Failures      Cost per
          per 1000       Failure
           Trials      (in $1000s)
          
              3           12.1
              1           56.9
              2           37.8
              9            5.8
              5           10.2
              3           66.7
              8           77.1
              4           38.3
              9          104.2
              1           65.9
              1           67.0
              0            0.0
              7            2.1
              6           24.9
  
Similarly, implementation 2 (I2) can fail in 11 different ways, with the following failure rates and costs per failure:
          Failures      Cost per
          per 1000       Failure
           Trials      (in $1000s)
          
              5            40.0
              6            41.0
              6            41.0
              5            40.0
              6            41.0
              5            41.0
              5            40.0
              6            41.0
              6            41.0
              5            40.0
              6            41.0
  
The different failures are completely unrelated. So, we can think of each different failure as an outcome. In addition, appealing to the strong law of large numbers, we can think of the the failure rate as the probability of that outcome. (Note: When an implementation doesn't fail it has a failure cost of $0.)
Copyright 2009