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
confusion for developers
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "confusion for developers" is correct and usable in written English.
It can be used when discussing issues or challenges that may lead to misunderstandings or difficulties for software developers. Example: "The new update caused significant confusion for developers, making it hard for them to implement the changes effectively."
✓ Grammatically correct
Health Research Policy and Systems
TechCrunch
The Guardian - Business
The New York Times
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
Although there are arguments for and against using the same grading system across a wide range of different types of recommendations, WHO should use a uniform grading system to prevent confusion for developers and users of recommendations.
Human-verified similar examples from authoritative sources
Similar Expressions
59 human-written examples
Since then, there's been some confusion about what the changes actually mean for developers.
News & Media
In January the head of housebuilder Taylor Wimpey said that confusion over how the scheme would work was causing problems for developers.
News & Media
Everyone agrees that there are probably too many platforms, creating inefficiencies and duplication for app developers, and possibly confusion for consumers who don't want to, in the long run, pick the loser.
News & Media
Today at WWDC, Apple is seeking to eliminate some of that confusion with HomeKit, a new toolkit for iOS 8 developers that will create a standard for developers to pair their iPhones with different smart home devices.
News & Media
Such battles are headaches for developers.
News & Media
FOR developers, the clock is ticking.
News & Media
The fire created numerous opportunities for developers.
News & Media
The lesson for developers?
News & Media
"That creates a risky proposition for developers.
News & Media
This sucks for developers.
News & Media
Expert writing Tips
Best practice
To clarify the source of the problem, specify what is causing the "confusion for developers" (e.g., documentation, API changes).
Common error
Don't use "confusion for developers" without explaining the source or nature of the confusion. Be specific about what aspects are unclear to provide actionable insights.
Source & Trust
88%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "confusion for developers" primarily functions as a noun phrase that describes a state of uncertainty or misunderstanding experienced by software developers. Ludwig AI validates its use in describing challenges faced by this specific group.
Frequent in
News & Media
40%
Science
30%
Formal & Business
20%
Less common in
Wiki
5%
Encyclopedias
3%
Reference
2%
Ludwig's WRAP-UP
The phrase "confusion for developers" effectively highlights challenges faced by software developers due to misunderstandings or uncertainties. Grammatically correct and validated by Ludwig AI, it's commonly found in news articles, business contexts, and scientific publications. While alternatives like "developer perplexity" or "difficulties for developers" exist, specifying the source of the "confusion" enhances clarity. To prevent vagueness, always provide context when using this phrase.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
developer perplexity
This alternative replaces "confusion" with "perplexity", emphasizing a state of bewilderment.
developer bewilderment
Substituting "confusion" with "bewilderment" highlights a sense of being completely puzzled or disoriented.
developer misinterpretations
This phrase focuses on developers incorrectly understanding something.
difficulties for developers
This alternative shifts the focus to the problems faced by developers.
challenges for developers
This phrase highlights the obstacles that developers encounter.
developer quandaries
Using "quandaries" instead of "confusion" suggests more complex and puzzling situations.
developer uncertainties
This term emphasizes the lack of clarity and predictability experienced by developers.
developer ambiguity
Replacing "confusion" with "ambiguity" stresses the lack of clear meaning.
developer misconceptions
This phrase highlights false or inaccurate views held by developers.
developer incomprehension
This alternative underscores a lack of understanding among developers.
FAQs
How can I use "confusion for developers" in a sentence?
You can use "confusion for developers" to describe situations where developers are facing misunderstandings or difficulties. For example: "The new API documentation caused significant "confusion for developers" trying to integrate the system."
What's a good alternative to "confusion for developers"?
Alternatives include "developer perplexity", "developer bewilderment", or "difficulties for developers" depending on the specific context.
Is it better to say "confusion among developers" or "confusion for developers"?
"Confusion among developers" and "confusion for developers" are both grammatically correct, but "confusion for developers" emphasizes the impact of the confusion on the developers themselves. Using "among" focuses on the group dynamic.
What causes "confusion for developers"?
"Confusion for developers" can arise from poorly written documentation, frequent API changes, lack of clear communication, or complex system architectures.
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
88%
Authority and reliability
4.5/5
Expert rating
Real-world application tested