Part 2 - Experimental Design Flashcards
What is Within-Subjects-Design?
different levels of the focus variable(s) (treatment(s)) are used for each subject (=no different treatment groups)
What is Between-Subjects-Design?
levels or steps of focus variable(s) vary across subjects (=different treatment groups)
What are advantages of Within-Subjects-Design?
you need less respondents and you can directly compare the reactions of each individual to the different conditions
What are disadvantages of Within-Subjects-Design?
effects of certain conditions may not be independent of the other condition(s) being also presented
What are advantages of Between-Subjects-Design?
- treatments are independently measured from each other
- blinding participants
- comparing different treatments
What is statistical power?
The power to reject the Null-Hypothesis
What is direct experimental control?
–holding a certain variable constant at some convenient level throughout the experiment, or
–controlling it at two or more levels, so called treatment variables
What is factorial design?
checking interactions between several treatment variables
•Factor: a specific treatment dimension (i.e. probability level)
•Step: a certain level of the treatment dimension (i.e. chances of 1 in 10 versus 1 in 20)
•2 x 2 or „two times two“ design means that we have two factors with two steps of each
What does “having a confounded treatment” mean?
the treatment manipulation varies too many things at once - therefore, one cannot separate the effects and actually does not know anything
what is the difference between interaction and correlation?
- correlation: no IV, DV, just two correlated variables
- interaction: needs three variables
difference between interaction and linear regression?
- linear regression only “needs” 2 variables
- interaction “needs” 3 variables
What is an interaction effect?
one variable influences the relationship between the independent and dependent variable
What is the “main effect of A”?
The general effect that variable A has on the outcome
What do we mean by “indirect control via randomization”?
- Some variables are difficult or impossible to control
* The solution lies in making uncontrolled variables independent of treatment variables by randomization
What is “random block”?
–One or more nuisance variables are controlled as treatments rather than randomized
–Nuisance variables are often labeled blocking variables, held constant within a block (or subset of trials) and varied across blocks
What is a one-shot case study?
X O
•Total absence of control —almost no scientific value
•Often implicit comparison with general expectations of what the data would have looked like had the X not occurred; so-called “common-knowledge” comparisons
What is a One-Group Pretest-Posttest Design and what are potential problems?
O₁ X O₂
•Problem: variables jeopardizing internal validity:
–History (time lapse relevant for the importance of the problem)
–Maturation (of respondents)
–Testing (itself)
–Instrumentation (calibration of measurement)
–Statistical regression (to the mean); a severe problem especially if respondents are selected because of particularly poor or well performance in O1
What is a Static-Group Comparison and what are potential problems?
O₂
•Problems/factors needing control:
– Selection (non-homogeneity of the groups)
– Mortality (respondents not participating anymore dependent of treatment)
What is a Pretest-Posttest Control Group Design and what are potential problems?
R O₁ X O₂
R O₃ O₄
•Introducing control group advantageous, but there are still potential problems remaining
–History is controlled only insofar as general historical events that might have produced an O1–02 difference would also an O3–04 difference
–Maturation and testing are controlled since they should affect both experimental and control groups
–Instrumentation is controlled if there is a standardized test
–Regression is controlled if mean differences are concerned and if both experimental and control groups are randomly assigned from the same pool (no matter how extreme it is)
•Selection is ruled out as explanation of difference if randomization has in fact assured group equality at time R
•Mortality is always difficult to handle: if experimental condition requires attendance at certain sessions while the control condition does not, sample biases may be introduced
What is a Solomon Four-Group Design and what are potential problems?
R O₁ X O₂
R O₃ O₄
R X O₅
R O₆
Explicit consideration of external validity factors; with one experimental and one control group lacking the pretest, effects of testing as well as interaction of testing and X can be measured
downside: very much effort! might not be necessary
What is a Posttest-Only Control Group Design and what are potential problems?
- Pretests are not essential to true experimental designs; the most adequate all-purpose assurance of lack of initial biases between groups is randomization
- Can be considered the last two groups of the Solomon Four-Group-Design, controls for testing as main effect and interaction, but does not measure them —what is in fact not crucial
What is a normative vs. behavioral hypothesis?
- normative = rational, economic
- behavioral = what to test
What do you need to discuss when describing an experimental design?
- treatment
- observations
- within/between subject design and exact setup