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Chance your arm
Informal Usage
This phrase is informal, best used in casual conversations rather than formal situations. 
British Origin
It's a British phrase, so it's more common in the UK, understood and used less in other English-speaking countries. 
Decision Point
Use it when someone decides to take an action despite uncertainty or risk. 