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Selection effects
preexisting group differences
Maturation
natural change over time
Regression to the mean
extreme scores move toward average
Attrition
dropout is systematic
History
external event affects participants
testing/instrumentation
measurement changes
observer bias
researcher influence
Demand characteristics
participants guess hypothesis
Placebo effects
expectations influence outcomes
Reasons for null results:
no effect
weak manipulation: effect is small —> insufficient power (low N)
poor measurement
too much within-group variability (noise)
between-group variance
signal (good)
within-group variance
noise (bad)
High noise can hide…
real effects
design fix: comparison groups…
increase differences
design fix: random assignment…
to reduce noise
design fix: double-blind procedures and placebo…
eliminates biases
A researcher tests a stress-reduction program. Participants improve over time, but there is no control group.
What is the biggest threat?
A. Selection
B. Maturation
C. Instrumentation
D. External validity
B. Maturation
increased internal validity means what for external validity?
decreased external validity
A study compares two groups, but one group had higher ability before the study began.
What is the issue?
A. Regression
B. Selection effects
C. Attrition
D. Testing
B. Selection effects
Participants score at the very top of a measure regardless of condition.
What problem is this?
A. Floor effect
B. Ceiling effect
C. Confound
D. Attrition
B. Ceiling effect
“Factor” =
Independent variable
in a 2 × 4 factorial design how many IVs?
2 IVs
in a 2 × 4 factorial design how many cells?
8 cells total
Interaction effects
a difference in differences. Clues: “it depends” or “especially for”
eg. “exercise improves performance only for well-rested participants.
Graph interpretation: parallel lines
no interaction
graph interpretation: non-parallel lines
interaction
graph interpretation: crossing lines
strong interaction
where to find design info: the factorial notation (eg. 2×2×4) appears in what section?
the methods section
A study finds that caffeine improves performance, but only for well-rested participants.
This indicates:
A. Main effect
B. Interaction
C. Confound
D. Null effect
B. Interaction
In a graph, two lines are parallel across conditions.
This suggests:
A. Strong interaction
B. No interaction
C. Weak manipulation
D. Sampling bias
B. no interaction
A study is described as a 2 × 3 design.
How many cells are there?
A. 2
B. 3
C. 5
D. 6
D. 6
Quasi-experiment definition:
no random assignment
researcher lacks full control
what is the key issue with quasi-experiments?
there is a selection issue?
trade offs of a quasi-experiment
decreased internal validity
increased external validity
Interrupted time series (quasi-experimental research design)
measure repeatedly before and after an event
used for policies, disasters, real-world changes
Small-N designs
focus on individuals
strong internal control
use reversal (ABA) designs
limitations of a small-N design
typically there are no inferential statistics
A researcher compares two existing groups without random assignment.
Main concern?
A. Attrition
B. Selection effects
C. Instrumentation
D. Demand characteristics
B. Selection effects
A study measures outcomes before and after a major policy change.
This is:
A. True experiment
B. Interrupted time series
C. Reversal design
D. Cross-sectional
B. interrupted time series
Behavior improves when a treatment is introduced, worsens when removed, and improves again when reintroduced.
This supports:
A. Weak validity
B. Selection bias
C. Causality
D. External validity
reversal (ABA) design
shows high internal validity
C. Causality
direct replication =
same methods
conceptual replication
different methods, same theory
meta-analysis
combines results across studies
estimates overall effect
external validity
ask:
can this generalize to:
other people?
other settings?
other cultures?
WEIRD samples. What’s the problem?
not representative of the global population
theory-testing mode =
internal validity
generalization mode
external validity
A study is repeated using identical methods and similar participants.
This is:
A. Conceptual replication
B. Direct replication
C. Meta-analysis
D. Extension
B. Direct replication
A study tests the same theory but with a different population and different measures.
This is:
A. Direct replication
B. Conceptual replication
C. Confound
D. Quasi-experiment
B. Conceptual replication
A study includes only college students from one university.
What is the main limitation?
A. Internal validity
B. Construct validity
C. External validity
D. Statistical validity
C. external validity