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Empiricism / Empirical Method
Empiricism → A procedure for using empirical evidence to establish facts
Empirical method → A set of rules and techniques for observation
Operational definition
A description of a property in measurable terms
Power (detector)
The ability to detect the presence of differences or changes in the magnitude of a property
Reliability (detector)
The ability to detect the absence of differences or changes in the magnitude of a property
Demand characteristics
The aspects of an observational setting that cause people to behave as they think someone else wants or expects
Naturalistic observation
A technique for gathering information by unobtrusively observing people in their natural environments
Observer bias
The tendency of observers’ expectations to influence both what they believed they observed and what they actually observed
Double-blind study
A method used to avoid demand characteristics by ensuring that neither the researcher nor the participant knows how the participants are expected to behave
Frequency distribution
A graphic representation showing the number of times that the measurement of a property takes on each of its possible values
Normal distribution
Bell curve, symmetrical, central peak, tails off to both ends, gaussian distribution
When skewed → positive/right, negative/left
Median vs. Mode. vs. Mean
Mean →Value of the most frequently observed measurement
Median → Average value of all measurements
Mode → Value in the middle of the distribution
Range
Largest measurement minus the smallest
Standard deviation
Average difference between the measurements in a frequency distribution and the mean of that distribution
Variable
A property whose values can change across individuals and over time
Correlation and correlation coefficient
Correlation (‘r’) compares the pattern of variation in a series of measurements between variables
Third-variable problem
When two variables may be correlated to another but only because both are causally related to a third variable
Experimentation
A technique for establishing the casual relationships between variables
Independent vs. dependent variable
Independent → manipulated
Dependent → measured
Self-selection
Problem that occurs when anything about a participant determines the value of the independent variable to which the participant was exposed
Random assignment
Using a random event to assign people to the experimental or control group
Internal vs. External validity
Internal validity → results worked out, p < 0.05 (successful experiment)
External validity → experimental property where variables have been operationally defined in a normal, typical, or realistic way (used to draw broader conclusion)
Case study
Method of gathering scientific knowledge by studying a single individual (not generalizable)
Random sampling
Technique for choosing participants that ensure that every member of a population has an equal chance of being included in the sample
Type 1 vs. Type 2 Error
Type I → conclude that there’s a causal relationship between two variables when there is not (false positive/fluke)
Type II → conclude that there’s not a causal relationship between two variables when there is (false negative/flunk)
APA guidelines for humans
Informed consent
freedom from coercion
protection from harm
debriefing
confidentiality
APA guidelines for animals
must be trained in research methods and experienced
minimize discomfort, infection, illness, and pain— unless no other alternative
must be significant and beneficial to society
surgery → anesthesia, minimize pain before, during, and after
Inferential statistics
Testing the significance of differences between groups to see if the effect we are observing is meaningful
Null hypothesis
Any observed differences between the samples are due to chance (assume this is true until rejected by statistically significant results)
Positive vs. Negative correlations
Positive correlations → increase = increase, decrease = decrease
Negative correlations → increase = decrease
Representative sample
Possesses the important characteristics of the population in the same proportions
Construct validity
A feature of operational definitions whose specified operations are generally considered good indicators of the specified properties
Why is it difficult to study humans?
Because we are more complex, variable, and reactive than almost anything else that scientist studies
Law of Parsimony
(Occam’s razor) → when there are multiple explanations for observed data, the simplest one is preferred
p < 0.05
probability that random assignment failed and that the results can be attributed to some other variable (chance) is less than 5%