1. Review Experiments
Key ideas: The researcher is able to
ASSIGN a treatment and observe an outcome
Strength: Able to CONTROL FOR (or
eliminate) potential confounding factors.
Best Method: Random Assignment to
treatment or control group
Goal: To compare outcomes between
groups
Notes: Replication offers strength
when placebo/blinding is impossible.
2. Some Questions Cannot Be Answered using an
Experiment
May not be ethical, may be physically
impossible, may be too expensive, too time consuming etc.
3. Observational Studies vs. Experiments
Basic idea: in the observational study
the researcher collects the data as they currently are, he or she is not
"in charge" of assignment. In other words, the researcher cannot
assign a treatment so for these kinds of studies there are:
·
No True Treatment Groups
·
No True Controls
Observational studies are inexpensive and do not require as much thoughtfulness.
4. Useful for Description and used to
Demonstrate ASSOCIATION
Polls & Surveys are the most
common example of description from an observation study
Association is not the same as
causation (important) due to…
5. The Basic Problem: CONFOUNDING
Idea:
a lack of clarity, the "effect" is not clear/clean/trustworthy
6. But there are SOLUTIONS, things you can do
eliminate confounding
·
Divide the subjects into subgroups
·
Conduct a prospective (follow subjects
over time) study
·
Conduct a retrospective study using
evidence like medical records
7. Things to Remember (Chapters 3.1-3.3)
Randomized, controlled experiments are
more expensive and more difficult to do than observational studies.
Experiments can also be unrealistic
(in an artificial setting) and unethical (smoking studies).
Controlled Experiments are better than
observational studies in that a researcher can begin to eliminate confounding
and pin down cause and effect. In an experiment, researchers impose a treatment
on randomized subjects. This is not true of observational studies.