In: Statistics and Probability
The expansion of the Istanbul International Airport has drawn media attention for its revolutionised baggage service which shortened the time a passenger needed to collect his or her baggage. To gauge the performance of its newly-installed baggage carousel, the department of aviation services has collected a random dataset on the number of bags per minute handled by Baggage Carousel A and Baggage Carousel B. These are two different carousels. You would like to summarise the dataset, compare the two carousels and reportto the department of aviation services. Your answers should address the following:
1. Choose appropriate graphs to visualise the dataset and provide relevant descriptive statistics and a brief commentary.
2. Compute the average time a passenger needs to wait to see the next piece of baggage. State the assumption you need to make this computation. Hint: what is the assumption behind modelling inter-arrival waiting time as an exponentially distributed variable?
3. Based on your assumptions for both carousels, compute (a) the probability that in one minute there are less than 7 bags and (b) the probability that in one minute there are less than 10 bags. Compare your computed results to what you observe from the data.
4. Explain why you do or do not think your assumption is valid for this dataset.
Baggage Carousel A |
|
Operation Minute ID |
Number of baggages |
Minute 1 |
11 |
Minute 2 |
15 |
Minute 3 |
10 |
Minute 4 |
12 |
Minute 5 |
8 |
Minute 6 |
17 |
Minute 7 |
11 |
Minute 8 |
11 |
Minute 9 |
13 |
Minute 10 |
14 |
Minute 11 |
10 |
Minute 12 |
14 |
Minute 13 |
15 |
Minute 14 |
16 |
Minute 15 |
6 |
Minute 16 |
12 |
Minute 17 |
9 |
Minute 18 |
6 |
Minute 19 |
7 |
Minute 20 |
11 |
Minute 21 |
13 |
Minute 22 |
17 |
Minute 23 |
9 |
Minute 24 |
15 |
Minute 25 |
14 |
Baggage Carousel B |
|
Operation Minute ID |
Number of baggages |
Minute 1 |
10 |
Minute 2 |
9 |
Minute 3 |
11 |
Minute 4 |
7 |
Minute 5 |
8 |
Minute 6 |
15 |
Minute 7 |
6 |
Minute 8 |
8 |
Minute 9 |
10 |
Minute 10 |
18 |
Minute 11 |
11 |
Minute 12 |
17 |
Minute 13 |
9 |
Minute 14 |
17 |
Minute 15 |
18 |
Minute 16 |
13 |
Minute 17 |
4 |
Minute 18 |
13 |
Minute 19 |
9 |
Minute 20 |
14 |
Minute 21 |
17 |
Minute 22 |
7 |
Minute 23 |
17 |
Minute 24 |
11 |
Minute 25 |
12 |