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In preference to somebody/something
Choices Matter
The phrase emphasizes a deliberate choice between options based on preference. 
Subtle Preference
Use it to express a subtle or polite preference without strong criticism of the other options. 
Consider Context
The context can be personal taste, practical reasons, health, ethics, etc. 