ANOVA
If the independant variable has no effect, which means the group means are zero, what should the value of F be
1
What 4 things does the "F statistic" take into consideration
1)#of samples taken 2)sample size of each sample 3)means of the samples 4)standard deviations of each sample
What are the 2 sources of variation
1)Between group variance 2)Within group variance
What are the 3 assumptions needed for ANOVA
1)Randomly sampled 2)Dependant variable is normally distributed 3)homogeneity of variances
How many degrees of freedom do we need to know for an F-test and what are they called
2 degrees of freedom dfb = between group degrees of freedom (#of nominal categories - 1) dfw = degrees of freedom for within groups (number of subjects - number of categories)
how many means can a One-way ANOVA compare
3 or more independant means
Give a one way ANOVA example using car company with factories
A car company has 3 factories. Determine whether the mean mileage of cars produced by each factory is statistically the same
Can we conclude that all means are different from one another by rejecting the null?
No, only that they are not all the same
what levels of measurement can your independant variable be in an ANOVA
Nominal Ordinal
What are the 3 types of ANOVA
One way Two way N-way
What is a Repeated Measures ANOVA an extension of
a dependant group t-test
Whats the alternative hypothesis for ANOVA
at least some of the group means are not equal
How is the indepedant variable different across multiple measurements
either by representing different treatments or different time periods
Give an example of a 2 way ANOVA using car company with factories
has two categories of defining caracteristics
When can the normality assumption be violated
if the sample size of the group is >20
when can the homogeneity of variances assumption be neglected
if the sample sizes are similar
What type of test is a One way ANOVA an extension of
independant groups t-test
What levels of measurment does your dependent variable have to be in an ANOVA
interval ratio
What does "Partitioning Variance" mean, and what does it involve
it is a key concept of ANOVA that involves isolating reasons why peoples scores might differ from others
In a Repeated Measures ANOVA, are measurements taken multiple times for the same group of people or for multiple groups
measurements are taken for the same people
Give an example of a N-way anova using car company with factories
multiple number of factors
If only 2 group means are being compared, what may be used instead of ANOVA
t-tests
Whats the null hypothesis for an ANOVA
the group means are equal
What is a "grand mean"
the mean of the means
What is the purpose of an ANOVA
to determine whether data from several groups have a common mean
Using the F statistic, when do you reject the null hypothesis
when (tabled F)<(Calculated F)
What does ANOVA stand for
Analysis of Variance
What does the F Statistic, otherwise known as the F ratio, contrast
Between group variance divided by within group variance
In the following example, identify the independant and dependent variable. "We have randomly assigned 15 MI patients to 1 of 3 different therapies. After each therapy, we measured their stress from 0-10
Independant variable: Only 1, being therapy Dependant variable: Stress
If the variation between sample means is greater than the variation in each sample, will the F stat be large or small
Large
What statistic tests the homogeneity of variances
Levene's statistic
