MCQs Flashcards
What does the F-ratio reduce the risk of?
Type I errors
Which of these statements is true for an ANOVA?
A. Both the dependent and independent variable need to be continuous
B. The DV needs to be continuous and the IV needs to be categorical
C. The DV needs to be categorical and the IV needs to be continuous
D. Both the DV and IV need to be categorical
B. DV - continuous, IV - categorical
Which of these isn’t an assumption of a one-way independent groups ANOVA?
A. Independent sampling
B. DV on an ordinal scale
C. Normally distributed data within levels
D. Homogeneity of variance
B. DV should be on an interval scale (or rational)
What does p<0.05 on Levene’s test mean?
There isn’t homogeneity of variance
What does Machuly’s test test for?
Sphericity: if variance within each level of the IV is similar, and covariance between pairs of levels is similar
How to test for skew and kurtosis?
Divide the raw statistic by the standard error (converts into a z-score). If this is greater than 1.96, then p < 0.05
What information does effect size provide?
What proportion of variance in the DV can be explained by the IV.
Gives an idea of relative scale of a significant effect
Whether they are clinically significant results
Which is the most accurate estimate of likely effect size? Why is it the most accurate?
Omega squared, because it adjusts for random error
What post hoc test should be done if there is no significant main effect in a one-way ANOVA?
None - only do post-hoc if results are significant
If Mauchly’s test isn’t significant, what do you do?
Read from the line below - usually Greenhouse Geisser
What is the family-wise error rate?
Probability of making type I errors
How to reduce the family-wise error rate in post hoc tests?
Bonferroni correction - adjust the threshold for significance
If there are three possible t-tests, using the Bonferroni correction what should the significance level be?
p < .05/3 –> p < .16
What post-hoc test should be carried out if wanting to be conservative and have a lot of comparisons to make?
Tukey
What post-hoc test should be carried out if there are both unequal variances and sample sizes?
Games-Howell
When would you use a planned contrast?
If you have prior predictions about the relationship between levels
What is there a higher risk of when doing a conservative post-hoc test?
Type II error (accepting the null hypothesis when it is false)
When would you do a 2-way ANOVA?
A. When want to compare the mean of a continuous DV between two or more groups in two categorical IVs
B. When want to compare the mean of two continuous DVs of groups in two categorical IVs
C. When want to compare the mean of a continuous DV between two or more groups in two continuous IVs
D. When want to compare the mean of two continuous DVs of groups in two continuous IVs
A two or more groups, in 2 categorical IVs
In a 2-way independent groups ANOVA, what does the Sum of Squares (Model) consist of?
SS A - variability of 1st IV
SS B - variability of 2nd IV
SS AxB - variability that they both share
What is an interaction?
When the impact of a given IV on the DV is conditional on levels within one or more of the other IVs in the model
What should be focused on the most of these results of a 3-way ANOVA: A. Significant 3-way interaction B. Insignificant 3-way interaction C. Significant 2-way interaction D. Significant main effect
A. Significant 3-way interaction - always look at the highest order interaction first, only explore if it is significant
Which of these statements is correct about an interaction plot?
A. DV on the X axis. One IV on the Y axis, other IV defining the lines
B. DV on the Y axis. One IV on the X axis, other IV defining the lines
C. DV defining the lines. One IV on the X axis, other IV on the Y axis
B
If there are parallel lines on an interaction plot, what does this suggest?
No interaction
Why does a repeated measures factorial ANOVA have more power than independent groups?
Because it also takes into account the between subjects variance, whereas the independent groups does not, only considering within-groups variance.
What does ANOVA (3x3) represent?
A. A 2-way ANOVA with 3 IVs
B. A 2-way ANOVA with 3 levels within each IV
C. A 3-way ANOVA with 2 levels within each IV
D. A 3-way ANOVA with 3 levels in each IV
B. 2 IVs, 3 levels in each
What does 2 straight, horizontal lines on an interaction plot imply?
No significant interaction and no significant main effects
What is the equation of the F-ratio?
Mean squares of model/mean squares of residual
What do you need to know to calculate the mean squares of model?
Sum of squares of model and degrees of freedom of model
How is the sum of squares (error) calculated for a repeated measures ANOVA?
SS R = SS W - SS M
SS W = variation within subjects
How many possible interactions are there in a 3-way ANOVA?
4 - one 3-way and three 2-way
What is a 3-way interaction?
The nature of a 2-way interaction differs depending on the level of a third IV
How to do an interaction plot for a 3-way interaction?
2 interaction plots, split by the 3rd IV
What is a covariate?
A factor that manipulates the variability in the DV but isn’t related to the IV
What is the advantage of taking into account a covariate?
Gives a more powerful test, as takes out unsytematic variance that isn’t associated with the model
When are ANCOVAs useful?
A. Quasi-experimental designs
B. When it is impractical to control for covariates in the design
C. When the covariate is related to the IV
A - in quasi-experimental difficult to control for covariates
If covariate is related to the IV, need to enter the covariate as another IV in the design