Question

In: Statistics and Probability

In your own words, compare and contrast the purposes of each type of t-test (single, independent,...

In your own words, compare and contrast the purposes of each type of t-test (single, independent, and repeated). Under what conditions/circumstances should you use each type? Include in your discussion the types of samples, comparisons, variance, pooled variance, matched-pair, individual differences, # of samples involved, etc. This is not a simple question and requires a comprehensive response to cover all aspects. As it states above, the responses should be mostly in your own words, but you can cite sources to support your statements.

Solutions

Expert Solution

T-Test

Assumptions :

1. When we use T test we always assume data is normally distributed and (n < 30 ) that assumption can ignored.

2. Population standard deviation is not given.

Single T test : When single data or one set of observation is given , Standard deviation is not given and then we use Single T test.

In this test we use sample variance ( ) for calculation.

Independent Test : When two set of observation is given and two sets of conditions are different means one set do not depends on other then we use Independent T test.

When Population standard deviation or population variances is not equal ( ) and we assume that both variances or standard deviations are equation then we use variance as .

When Population standard deviation or population variances is equal ( ) Then we use pooled variances

Repeated T test : When two set of observation is given and two sets of conditions are not different means one set is depends on other then we use Repeated T test. (eg . After and before data)

Here individual differences can be computed ( X1 , X2 , D = X1 -X2 , We take average for D and variance of D )


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