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3 types of experiments
Laboratory experiments - Conducted in controlled settings, often with convenience samples
Field experiments - Conducted in real-world environments, participants are real individuals, treatments are real interventions, DV measures real responses
Survey experiments - Embedded within surveys, using random treatment assignments in questions, randomly sampled and sample of convenience
Internal Validity
Confidence that the relationship observed between X and Y is truly causal
Strengthened by random assignment, hidden intention, well-designed stimulus
Weakened by participants knowing the purpose of the experiment, poorly isolated treatments
External Validity
Confidence that the causal relationship can be generalized beyond the study
Strengthened by representative samples and realistic stimuli
Weakened by artificial setups and non-representative participants (e.g., university students)
Experimental Stimulus
operationalization of the independent variable (treatment or manipulation).
A good stimulus isolates the causal effect, while a poor one can introduce bias or reduce realism
Experimental Intention
whether participants know the purpose of the experiment.
If they do, they may alter behavior (to please or sabotage the researcher), reducing internal validity
hiding experimental intentional can cause ethical concerns because Deception can violate informed consent
Meta Analysis
quantitative synthesis of previous studies on the same topic
It standardizes effect sizes, adjusts for differences (e.g., sample size, uncertainty), and computes an overall effect estimate
Systematic Review
Qualitative or mixed-method synthesis summarizing all evidence comprehensively
Weakness of Field Experiments
Ethical difficulties, sometimes have weaker control and risk of non-compliance
How to address non-compliance
using instrumental variable analysis (IV) to estimate the treatment effect among those who actually received the intervention
Clientelism
A political exchange where material favors are offered to individuals or groups in return for votes
Programmatic Policy
Politicians seek votes by offering broad benefits, like policy programs or public goods, available to all eligible citizens
Social Desirability Bias
When people underreport socially undesirable behaviors or attitudes in surveys (e.g., prejudice, corruption, discrimination)
→ People give socially desirable, not truthful, responses
Experiments help overcome this bias by indirectly measuring true attitudes or behaviors
Intergroup Contact Theory
Intergroup/social contact interventions promote cooperation between groups under equal, cooperative conditions
Expected effects:
↑ Knowledge, ↓ Anxiety, ↑ Empathy
↓ Out-group prejudice and discrimination