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Association
X & Y are related
Temporal Order
Cause (X) happens before effect (Y)
Non-Spuriousness
No 3rd variable (Z) causing both X and Y
Mechanism
Process linking cause and effect
Contextual Effect
Conditions under which cause works
Probabilistic Causality
X increases probability of Y (not guaranteed)
True Experiment
Has random assignment, control group, posttest
Field Experiment
Real-world setting experiment
Quasi-Experiment
No random assignment
Non-equivalent Control Group Design
Quasi-experiment with no randomization but comparison group
Before-and-after Design
Pretest and posttest measurements without control group
History (threat to validity)
Outside events influencing results
Maturation (threat)
Natural changes in subjects over time
Testing (threat)
Practice effects from repeated testing
Instrumentation (threat)
Changes in measurement tool
Regression to the Mean
Extreme scores naturally move closer to average
Selection Bias
Differences between groups before treatment
Attrition
Dropping out of study over time
Contamination
Groups influencing each other
Omnibus Survey
Survey covering multiple topics (e.g., GSS)
Open-ended Question
Free response answer
Closed-ended Question
Fixed response options
Double-barreled Question
Asks two things at once
Loaded Question
Uses emotionally charged language
Ambiguous Question
Unclear or vague wording
Fence Sitting
Choosing neutral response to avoid taking sides
Floaters
Answering without sufficient knowledge
Mailed Surveys
Anonymous; no interviewer bias
Telephone Surveys
Risk interviewer bias
Evaluation Research
Assesses programs or policies
Needs Assessment
Determines if program is needed
Process Evaluation
Evaluates how program is implemented
Impact Evaluation
Assesses if program worked
Efficiency Analysis
Compares program cost to benefits
Cost-benefit Analysis
Financial comparison of program costs vs. benefits
Evaluability Assessment
Determines if program can be evaluated
Policy Research
Links research to policy decisions
Systematic Review
Summarizes findings from multiple studies
Meta-analysis
Statistically combines results from multiple studies
Participant Observation
Researcher joins group being studied
Ethnography
Long-term observation in natural setting
Intensive Interview
In-depth individual interview seeking saturation
Focus Group
Small group discussion for data collection
Grounded Theory
Builds theory from data collected
Open Coding
Initial stage of categorizing data
Theoretical Sampling
Adds participants as new themes emerge
Mixed Methods
Combines qualitative and quantitative methods
Secondary Data
Existing data collected by others (e.g., NACJD)
Content Analysis
Analyzes text/media for themes and patterns
Conceptual Analysis
Counts frequency of concepts or terms
Reporting Ethics
Accurately presenting research findings
Internal Validity
Confidence that X caused Y
External Validity
Generalizability of findings
Black-Box Evaluation
Only outcome measured; process unknown
Stakeholder Orientation
Involving affected parties in evaluation
Temporal Order (Fill-in)
X must occur before Y
Internal Validity (Fill-in)
Threatened when subjects drop out
Omnibus Survey (Fill-in)
Survey covering many topics
Cost-benefit Analysis (Fill-in)
Compares program costs to benefits
Open Coding (Fill-in)
First step of grounded theory analysis
Mixed Methods (Fill-in)
Combines qualitative and quantitative data
Fence Sitting (Fill-in)
Neutral responses to avoid choosing sides
Evaluability Assessment (Fill-in)
Assesses if evaluation is feasible
Secondary Data (Fill-in)
Existing data used for research
Conceptual Analysis (Fill-in)
Counts word frequency in content analysis