Experimenting Flashcards
Scientific Method
“Systematic observation, measurement, and experiment, and the formulation, testing, and modification of hypotheses.” (related: reproducibility)
Proxy
“A variable that is not in itself directly relevant, but that serves in place of an unobservable or immeasurable variable. In order for a variable to be a good proxy, it must have a close correlation, not necessarily linear, with the variable of interest.”
Selection bias
The selection of individuals, groups or data for analysis in such a way that proper randomization is not achieved, thereby ensuring that the sample obtained is not representative of the population intended to be analyzed.”
Response bias
“A wide range of cognitive biases that influence the responses of participants away from an accurate or truthful response.”
Observer effect
Changes that the act of observation will make on a phenomenon being observed.”
False negative, false positive
A false positive error, or in short false positive, commonly called a ‘false alarm’, is a result that indicates a given condition has been fulfilled, when it actually has not been fulfilled…A false negative error, or in short false negative, is where a test result indicates that a condition failed, while it actually was successful, i.e. erroneously no effect has been assumed.”
Confidence Interval
Confidence intervals consist of a range of values (interval) that act as good estimates of the unknown population parameter; however, the interval computed from a particular sample does not necessarily include the true value of the parameter.”
Bayes Theorem
Describes the probability of an event, based on conditions that might be related to the event. For example, suppose one is interested in whether a person has cancer, and knows the person’s age. If cancer is related to age, then, using Bayes’ theorem, information about the person’s age can be used to more accurately assess the probability that they have cancer.”