The heights of ten mails of a given locality are found to be 70,67,62,68,61,68,70,64,64,66 (inches). Is it reasonable to believe that the average height is 64 inches. Test at 5% significant level assuming that for 9 degrees of freedom is 1.833.
Q. The heights of ten mails of a given locality are found to be 70,67,62,68,61,68,70,64,64,66 (inches). Is it reasonable to believe that the average height is 64 inches. Test at 5% significant level assuming that for 9 degrees of freedom is 1.833.
Calculate sample mean: Calculate the sample mean (average height) of the ten males.To find the sample mean, add up all the heights and divide by the number of heights.Sample mean = (70+67+62+68+61+68+70+64+64+66)/10Sample mean = 650/10Sample mean = 65 inches
Calculate standard deviation: Calculate the sample standard deviation.First, find the differences between each height and the sample mean, square these differences, sum them up, and then divide by the number of observations minus one (n−1) to get the variance. Finally, take the square root of the variance to get the standard deviation.Differences squared: (70−65)2+(67−65)2+(62−65)2+(68−65)2+(61−65)2+(68−65)2+(70−65)2+(64−65)2+(64−65)2+(66−65)2Differences squared: 25+4+9+9+16+9+25+1+1+1Sum of differences squared: 100Variance: 100/(10−1)Variance: 100/9Variance ≈11.11Standard deviation ≈11.11Standard deviation ≈3.33 inches
Perform t-test: Perform the t-test to determine if the average height is significantly different from 64 inches.The t-test formula is: t=(Standard deviation/n)(Sample mean−Hypothesized mean)Where n is the sample size.t=(3.33/10)(65−64)t≈(3.33/10)1t≈(3.33/3.16)1t≈1.051t≈0.95
Compare t-values: Compare the calculated t-value to the critical t-value from the t-distribution table. The critical t-value for a 5% significance level and 9 degrees of freedom is given as 1.833. Since our calculated t-value of 0.95 is less than the critical t-value of 1.833, we do not reject the null hypothesis.
Make conclusion: Make a conclusion based on the comparison of the t-value and the critical value.Since the calculated t-value is less than the critical t-value, there is not enough evidence to suggest that the average height is significantly different from 64 inches at the 5% significance level.
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