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A new broom
Expect Change
This phrase implies significant changes are anticipated with the arrival of the new person. 
Metaphorical Use
'A new broom' is a metaphor for someone who cleans up or makes improvements. 
Context Sensitivity
The phrase is best used in contexts involving changes in an organization or group. 