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What is longitudinal data?
Data where variables are measured over time, often at multiple time points, including possible retrospective data
What is longitudinal analysis?
Analysis of longitudinal data to study stability, change, and prediction over time
What is an advantage of longitudinal vs cross-sectional designs?
Separates age and cohort effects and allows study of stability and change
What is an advantage of longitudinal vs experimental designs?
Can study variables that cannot be ethically or practically manipulated
How should time span and measurement intervals be determined?
Based on theory, not convenience
What is measurement equivalence?
Ensuring the same construct is measured across time
What is heterotypic continuity?
Same construct manifests differently over time
What is a trend study?
Samples different people from the same population at different times
What is an example of a trend study?
General Social Survey
What is the first step in SEM trend analysis?
Recode Year into Decade
What is important when recoding decades?
Code irrelevant decades as missing values
What is the second step in SEM trend analysis?
Run crosstabs with Xmovie in rows and Decade in columns using column percentages
How do you analyze newspaper readership over time?
Crosstabs with News in rows and Decade in columns
What problem occurs with TV data?
Too much variability
How do you fix variability in TV data?
Run frequency analysis and recode into groups
What are the two types of recoding?
Recode into same variable or different variable
Which recoding method is recommended?
Recode into a new variable
What is the first step in recoding variables?
Create a new variable
What is the next step after creating a new variable?
Recode old variable into new variable
What should you check after recoding?
Match missing values and run frequency analysis
What percentage watched 2 hours or less of TV?
51.5 percent
What is a cohort study?
A trend study focusing on a specific subpopulation, usually age groups
What is a period effect?
Change over time affecting all age groups
What is an age effect?
Differences due to age
What is a cohort effect?
Differences due to generational group
What was the SEM viewing period effect result?
No overall change
What was the SEM viewing age effect result?
Younger people viewed more
What was the SEM viewing cohort effect result?
No clear cohort effect
What is net change?
Overall population-level change
What is gross change?
Individual-level change
What is an example of net change?
57 percent to 55 percent equals 2 percent change
What is an example of gross change?
88 percent of individuals changed opinions
What does Panel Model 1 test?
Whether X predicts later Y
What is a problem with Panel Model 1?
Reverse causality and third variable problem
What does Panel Model 2 do?
Controls for prior Y to predict change in Y
What does Panel Model 3 test?
X to Y and Y to X simultaneously
What does Panel Model 4 add?
Third variables as controls
What does Panel Model 5 use?
Structural equation modeling
What is an advantage of Panel Model 5?
Accounts for measurement error and compares paths
What are the main topics of experimental research?
Pre-experimental designs, internal validity, true experiments, factorial designs, field experiments
What is a one-shot case study?
Treatment followed by a test only
What is the problem with a one-shot case study?
No baseline for comparison
What is a one-group pretest-posttest design?
Test, treatment, test
What is the problem with one-group pretest-posttest?
Demand characteristics
What is a static group comparison?
Treatment group compared to control group
What is the problem with static group comparison?
Preexisting differences
What is a testing threat?
Pretest influences behavior
What is a history threat?
External events influence results
What is maturation?
Natural changes over time
What is an instrumentation threat?
Measurement changes across time
What is a chronology effect?
Meaning of variables changes over time
What is a human effect?
Bias from human coders
What is statistical regression?
Extreme scores move toward the mean
What is experimental mortality?
Participants drop out of the study
What is selection bias?
Groups differ before the experiment
What are the components of a true experiment?
Control group, random assignment, environmental control, IV manipulation
What is the benefit of random assignment?
Equal distribution of confounds
What is matching?
Assigning participants based on shared traits
What is a limitation of matching?
Does not control all confounds
What is the classic experimental design?
Pretest-posttest control group design
What analysis is used in the classic design?
Gain scores or ANCOVA
Why is a control group important?
Helps rule out alternative explanations
Why use a posttest-only design?
Avoid testing by treatment interaction
What analysis is used in posttest-only design?
Between-group comparison such as t-test
What is the Solomon four-group design?
Design that tests for testing effects and confirms treatment effects
What are factorial designs?
Experiments with multiple independent variables
What is an example of a factorial design?
3 by 3 design such as preview length by movie length
What is a natural field experiment?
Nature determines the independent variable without random assignment
What is a manipulation field experiment?
Researcher manipulates IV but does not randomly assign participants
What is a strength of field experiments?
High ecological validity
What is a weakness of field experiments?
Low internal validity
What are the main advantages of experiments?
Control over time order, environment, and individual differences
What are the main disadvantages of experiments?
Artificial setting and difficulty studying long-term behavior