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Stats 13 vocab
States vocabulary
Question | Answer |
---|---|
Observational study | a study based on data with no manipulation used |
retrospective study | subjects are selected and than their previous conditions or behaviors are determined. Not based on random sampling Focus on estimating differences between groups or associations between variables |
prospective study | subjects are followed to observe future outcomes. No treatment are applied. Not an experiment. Focus on estimating differences among groups during the study |
experiment | manipulates factor levels to create treatments, randomly assigns subjects to these treatments levels. Compares the responses of subject groups across treatments levels. |
random assignment | an experiment must assign experimental units to treatment groups at random. |
factor | a variable whose levels are controlled by the experimenter. |
response | a variable whose values are compared across different treatments. |
experimental units | individuals on whom an experiment is performed. Can be called subjects or participants |
level | the specific values that the experimenter chooses for a factor |
treatment | the process, intervention, or other controlled circumstance applied to randomly assigned experimental units. the Explanatory variable |
Principles of experimental design | Control, Randomize, Replicate, Block |
Control | make conditions as similar as possible for all treatment groups. |
Randomize | equalize the effects of unkown or uncontrollable source of variation |
Replicate | over as many subjects as possible. Results from a single subject are just anecdotes. |
Block | the only difference in the control group and the experimental group is the 1 thing we are testing. |
statistically significant | when an observed difference is too lrge for us to believe that it is likely to have occured naturally. |
control group | the experimental units assigned to a baseline treatment level. |
Blinding | don't let the patient know if they are in the control group or the experimental group. |
single-blind, double blind | these are two main classes of individuals who can affect the outcome of an experiment: those who could influence the results (subjects, technicians). Those who evaluate the results (juges, physicians) |
placebo effect | people think they feel differently just because they know they are being tested |
2 ways to replicate | use several subjects, or replicate the entire experiment on another group |
extraneous factors | factors that are not being experimented with but may be influencing the outcome. Eliminate this by blocking. |
confounded variables | factors that can't be distinguished between which one is affecting the outcome. |
placebo | a treatment known to have no effect. |
match | reduces unwanted variation |
2 types of designs | completely randomized design, and randomized block design |
completely randomized design | all experimental units have an equal chance of receiving any treatment |
randomized block design | the randomization occurs only within blocks |