In: Statistics and Probability
Your insurance company has converged for three types of cars. The annual cost for each type of cars can be modeled using Gaussian (Normal) distribution, with the following parameters: (Discussions allowed!)
Use Random number generator and simulate 1000 long columns, for each of the three cases. Example: for the Car type 1, use Number of variables=1, Number of random numbers=1000, Distribution=Normal, Mean=520 and Standard deviation=110, and leave random Seed empty.
Next: use either sorting to construct the appropriate histogram or rule of thumb to answer the questions:
13. What is approximate probability that Car Type 1 has annual cost less than $550?
14. Which of the three types of cars is most likely to cost more than $1000?
15. For which of the three types we have the highest average cost?
The random number of car type 1 is generated in excel by following these steps,
Step 1: DATA > Data Analysis > Random number generator > OK. The screenshot is shown below,
Step 2: Enter Number of variables: 1, Number of Random numbers: 1000, Distribution: Normal, Parameters: Mean = 520 and Standard Deviation = 0.303. The screenshot is shown below,
The result is obtained. The screenshot is shown below,
13)
Answer: c. Between 55% and 70%
Explanation: The probability is obtained by counting the number of number of car having annual cost less than $550
The number of cars having annual cost less than $550 is counted in excel using the function =COUNTIF(A2:A1001,"<550"). The screenshot is shown below,
14)
Answer: b. Type 2
Explanation: Since Type 2 cars have higher average and higher standard deviation, the annual cost will more likely to be more than $1000 compare to cars of type 1 and cars of type 3
The answer can be verify by following similar process as done in question 13 and then count the number of cars having annual costs more than $ 1000. I did the same process and found that, type cars are more likely to have annual costs more than $ 1000
Type | Number of cars (Annual cost> $1000) |
1 | 1 |
2 | 37 |
3 | 0 |
15)
Answer: b. Type 2
Explanation:
From the random sampling of each of three cars type, the average values are obtained in excel using the function =AVERAGE(). The screenshot is shown below,
similarly , the average values obtained for cars type 2 and cars type 3
Type | Average cost |
1 | 523 |
2 | 720 |
3 | 471 |