Part B Flashcards
explain how a randomised controlled trial works
group of patients,
random assignment into treatment group or control group,
follow up to compare results
what bit is crucial in the randomised controlled trial (RCT)
the random assignment
what is the basic selection problem in food stamps
cannot just compare recipients with non-recipients as they are different,
income, household consumption
does the basic selection problem with food stamps (can’t just compare recipients with non-recipients) go away if you control for income and household composition
even if you just focus on eligible, not everyone receives food stamps (20% eligible don’t),
can’t just compare eligible recipients with eligible non-recipients because they are different, self-selected group selection on unobservable factors likely to be correlated with spending outcomes
what is internal validity
statistical inferences about causal effects are valid for the population being studied
what is external validity
statistical inferences about causal effects can be generalised from the population and setting studied to other populations and settings
what are some features of internal validity for whitmore study
fewer assumptions than DiD,
random allocation into treatment and control groups,
test that characteristics the same across the two groups
talk about external validity in terms of laboratory experiments
controlled environment to study behaviour,
may be unrepresentative population (students),
arguably artificial setting
talk about external validity in terms of field experiments (= randomised controlled trials)
natural setting and relevant population,
arguably limited scale (compared to genuine policy change),
issue if people know they are in an experiment (will they behave differently because they are in an experiment and will they expect the experiment to last)
talk about the methodology of Whitmore
randomised controlled trials (RCTs) run in San Diego (14 months) and Alabama (8 months) in early 1990s,
cash out experiment,
half eligible households received stamps as usual, half received cash,
then compares stamp infra-marginal (distorted) with check infra-marginal (distorted)
why are eligible recipients different with non-eligible households
recipients different,
low income households,
more likely to have children
why is it difficult to compare eligible recipients with eligible non-recipients
is a better strategy (than recipients to non-eligible),
self-selected group with selection on unobservable factors likely to be correlated with spending outcomes
what is the selection problem for eligible recipients vs eligible non-recipients
some selection process where everyone who’s eligible decides whether to apply for the benefit or not and this selection process is linked to the type of factors that are going to matter for how much they spend on food
what is exogeneity problem
treatment is determined by factors that do not affect the outcome of interest
p value in whitmore
probability that these outcomes will be generated under the null hypothesis,
probability that two are actually the same