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attrition (mortality)
a threat to internal validity that occurs when participants drop out of a study before it’s complete
baseline measurement
behavioral diary
a self-report data collection strategy where individuals record their behaviors and associated feelings as they occur
carryover effect
counterbalancing
dependent means t-test
fatigue effect
history
a threat to internal validity that occurs when an outside event, unrelated to the independent variable, occurs during the study and influences the dependent variable
instrumentation (instrumentation problems)
a threat to internal validity that occurs when the measurement instrument or method of measuring the dependent variable changes over the course of a study
latin square design
maturation
mortality
order effect
paired-samples t-test
practice effect
pretest-posttest design
a within-subjects design where participants are measured on a dependent variable before and after exposure to a treatment or intervention
repeated-measures analysis of variance (repeated-measures ANOVA)
repeated-measures design
research participant pool
sensitization effect
testing effect
a threat to internal validity where repeated exposure to the same measurement makes participants more likely to figure out the study’s purpose, which can change their responses
t-test for dependent means
within-subjects design
a research design in which the same participants are measured or exposed to more than one level of the independent variable
Participants serve as their own control group
Reduces random error from individual differences between groups
whatever unique characteristics participants bring stay constant across the study because we’re measuring the SAME people
Require fewer total participants
because each person contributes data at multiple points
Saves time and effort
What are the benefits of a within-subjects design?
retrospective bias
don’t always remember our past behaviors and feelings accurately when recording them after the fact
What is a pitfall of behavioral diaries?
keep an ongoing journal in the moment instead of recalling from memory later
What is a solution to retrospective bias when using behavioral diaries?
doesn’t have an empty control group
can’t rule out alternative explanations for any change we see
What is a limitation for a pretest-posttest design?
longitudinal design
a within-subjects design that tracks the same participants’ development or behavior over an exended period of time, often years
especially vulnerable to attrition
participants may drop out, move away, or lose contact with researchers over long time spans
What is a drawback with longitudinal designs?
repeated-measures design
a within-subjects design where participants are exposed to each level of the independent variable and measured on the dependent variable after each exposure
repeated-measures design
participants experience multiple conditions in some sequence
Which design type is most closely tied to order effects?
potential external validity concerns
effects observed could be the cumulative result of multiple exposures rather than a single exposure to the independent variable
Not realistic
uncommon in everyday life to experience multiple levels of the same variable in close succession
More vulnerabe to order effects
sequence of conditions can itself influence the dependent variable
Wha are the disadvantages of within-subjects designs?
If participants drop out because the program wasn’t working:
the remaining sample looks better than reality, and the program looks more effective than it is
If participants drop out because they felt they no longer need the program:
we may underestimate its effectiveness for people who would have stuck with it
Why is attrition a threat to internal validity?
distractor items
varying the order of scale items each time
What are some potential solutions to prevent the testing effect?
keep measurement instrument and method consistent across every point of data collection
What is a solution to instrumentation problems?