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Lecture 21

STATS 13 Lecture Notes - Lecture 21: Repeated Measures Design, Random Assignment, Statistical Power


Department
Statistics
Course Code
STATS 13
Professor
Tsiang, Mike
Lecture
21

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Chapter 7: Paired Data: One Quantitative Variable!
!
Section 7.1: Paired Designs !
!
Independent and Dependent Samples!
We have two types of scenarios when comparing two populations:!
we have two independent samples from two populations; the observations in each group do not aect the
observations in the other!
we have paired (dependent) samples, where the data is actually related pairs of observations from one
sample!
In chapters 5 and 6, we looked at independent samples. !
This chapter: pair samples!
the way we analyze paired data is dierent from the way we analyze data from independent samples so it is
important to recognized what kind of data we have!
!
Independent or Dependent samples?!
examples!
people chosen in random sample were asked how many minutes they spend the day before watching TV.
Researchers want to known how dierent the mean amounts of time are for these two activities!
paired (sample people measured twice)!
researchers randomly assigned overweight people to one of two diets. researchers want to know whether
the mean weight loss of one was dierent from the other !
independent samples!
the number of hours of sleep husbands and wives get are compared to see whether the means are dierent!
paired samples (each husband is paired with one wife)!
!
Introduction!
the paired data sets in this chapter have one pair of quantitative response values for each observational unit!
allows for a built in comparison!
studies with paired data remove individual variability by looking at the dierence score for each individual!
reducing variability in data improves inference:!
narrower confidence intervals!
better ability to detect a false null hypothesis (higher statistical power)!
!
Example 7.1: Can you study with music blaring!
many students study while listening to music!
does listening to music hurt ability to focus!
!
experimental designs!
1 -- random assignment assigned to one of two groups!
one group listens to music with lyrics!
one group listens to music without lyrics !
students play a memorization game while listening to the particular music that they were assigned!
2 -- paired design using repeated measures!
all students play the memorization game twice!
once while listening to music with lyrics!
once while listening to music without lyrics!
3 -- paired design using matching!
sometimes repeating something is impossible (testing a surgical procedure) but we can still pair!
test each student on memorization!
match students with similar scores and assign randomly!
have one play the game while listening to music with lyrics and the other while listening to music
without lyrics!
Studying with Music: Repeated Measures!
Paired Design using repeated measures!
there could be a lot of overlap between
the two sets of scores and it would be
dicult to detect a dierence as shown
here!
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