In: Statistics and Probability
Doggie Nuggets Inc. (DNI) sells large bags of dog food to warehouse clubs. DNI uses an automatic filling process to fill the bags. Weights of the filled bags are approximately normally distributed with a mean of 46 kilograms and a standard deviation of 1.68 kilograms. Complete parts a through d below.
What is the probability that a filled bag will weigh less than 45.6 kilograms?
The probability is _______________.
(Round to four decimal places as needed.)
b. What is the probability that a randomly sampled filled bag will weigh between 44.6 and 48 kilograms?
The probability is ____________________.
(Round to four decimal places as needed.)
c. What is the minimum weight a bag of dog food could be and remain in the top 10% of all bags filled?
The minimum weight is ________________ kilograms.
(Round to three decimal places as needed.)
d. DNI is unable to adjust the mean of the filling process. However, it is able to adjust the standard deviation of the filling process. What would the standard deviation need to be so that no more than 8% of all filled bags weigh more than 51 kilograms?
The standard deviation would need to be _______________ kilograms.
(Round to three decimal places as needed.)
Solution :
Given that ,
mean = = 46
standard deviation = = 1.68
a)
P(x < 45.6) = P((x - ) / < (45.6 - 46) / 1.68)
= P(z < -0.24)
= 0.4052
Probability = 0.4052
b)
P(44.6 < x < 48) = P((44.6 - 46)/ 1.68) < (x - ) / < (48 - 46) / 1.68) )
= P(-2.024 < z < 1.19)
= P(z < 1.19) - P(z < -2.024)
= 0.883 - 0.0215
= 0.8615
Probability = 0.8615
(c)
Using standard normal table,
P(Z > z) = 10%
1 - P(Z < z) = 0.10
P(Z < z) = 1 - 0.10
P(Z < 1.28) = 0.90
z = 1.28
Using z-score formula,
x = z * +
x = 1.28 * 1.68 + 46 = 48.15
The minimum weight is 48.15 kilograms .
(d)
x = 51
z = 1.405
x = z * +
= (x - ) / z = (51 - 46) / -1.405 = 3.559 kilograms