statistical problem analysis
TRANSCRIPT
- 1. Fahad
- 2. A competitor claims that its mid size car gets better mileage than automakers new mid size model. The automaker used sample information in a probability based on normal distribution to provide strong evidence that the competitors claim is false.
- 3. Total Population 10000 Sample selected 49 of company Y According to EPA (environmental protection agency) standards The mean = 31.55 Standard Deviation = 0.7
- 4. Well use the normal probability distribution to prove that the competitors claim is false. Secondary data will be used. Sample of 49 mileages has been collected from company Y cars. Mean of sample mileage =31.5 miles/gallon Standard deviation = 1.5 miles/gallon
- 5. Competing company = 33 = 0.7 Suppose that the competitor is true in his argument P(32 x 35)
- 6. As it was supposed that the claim is true we therefore take the values to be 32 and 35 instead of 32.3 and 33.7
- 7. P(32 x 35) = P P(32 x 35) = P(-1.43 z 2.86) From z table(-1.42=.4236) & (2.86=.4979) P(32 x 35)=P .4236+.4979=.9215x100=92.15% This probability says that if the competing automaker claim is valid then 92.15% of all its midsize cars will get mileages between 32mpg and 35mpg
- 8. 30.8 30.9 32.0 32.3 32.6 31.7 30.4 31.4 32.7 31.4 30.1 32.5 30.8 31.2 31.8 31.6 30.3 32.8 30.6 31.9 32.1 31.3 32.0 31.7 32.8 33.3 32.1 31.5 31.4 31.5 31.3 32.5 32.4 32.2 31.6 31.0 31.8 31.0 31.5 30.6 32.0 30.4 29.8 31.7 32.2 32.4 30.5 31.1 30.6
- 9. Adding all cars mileage We get 1546.1 As weve taken 49cars sample so 1546.1/49= 31.55 So Mean = 31.55
- 10. 28 29 30 31 32 33 34 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 MPG
- 11. The antipollution department and tax department agreed upon Automakers producing cars with mileage of 31.5mpg will be tax-free This will reduce pollution Will be more economical Customers will be attracted to buy it
- 12. Suppose that an independent testing agency randomly selects one of these cars and finds that it gets mileage of 31.2 mpg when tested. Claimed mean = 33 Standard Deviation =0.7 Which contradicts with the randomly selected car According to the claimed mean and standard deviation the manufacturer should be declared tax-free. Itll be proved that the manufacturers claim is false
- 13. To calculate the mileage x of a randomly selected car which will be equal to or less than 31.2mpg p( x 31.2) The area under the normal curve to the left side of 31.2 with mean 33.0 and standard deviation 0.7 z= = = -2.57 Which shows that the mileage 31.2 is 2.57 standard deviation below the mean mileage = 33
- 14. Calculation summary p(x31.2)=p( ) =p(z -2.57)=.5 - .4949=.0051 =.0051x10000 =51.0 Cars mileage
- 15. It is very hard to believe that 51 cars out of 10000 will have mileage below 31.2 Conclusion: We have a very strong evidence against the competing automakers claim to be false. Reasons could be: Mean is smaller than 33 Standard deviation is greater than 0.7 The population is not normally distributed