1 Should Antelope Coffee Inc. open a new shop at Montana?* Example7.4 of Newbold and Carlson and Thorne, 6th edition Ka-fu Wong & Nipun Sharma University of Hong Kong 29 March 2007 Ka-fu Wong & Nipun Sharma University of Hong Kong 29 March 2007 *The ppt is a joint effort: Nipun Sharma discussed the Example with Dr. Ka-fu Wong on 28th March 2007; Ka-fu explained the problem; Nipun drafted the ppt; Ka-fu revised it. Use it at your own risks. Comments, if any, should be sent to
2 The problem at hand: Antelope Coffee Inc. is considering the possibility of opening a coffee shop in Montana. Previous research shows that a shop will be successful if the per capita annual income > 60,000. The standard deviation is known to be From a random sample of 36, the mean income was 62,300. Does this sample provide enough evidence to show that the shop will be successful?
3 Summarize the information and rewrite the question Population Mean: 60,000 Standard Deviation: 5000 Sample Mean: 62,300 Sample size : 36 Standard deviation of the sample mean = 5000/36 1/2 = 5000/6 = Sample mean of > Population mean of Naturally we tend to conclude that the mean is > 60000, but we know that there is a chance we will observe a sample mean larger than or equal to even if the true population mean is or lower. Is it rare to observe such sample mean when the true population mean is or lower?
4 Is it rare to observe a sample mean that is larger than or equal to when the true population mean is 60000? Prob(m | =60000) =Prob((m-60000)/ ( )/833.33) =Prob(Z 2.76) = Yes! It is rare to observe a sample mean that is larger than or equal to when the true population mean is That is, it is unlikely that the population mean is
5 Is it rare to observe a sample mean that is larger than or equal to when the true population mean is 59999? Prob(m | =59999) =Prob((m-59999)/ ( )/833.33) =Prob(Z ) = Yes! It is rare to observe a sample mean that is larger than or equal to when the true population mean is That is, it is unlikely that the population mean is More unlikely than when the population mean is
6 Is it rare to observe a sample mean that is larger than or equal to when the true population mean is 59998? Prob(m | =59998) =Prob((m-59998)/ ( )/833.33) =Prob(Z ) = Yes! It is rare to observe a sample mean that is larger than or equal to when the true population mean is That is, it is unlikely that the population mean is More unlikely than when the population mean is
7 Concluding remarks That is, based on the sample information, it is very likely that the population mean is larger than Opening a new coffee shop is very likely to be a success. What we really want to get is Prob(< | m=62300) or Prob(> | m=62300) = 1- Prob(< | m=62300) More generally, we are interested in Prob(a < < b | m=62300) Materials in Chapter 8: Confidence Intervals.