X is the time in hours required to find a bug in a software system. Assume that X is normally distributed with mean of 3 and standard deviation of 5. What is the lowest time limit in which 95% of the bugs can be found

Respuesta :

Answer:

The lowest time limit in which 95% of the bugs can be found is 11.22 hours.

Step-by-step explanation:

We are given that X is the time in hours required to find a bug in a software system. Assume that X is normally distributed with mean of 3 and standard deviation of 5.

So, X = time in hours required to find a bug in a software system

X ~ N([tex]\mu = 3, \sigma = 5^{2}[/tex])

The z score probability distribution is given by;

            Z = [tex]\frac{X-\mu}{\sigma}[/tex] ~ N(0,1)

where, [tex]\mu[/tex] = mean value

            [tex]\sigma[/tex] = standard deviation

Let the lowest time limit in which 95% of the bugs can be found = [tex]x[/tex]

Now, we have to find the lowest time limit in which 95% of the bugs can be found, i.e.;

      P( [tex]\frac{X-\mu}{\sigma}[/tex] < [tex]\frac{x-3}{5}[/tex] ) = 0.95

      P(Z < [tex]\frac{x-3}{5}[/tex] ) = 0.95

Now, the critical value of [tex]x[/tex] in the z table which given an area of less than 95% is 1.6449, which means;

                [tex]\frac{x-3}{5}[/tex] = 1.6449

                 [tex]x -3 = 1.6449 \times 5[/tex]

                    [tex]x[/tex] = 3 + 8.22 = 11.22

Therefore, the lowest time limit in which 95% of the bugs can be found is 11.22 hours.