Question
Mr. Earl Allen, the owner of Lobster Jack, wants to find out what the peak demand periods are during the hours of operation, in order
Mr. Earl Allen, the owner of Lobster Jack, wants to find out what the peak demand periods are during the hours of operation, in order to be better prepared to serve his customers. He thinks that, on average, 60% of the daily customers come between 6:00pm and 8:59pm (equally distributed in that time) and the remaining 40% of customers come at other times during the operating hours (again equally distributed). He wants to verify if that is true or not, so he asked his staff to write down during one week the number of customers that come into the restaurant at a given hour each day. His staff gave him the following data:
Time | Day 1 | Day 2 | Day 3 | Day 4 | Day 5 | Day 6 | Day 7 |
---|---|---|---|---|---|---|---|
5:00pm-5:59pm | 15 | 19 | 21 | 20 | 12 | 15 | 15 |
6:00pm-6:59pm | 30 | 23 | 24 | 25 | 28 | 29 | 26 |
7:00pm-7:59pm | 36 | 29 | 39 | 35 | 39 | 30 | 32 |
8:00pm-8:59pm | 29 | 33 | 23 | 29 | 24 | 32 | 27 |
9:00pm-9:59pm | 21 | 20 | 12 | 19 | 18 | 14 | 20 |
10:00pm-10:59pm | 12 | 12 | 15 | 12 | 10 | 15 | 14 |
11:00pm-11:59pm | 8 | 7 | 9 | 10 | 12 | 12 | 9 |
Help the manager figure out if his instincts are correct or not. Use a Chi-Squared test to see if the observed distribution is similar to the expected. Use the average demand for a given time as your observed value.
1. What is the p-value of your Chi-Square test?
Suppose that the owner wants to test if his initial hypothesis is accurate at 80% confidence interval. You set up the below Hypothesis test H0: The actual sales distribution resembles the expected distribution at the 80% confidence level H1: The actual sales distribution does not resemble the expected distribution at the 80% confidence level 2. Which of the following is true?
Choose the correct answer. Select an answer
O We reject the Null Hypothesis.
O We cannot reject the Null Hypothesis.
O We cannot make any decision.
Part 2
Earl now wants you to help him analyze his sales data. The restaurant is famous for its Lobo lobster roll. You were given some information based on which you deduced that the demand for the lobster roll was normally distributed with a mean of 220 and standard deviation of 50. You also know that the lobster supplier can provide lobster at a rate that mimics a uniform distribution between 170 and 300. One Lobster is used per roll and the lobsters need to be fresh (i.e. the restaurant can only use the lobsters that are delivered that day).
You decide to run 200 simulations of 1000 days each.
Calculate the expected sales of Lobster roll per day based on your simulation results.
Enter your answer rounded to the nearest whole number. For example, if your answer is 12.3456, you should enter 12
Use the expected sales from each of your 200 simulations to find a confidence interval for the average expected sales. What is the 95% confidence interval, L (Your confidence interval is mean +/- L), for this estimate?
Enter your answer rounded to two decimal places. For example, if your answer is 12.3456, you should enter 12.35.
Step by Step Solution
There are 3 Steps involved in it
Step: 1
Get Instant Access to Expert-Tailored Solutions
See step-by-step solutions with expert insights and AI powered tools for academic success
Step: 2
Step: 3
Ace Your Homework with AI
Get the answers you need in no time with our AI-driven, step-by-step assistance
Get Started