Question

In: Statistics and Probability

A study compared the maximum speed (km/hour) of two types of children's bikes: brand A and...

A study compared the maximum speed (km/hour) of two types of children's bikes: brand A and brand B.
A sample of four Brand A bikes resulted in a sample mean of 13.9 km/hour with sample standard deviation
of 1.2247 km/hour. A sample of four Brand B bikes resulted in a sample mean of 12.2 km/hour with sample
standard deviation of 1.009951 km/hour. Assume the populations are normal with equal variances; and the two
populations are independent. Let A be the population mean for the maximum speed of Brand A bikes. Let
B be the population mean for the maximum speed of Brand B bikes. Suppose a hypothesis test is conducted
to look for evidence that the two brands of children's bikes have a di erent population mean maximum speed.
1
1. State the null and alternative hypothesis.
2. Determine the value and distribution of test-statistic.
3. Compute the P-value and determine if we reject null hypothesis, with = 0:05
4. There are three type of con dence intervals: two-taild, one tailed with upper bound, and one tailed
with lower bound. Choose and compute the appropriate con dence interval for the di erence in the
population mean maximum speed. Verify if we should reject null hypothesis with the con dence interval
you calculated.

Solutions

Expert Solution

Solution:-

State the hypotheses. The first step is to state the null hypothesis and an alternative hypothesis.

Null hypothesis: u1 = u 2
Alternative hypothesis: u1 u 2

Note that these hypotheses constitute a two-tailed test.

Formulate an analysis plan. For this analysis, the significance level is 0.05. Using sample data, we will conduct a two-sample t-test of the null hypothesis.

Analyze sample data. Using sample data, we compute the standard error (SE), degrees of freedom (DF), and the t statistic test statistic (t).

SE = sqrt[(s12/n1) + (s22/n2)]
SE = 0.79371
DF = 6
t = [ (x1 - x2) - d ] / SE

t = 2.14

where s1 is the standard deviation of sample 1, s2 is the standard deviation of sample 2, n1 is the size of sample 1, n2 is the size of sample 2, x1 is the mean of sample 1, x2 is the mean of sample 2, d is the hypothesized difference between the population means, and SE is the standard error.

Since we have a two-tailed test, the P-value is the probability that a t statistic having 6 degrees of freedom is more extreme than -2.14; that is, less than -2.14 or greater than 2.14.

Thus, the P-value = 0.032

Interpret results. Since the P-value (0.032) is less than the significance level (0.05), we cannot accept the null hypothesis.

4) Two tailed confidence interval is C.I = (0.2422, 3.642).

95% confidence interval for the mean is C.I = (0.2422, 3.642).

C.I = 1.70 + 2.447 × 0.79371

C.I = 1.70 + 1.9422

C.I = (0.2422, 3.642)


Related Solutions

A drug study compared the amounts of nitrate absorbed into the skin for brand name and...
A drug study compared the amounts of nitrate absorbed into the skin for brand name and generic formulations of the drug. The two drugs were both applied to the arms of 14 participants, and the amounts absorbed, in mg/cm3, were measured. Does the mean amount absorbed differ between the generic and brand name drug? Use formal hypothesis testing. Participant Brand name Generic 1 2.23 1.42 2 1.68 1.95 3 1.96 2.58 4 2.81 2.25 5 1.14 1.21 6 3.20 3.01...
Two trains, each having a speed of 30 km/h, are headed at each other on the...
Two trains, each having a speed of 30 km/h, are headed at each other on the same straight track. A bird that can fly 60 km/h flies off the front of one train when they are 67 km apart and heads directly for the other train. On reaching the other train it flies directly back to the first train, and so forth. (We have no idea why a bird would behave in this way.) What is the total distance the...
Two types of instruments are compared to measure the amount of sulfur carbon monoxide in the...
Two types of instruments are compared to measure the amount of sulfur carbon monoxide in the atmosphere in an experiment on air pollution. The researchers want to determine if the two types of instruments provide measurements with the same variability. The following readings are recorded for the two instruments: Instrument A 0.86 0.82 0.75 0.61 0.89 0.64 0.81 0.68 0.65 Instrument B 0.87 0.74 0.63 0.55 0.76 0.7 0.69 0.57 0.53 Suppose that the measurement populations are distributed approximately normally...
Two Systems 80 Km apart are communicating through a direct Metallic cable (note: signal speed is...
Two Systems 80 Km apart are communicating through a direct Metallic cable (note: signal speed is 2 x 10^8 m/s). The data is in the form of 60 KB packets with transmission rate 1M bps. Calculate the following: Data transmission time per packet. Propagation delay. bit duration. Bit length. Number of bits in the cable between the sender and receiver.
Two Systems 80 Km apart are communicating through a direct Metallic cable (note: signal speed is...
Two Systems 80 Km apart are communicating through a direct Metallic cable (note: signal speed is 2 x 10^8 m/s). The data is in the form of 60 KB packets with transmission rate 1M bps. Calculate the following: Data transmission time per packet. Propagation delay. bit duration. Bit length. Number of bits in the cable between the sender and receiver
A study compared the relative frequency of mental health problems of various types among U.S. Army...
A study compared the relative frequency of mental health problems of various types among U.S. Army members before deployment to Iraq, U.S. Army members after serving in Iraq, U.S. Army members after serving in Afghanistan, and U.S. Marines after serving in Iraq. The study stated, "Potential differences in demographic factors among the four study groups were controlled for in our analysis with the use of logistic regression." For this study, identify the response variable, the primary explanatory variable, and likely...
two types of fertilizer should be compared. For this purpose, 25 plots of the same size...
two types of fertilizer should be compared. For this purpose, 25 plots of the same size are fertilised, namely N=10 plots of Type A and M=15 plots of Type B. for the former, The average yield is 23.6 with sample variance 9.5 and for the other plots, the average is 20.1 with variance 8.9. check a) homogeneity and B) the equality of the mean values with a significance level of 10% either with parametric test methods or also with nonparametric...
There are two types of drivers on the road today, Speed Racers with a 5% chance...
There are two types of drivers on the road today, Speed Racers with a 5% chance of an accident per year, and Low Riders with a 1% change per year. There are an equal number of Speed Racers and Low Riders. The cost of an accident is $12,000. a. Suppose an insurance company knows with perfect information each person’s type. What premium would they charge each type? b. Now suppose there is asymmetric information, so the insurance company doesn’t know...
There are two types of drivers on the road today, Speed Racers with a 5% chance...
There are two types of drivers on the road today, Speed Racers with a 5% chance of anaccident per year, and Low Riders with a 1% change per year. There are an equal number of SpeedRacers and Low Riders. The cost of an accident is $12,000. Assume that there is free entry into theinsurance market, the insurers always know the relative shares of each type in the population, andfirms are risk-neutral. Assume that your income is $12,000 in the absence...
There are two types of drivers on the road today, Speed Racers with a 5% chance...
There are two types of drivers on the road today, Speed Racers with a 5% chance of anaccident per year, and Low Riders with a 1% change per year. There are an equal number of SpeedRacers and Low Riders. The cost of an accident is $12,000. Assume that there is free entry into theinsurance market, the insurers always know the relative shares of each type in the population, andfirms are risk-neutral. Assume that your income is $12,000 in the absence...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT