Why is my Buy Box ratio going up/down even though as a private label seller I always have the Buy Box?

Running out of stock / Returning with stock

When a product runs out of stock, the tool will register this as a loss of the Buy Box. 

In turn, being in stock again will (usually) let you have the Buy Box again (unless you are being punished by Amazon).