the problem is there are 4 $10 chips, 1 $100 chip, and 3 $-50 chips. Pick a $-50 chip and you are negative - note that in this market most chips will make you money, the total loses - I just picked my numbers at random.
Now a good manager should be able to look at the signs: most companies that will lose money have plenty of warnings in their various (10k, 8q or whatever) reports, not to mention you can look at an industry and see trends that hit the bottom line.
Should is key: many managers fail at this. However becareful when rating failures: the best managers long term have many years of below average performance - not just below market, below their peers are ultimately are not good. The best returns are from seeing a company that is doing bad now, but is going to turn things around in a few years (if you are a large enough you can even force this: buy enough of a company that you can change management). However this often means seeing that a turn around will happen sometimes in the next 5 years and waiting our 3 years of bad returns (and looking really bad!) before it happens.
I cannot tell who the best managers are, except in hindsight though.