for the more grammatically sound and widely accepted phrase "collaborating on" or "collaborating in". This ensures clarity and avoids potential confusion for your readers.
Common error
Avoid using "into" after "collaborating". The correct prepositions are typically "on" or "in", depending on the context. For instance, say "collaborating on a project" instead of "collaborating into a project".
Source & Trust
82%
Authority and reliability
2.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "collaborating into" functions as a verb phrase, attempting to describe a process of cooperation leading to a transformation or integration. However, according to Ludwig AI, this usage is not considered standard English.
Frequent in
Science
33%
News & Media
33%
Formal & Business
33%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, while the phrase "collaborating into" may appear in some contexts, it's generally considered grammatically incorrect and is not standard English usage. Ludwig AI highlights its infrequent usage and suggests opting for alternatives such as "collaborating on" or "collaborating in" to ensure clarity and grammatical correctness. These alternatives are more widely accepted and convey the intended meaning of cooperation and partnership more effectively. Using the appropriate preposition improves the overall quality and professionalism of your writing.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
collaborating on
Uses the correct preposition "on" to indicate the subject of collaboration.
collaborating in
Employs "in" which, while grammatically valid, might imply a broader context rather than a specific task.
working together on
Replaces "collaborating" with a simpler phrase conveying the same meaning.
partnering in
Uses "partnering" to suggest a more formal collaboration within a specific area.
cooperating on
Substitutes "collaborating" with "cooperating", emphasizing shared effort.
joining forces on
Emphasizes the combined strength achieved through collaboration.
teaming up for
Offers an informal way to describe collaboration toward a specific goal.
pooling resources for
Highlights the sharing of resources as part of the collaborative effort.
coordinating efforts toward
Focuses on the organized aspect of collaboration to achieve a common objective.
uniting to
Implies a strong sense of purpose and solidarity in the collaborative endeavor.
FAQs
What's the correct way to use "collaborating" with a preposition?
The most common and grammatically correct prepositions to use with "collaborating" are "on" and "in". For example, you can say "collaborating on a project" or "collaborating in a study", but "collaborating into" is generally incorrect.
What can I say instead of "collaborating into"?
You can use alternatives like "collaborating on", "collaborating in", or simply "working together on" depending on the context.
Is "collaborating into" ever considered correct?
While occasionally found, "collaborating into" is generally considered grammatically incorrect. It's best to use the more standard phrases "collaborating on" or "collaborating in" for clarity and acceptance.
How does the meaning change when using "collaborating on" versus "collaborating in"?
"Collaborating on" typically refers to working together on a specific task or project. "Collaborating in" often implies working together within a broader field or area of activity.
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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
82%
Authority and reliability
2.5/5
Expert rating
Real-world application tested