Experimental Descriptive Designs Flashcards
Why do we use Experimental Descriptive Design?
We use experiments for descriptive inquiries when units don’t naturally reveal the characteristic of interest.
Experiments act as measurement tools for descriptive purposes,not to establish causal relationships.
What are Descriptive Audit Experiments?
Measure discrimination or preference of one group compared to another. (e.g., job interviews, housing selection)
What is the method of Audit experiments?
Trained researchers pose as equally qualified applicants from different groups to assess differential treatment.
What are the limitations of Audit experiments?
- No potential outcomes doesn’t estimate causal effects.
- Requires considering unit types (e.g., “always discriminators,” “never discriminators”).
What is the purpose of List Experiments?
Address sensitivity bias when respondents might underreport socially undesirable traits.
What is the method of list experiments?
Embed a sensitive question within a list of unrelated items presented to a control group.
What are Conjoint experiments?
Describe preferences for products, candidates, or policies with multiple attributes.
What is the method for conjoint experiments?
- Show profiles with varying attribute levels (e.g., candidate profiles with gender, age, experience).
- Randomly assign each respondent a subset of profiles to rate.
What is ACME?
Average Marginal Component Effects (ACME): average change in preference for one attribute across all other attribute levels.
What are some considerations in Conjoint design?
- Attribute selection: Omitted variable bias can occur if important attributes are excluded (e.g., candidate’s partisanship masked by race or gender).
- Attribute levels: Balance the number of levels per attribute with precision (more levels require more estimation).
- Number of profiles: Consider respondent fatigue and survey cost.
- Choice format: Single vs. forced choice depends on cost and real-world applicability.
- Total profiles rated: Balance survey cost with respondent attention.
What are Behavioural Games?
Measure latent or unobservable characteristics like trust, altruism, or risk attitudes.