stats Flashcards
structured plan or strategy for conducting a
study, outlining how data will be collected, analyzed, and
interpreted to address specific research questions or hypotheses
Research design
method used to investigate
causal relationships between variables by manipulating one or
more independent variables and observing the effect on one or
more dependent variables
Experimental research design
Experimental research design aims to
establish cause-and-effect relationships by controlling
for extraneous variables and minimizing bias
systematically managing or holding constant variables other than the independent variable to ensure that
observed effects are attributed specifically to the independent
variable rather than to these other factors
controlling
controlling for confounding variables helps to
isolate the real relationship between the independent variable (X) and the dependent variable (Y)
Experimental vs. observational research design
Experimental research designs involve actively manipulating
independent variables and using control groups to establish
causal relationships between variables (causes) vs. observational research designs involve monitoring
and measuring variables as they naturally occur, focusing on
identifying correlations without manipulating any variables (associated w)
experimental studies where participants are randomly assigned to either a treatment group or a control group to evaluate the effectiveness of an intervention while minimizing biases
Randomized controlled trials (RCTs)
group of participants in a
study that does NOT receive the experimental treatment or
intervention
Control group:
control group serves as
a baseline or a counterfactual to
compare the effects of the treatment on the experimental group.
a group of participants in a study that receives
the treatment or intervention being tested, allowing researchers to
assess its effects compared to a control group
Treatment group:
the process of randomly allocating
participants to control and treatment groups in a study to ensure that each group is comparable and to eliminate selection bias
Random assignment:
when the sample of participants in a study is not
representative of the population being studied, leading to distorted
or unrepresentative results.
Selection bias
random assignment assures
comparability between the control
group and the treatment group.
random assignment v random sampling
Random assignment means participants in an experiment are
randomly designated to receive a treatment or intervention vs. Random sampling means that members of the population under
study are randomly selected to participate in a survey
Randomized controlled trials are considered the gold standard for
causal research because they can cross the
four causal hurdles
the four causal hurdles
- Is there a credible causal mechanism that connects X to Y?
- Can we eliminate the possibility that Y causes X?
- Is there covariation between X and Y?
- Have we controlled for all confounding variables Z that might
make the association between X and Y spurious?
Because randomized controlled trials pass these 4 causal hurdles,
they are described as having
high levels of internal validity
the extent to which a study accurately measures
the causal relationship between the independent and dependent
variables, free from the influence of confounding factors.
Internal validity:
Drawbacks of randomized controlled trials
-not every x can be experimentally manipulated (ex:gender)
-experiments can exhibit low levels of external validity
-some experiments can’t be perfored because they create ethical issues
-Just because an experiment finds that X causes Y does not mean
that X is the most important cause of Y
the degree to which one can be confident that
the results of an analysis apply to the broader population
external validity
RCTs can be administered in many ways, the
most common way is
in-person at a laboratory.
experiments that leverage naturally occurring
random variations or events to investigate causal effects, without
direct manipulation of the independent variable by the researcher. (examples magnet school lotteries,
* military draft lotteries,
* random IRS audits,
* immigration lottery visas)
Natural experiments
Natural experiments exhibit
high levels of internal validity.
Natural experiments also exhibit –
because they study –
high levels of external validity, real-world scenarios and natural conditions