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Two t-curves have degrees of freedom 12 and 20 , respectively. Which one more closely resembles the standard normal curve? Explain your answer.

Short Answer

Expert verified

The t-curve with degrees of freedom20 closely resembles the standard normal curve than the t-curve with degrees of freedom 12

Step by step solution

01

Given information

The degrees of freedom for the two -curves are 12and 20respectively.

02

Concept

The formula used:t=x¯-μs/n,Z=x¯-μσ/n

03

Explanation

t-Curve with degrees of freedom 20resembles the typical normal curve more closely than With degrees of freedom, tcurve 12

We know that the t-distribution with (n-1)degrees of freedom is followed by the studentized form of x¯,t=x¯-μs/n, where nis the sample size. When a result, The degrees of freedom increase as the sample size grows. As a result, the sample size for a t-curve with degrees of freedom 20(which equals 21) is larger than the sample size for a t-curve with degrees of freedom 12(which is equal to 13).

Both the conventional normal curve and the t-curve are now symmetric and bell-shaped at about 0degrees. The only difference is that the t-curve is wider than the standard normal curve. This is because the studentized variable tis obtained by replacing the unknown population s.d., σ(which is constant) in the standardized version x¯,Z=x¯-μσ/nwith the random variable sample s.d., s(estimate of σfrom the sample). If the sample size is expanded, samples will now carry more information about the population. For a fixed sample size, all potential sample standard deviations cluster closer to the actual value of the unknown populationσas the sample size increases. i.e. When the sample size is fixed, the variability in all possible sample S.D. values decreases.

04

Explanation

As a result, for a fixed sample size, the variation in all potential values of the studentized variable treduces as the sample size increases. As the sample size grows, i.e. as the degrees of freedom grows, the spread of the t-curve reduces, and the shape of the tcurve approaches that of the standard normal curve. As a result, the degrees of freedom t-curve thet-curve with degrees of freedom resembles the conventional normal curve more closely than 20

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