Here's some reading for ya.
It's oriented towards larger industrial motors, but the factors generally scale down for smaller motors.
To a large extent, its more an issue of reduced life vs breaking down immediately.
Thanks, I thought I was told long ago that the bearing selected by manufacturers was determined by orientation. The article you referenced confirms that.