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An electric scale gives a reading equal to the true weight plus a random error t

ID: 3362206 • Letter: A

Question

An electric scale gives a reading equal to the true weight plus a random error that is normally distributed with rnean 0 and variance 2 mg2 Suppose that the results of five successive weighings of the same object are as follows: 3.142, 3.163, 3.155, 3.150, 3.141. Assume that 2- 0.01. (a) Calculate a 95% confidence interval for , the true weight of the object. (b) Calculate the minimum sample size required for a 90% confidence interval for to have width no greater than 0.1 mg. (c) Calculate the sample standard deviation for the observed data. d) A researcher believes that the known variance assumption is wrong Use the sample standard deviation to construct (i) an appropriate 95% confidence interval and (ii) a 90% upper confidence bound for .

Explanation / Answer

The mean of the five successive weights = (3.142 + 3.163 + 3.155 + 3.150 + 3.141)/5 = 3.1502

A) At 95% cinfidence interval the critical value is 1.96

Cinfidence interval is

mean +/- z* * SD/sqrt (n )

= 3.1502 +/- 1.96 * 0.1/sqrt(5)

= 3.1502 +/- 0.0877

= 3.0625, 3.2379

B) at 90% cinfidence interval the critical value is 1.645

Margin of error = 0.1

Or,   z* * SD/sqrt (n ) = 0.1

Or, 1.645 * 0.1/sqrt(n) = 0.1

Or, sqrt(n) = 1.645

Or, n = 2.7 = 3

D) i) sample standard deviation (s) = sqrt(((3.142 - 3.1502)^2 + (3.163 - 3.1502)^2 + (3.155 - 3.1502)^2 + (3.150 - 3.1502)^2 + (3.141 - 3.1502)^2)/4) = 0.0092

At 4 degrees of freedom and 95% cinfidence interval the critical value is 2.776

Confidence interval is

Mean +/- t* * s/sqrt (5)

= 3.1502 +/- 2.776 * 0.0092/sqrt(5)

= 3.1502 +/- 0.0114

= 3.1388, 3.1616

ii) with 4 degrees of freedom and 90% cinfidence interval the critical value is 2.132

The upper Confidence bound is

Mean + t* * s/sqrt (5)

=  3.1502 + 2.132 * 0.0092/sqrt(5)

= 3.1502 + 0.0088

= 3.159

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