Question
SECTION II Green & Fast Motor (GFM) manufactures passenger cars. It equips its cars with Power tyres supplied by the Power Drive Corporation (PDC), before
SECTION II
Green & Fast Motor (GFM) manufactures passenger cars. It equips its cars with Power tyres
supplied by the Power Drive Corporation (PDC), before delivering them to its two regional
distributors located in the East and West of the country. PDC's product information shows that
the lifespan of a Power tyre follows a Normal Distribution with mean value of 40000 kilometres
(km) and standard deviation of 2000 km.
Question 1
(a) GFM's management wants to understand more about the Power tyres.
(i) Find the distance that 80% of the Power tyres can last beyond.
(ii) The company's Data Analyst wants to take a sample of Power tyres to study their
performances. He took data from only 12 tyres as he is constrained by time and
resources for the analysis. Evaluate the probability that the mean lifespan of these
12 tyres will be at least 41000 km. Explain why the Analyst can use a small sample
size.
(b) Eco Earth Enterprise (EEE) has developed its new Eco tyre based on the latest synthetic
material. While promoting its tyre to SFM, EEE's Sales Director boasted that Eco tyre
provides better fuel efficiency (measured in km/litre) than Power tyre for vehicles.
GFM's management bought one shipment of Eco tyres. It equipped the cars for its East
Region distributor with Eco tyres while those for the West Region distributor continued
to use Power tyres. A sample of cars sold by each distribution is monitored and the cars'
fuel efficiencies are recorded as shown in the data file
(Fuel_Efficiencies_Eco_n_Power.xlsx).
FE with Power tyres | FE with Eco tyres |
10.30 | 11.30 |
11.10 | 10.90 |
11.50 | 11.40 |
7.70 | 11.90 |
12.90 | 11.30 |
10.70 | 11.90 |
9.90 | 8.00 |
11.70 | 12.10 |
9.70 | 11.10 |
10.00 | 11.20 |
10.00 | 9.00 |
9.10 | 12.00 |
10.60 | 8.80 |
8.90 | 13.20 |
9.80 | 9.40 |
12.00 | 11.00 |
11.10 | 9.70 |
11.00 | 10.90 |
12.70 | 12.40 |
9.30 | 12.70 |
10.10 | 11.60 |
10.10 | 11.70 |
9.20 | 9.30 |
10.70 | 8.50 |
10.10 | |
10.10 | |
Use Microsoft Excel to summarise separately the two (2) samples of data on the cars'
fuel efficiencies. Identify the locations and spreads of the samples, each with a measure
that takes all data into consideration. Comment on their differences.
Present the data in an appropriate type of diagram. Comment on the data distributions.
(c) Using the Excel summary output in Q1(b), identify the 95% Confidence Interval (CI)
estimate of the mean fuel efficiency for each type of tyre used and interpret this
confidence interval. Hence infer any differences in the fuel efficiencies provided by the
two (2) different tyres.
State the requirement in using t-distributions to construct the confidence intervals.
Justify whether this requirement is met in both cases.
Relating to above
(a) Develop an appropriate Hypothesis Test at 0.05 significant level to validate EEE's claim.
You must use the critical value approach, show the five (5) test steps and calculate the
test statistic by using data from the Excel Summary output from Question 1(b).
Examine and explain the type of Hypothesis Test Error that may occur in this analysis
and the consequence of this error.
(b) Apply Microsoft Excel to conduct the same test as Q2(a) but at 0.10 significant level,
using p value approach. You only need to show the steps which are different from the
test in Q2(a) and make your test conclusion based on the p value obtained from the Excel
test output.
(c) GFM consults you on the Statistic and Test procedures conducted. Discuss two (2)
shortcomings (excludes the issue on type of Test Error in Question 2(a) and how you
would have done differently to obtain more robust test results).
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