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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
based on engagement
Grammar usage guide and real-world examplesUSAGE SUMMARY
"based on engagement" is correct and usable in written English.
You can use this phrase to refer to something that is connected to different levels of involvement or interaction. For example, "The company's marketing strategy is based on engagement with customers across various online platforms."
✓ Grammatically correct
News & Media
Science
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
15 human-written examples
What Mr. De Villepin is really after is an activist foreign policy for France based on engagement, not retreat.
News & Media
Again, sites can live or die based on engagement.
News & Media
Algorithms recommend some content based on engagement, and guess what?
News & Media
Until now, Medium rewarded partners based on engagement with the story from each individual subscriber.
News & Media
The Style Analytics tool will rank brands on Polyvore based on engagement level with their clothing and accessories.
News & Media
It also released a new pricing model at that time that allowed marketers to pay based on engagement with their Promoted Pins.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
44 human-written examples
A cluster analysis was performed to examine learning profiles based on students' engagement in logging into the portal, watching course videos, and handing in assignments.
So far, it looks like the foundation laid is a solid one, based on these engagement and adoption numbers.
News & Media
"Bergoglio signed it and warned us to be discreet, saying that many Argentine bishops, especially older ones, were against causes based on social engagement," the head of the Franciscan order in Argentina and Uruguay, Carlos Trovarelli, told Italian newspaper La Stampa.
News & Media
Growth is based on increased engagement per timeline view, but that's one side of the engagement coin, he noted.
News & Media
Despite the emphasis of care models based on patient engagement, to our knowledge no comprehensive data-driven, systematic reviews of patient engagement have been published.
Science
Expert writing Tips
Best practice
When using "based on engagement", clearly define what constitutes 'engagement' in your context. Is it clicks, time spent, active participation, or something else?
Common error
Avoid using "based on engagement" without specifying what engagement metrics are being used. This can lead to misinterpretation and lack of clarity.
Source & Trust
81%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "based on engagement" functions as a prepositional phrase that modifies a noun or clause, indicating the foundation or rationale for something. Ludwig examples show how algorithms and pricing models can be "based on engagement".
Frequent in
News & Media
60%
Science
25%
Formal & Business
15%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "based on engagement" serves as a prepositional phrase that signifies dependence on interaction and participation. It's deemed grammatically correct and usable, indicating that something relies directly on the level of involvement, as confirmed by Ludwig. Although primarily found in News & Media and Scientific contexts, it maintains a neutral register. Therefore, be sure to specify what "engagement" means in your context to avoid any vagueness.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
depending on interaction
Focuses specifically on the reciprocal action between entities, differing from the general idea of involvement.
derived from participation
Emphasizes the act of taking part, making it more active than the original phrase.
rooted in involvement
Highlights the deep-seated connection or origin point in active contribution, adding a layer of fundamental origin.
contingent on interaction
Stresses the conditional nature of something relying on communication, setting it apart from general involvement.
predicated on commitment
Focuses on dedication and pledge, shifting away from mere involvement.
stemming from contribution
Highlights the contribution aspect, shifting the focus from mere involvement.
informed by dialogue
Emphasizes mutual communication and exchange influencing something; introduces the concept of discourse.
informed by participation
Highlights how involvement shapes or influences something through taking part.
dependent on collaboration
Stresses a joint effort influencing something rather than mere individual involvement.
guided by connection
Highlights the relational aspect directing something, differing from general engagement.
FAQs
What does "based on engagement" mean?
The phrase "based on engagement" means that something is determined or influenced by the level of interaction, involvement, or participation from individuals or groups. It suggests that the degree of engagement directly affects the outcome or decision.
How can I use "based on engagement" in a sentence?
You can use "based on engagement" to describe how decisions are made or how outcomes are influenced by interaction. For example, "The content ranking algorithm is "based on engagement" metrics, such as likes and shares."
Which is more appropriate, "based on engagement" or "depending on engagement"?
Both phrases are valid, but they convey slightly different nuances. "Based on engagement" implies a direct causal relationship, while "depending on engagement" suggests a conditional relationship. Choose the phrase that best fits the specific context. For example, if the result is a direct consequence of a level of engagement, use ""based on engagement"". If the results is contingent use "depending on engagement".
What are some alternatives to saying "based on engagement"?
You can use alternatives like "depending on interaction", "derived from participation", or "rooted in involvement" depending on the context.
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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
81%
Authority and reliability
4.1/5
Expert rating
Real-world application tested