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fact, observation
objective statement based on direct observation that reasonable observers agree is true
theory
idea designed to explain existing facts and predict new ones
hypothesis
a specific, testable prediction derived from a theory
scientific method (psychology)
objective observations about behavior (facts) lead psychologists to create conceptual models or explanations (theories), which make specific, testable predictions (hypotheses)
experiment
research method where one or more variable are manipulated (treatment is imposed) to determine their effect on others while holding all else constant; determines causation
independent variable
variable hypothesized to cause an effect on another variable
dependent variable
variable hypothesized to be affected by changes in the independent variable
within-subject design
same subjects are tested under multiple conditions of the independent variable
between-subject design
different groups of subjects experience different conditions of the independent variable
correlational study
measures relationships between variables without manipulation; cannot determine causation
descriptive study, naturalistic observation
research that observes and describes behavior without testing relationships between variable or interference
field study
conducted in a natural environment where the researcher has little or no control over conditions
laboratory study
conducted in a controlled setting designed to manipulate variables and collect precise data
self-report method
participants describe their own behavior or mental state through questionnaires, surveys, interviews
introspection
personal observation of one’s thoughts or feelings; used by Wilhelm Wundt but criticized for subjectivity
observation method
researchers directly observe and record subjects’ behavior
hawthorne effect
alteration of behavior due to awareness of being observed
descriptive statistics
numerical methods that summarize data (mean, median, mode, standard deviation, range, correlation coefficient)
correlation coefficient (r)
statistical measure (-1 to +1) showing strength and direction of a relationship between two variables; the closer to 0 indicates no correlation, negative indicates negative correlation, positive indicates positive correlation
inferential statistics
methods to determine if results are likely due to chance or represent real effects
statistical significance
results are unlikely due to chance alone (typically p ≤ 0.05)
p-value
probability that results occurred by chance if the null hypothesis were true
factors affecting significance
size of effect, sample size, and variability of data
bias
nonrandom effects caused by extraneous factors that systematically skew results
error
random variation that can be reduced through averaging
random assignment
the likelihood that all participants in a group or a sample have an equal chance of being assigned to the different conditions within the study to counteract systematic differences
representative sample
group accurately reflecting the target population
WEIRD bias
overreliance on Western, Educated, Industrialized, Rich, and Democratic participants, limiting generalizability
reliability (replicability)
ability of a measure to produce consistent results when repeated under the same conditions
operational definition
defines variables by the procedures used to measure or observe them
interobserver reliability
degree to which multiple observers agree when measuring the same behavior
validity
the accuracy of a particular measurement device or assessment; lack of validity can lead to bias
face validity
the degree to which the material on an assessment appears on the surface to accurately measure what it intends to measure
criterion validity
the degree to which scores on a particular assessment are positively correlated with scores on another preexisting and well-established assessment tool (the criterion) for a particular skill, trait, or ability
observer-expectancy bias
researcher’s expectations influence the outcome of a study
subject-expectancy bias
participants’ expectations influence their responses or behavior
observer-blind procedure
observer does not know key aspects of the study that could bias their observations
subject-blind procedure
participants do not know key aspects of the study that could bias their responses
double-blind procedures
both researcher and subject are unaware of critical information that could bias results; achieved with use of 3rd parties
placebo
inactive treatment used to control for expectation effects
ethical principles (APA)
rules protecting participants’ rights and welfare in research
right to privacy
participants’ information and behaviors must remain confidential and anonymous
protection from harm (physical and psychological)
participants must not experience unnecessary pain or distress
use of deception, confederates
allowed only when justified and followed by debriefing
animal research ethics
animals must be well cared for, must not suffer unnecessary deprivation/pain, and must have their suffering balanced against the potential value of the knowledge gained
case study
research method that studies one unique individual (or small group of individuals with one common and unique aspect) in depth
meta-analysis
research method that analyzes what has already been studied and published to try to make new conclusions
results of correlations…
predict the possibility of causal relationships, but cannot prove them
institutional review board approval
an unbiased group that reviews research proposals to ensure researchers are abiding by all guidelines of research ethics
informed consent/assent from all participating subjects
participants maintain voluntary consent throughout duration of experiment and reserve the right to withdraw consent/from the study
debriefing of all participants
transparency of the experiment, informing participants the what, why, and the results
mean
the average of a set of numbers, found by adding all values and dividing by the number of values
median
the middle value in an ordered set of data
mode
the most frequently occurring value in a dataset
range
the difference between the highest and lowest values in a dataset
standard deviation
a measure of how much scores in a dataset vary around the mean; a small value indicates values are generally close to the average, a large value indicates values are generally spread out from the average
empirical rule: 68-95-99
in a normal distribution, about 68% of data falls within 1 std. dev. of the mean, about 95% within 2 std. dev., about 99% within 3 std. dev.
positive correlation
a relationship where two variables increase or decrease together; as x increases, y increases
negative correlation
a relationship where one variable increases as the other decreases; as x increases, y decreases
z-score
a standardized score that shows how many std. devs. a data point is from the mean; z = (data value - mean) / (std. dev)
confounding variable
an outside factor that is not the independent or dependent variable that could affect the results of the experiment, making it unclear which variable actually caused the results
control variable
any variable that researchers keep constant to prevent it from influencing the outcome of an experiment
control group
a participating group in an experiment that does not receive the experimental treatment; used for comparison to the experimental group
population
the larger group from which a sample is drawn, about which researchers will make generalizations
random selection
the selection of individuals who will be chosen from the population to participate in the study; every member of the population has an equal chance of being chosen
random sampling
a method of choosing participants from the population randomly so that the sample is representative
content validity
the degree to which an assessment accurately measures what it claims to test
predictive validity
the degree to which a particular assessment anticipates (predicts) success on some future measure
split-half reliability
a measure of consistency which compares the results of half of a test with the results of the other half
test-retest reliability
the degree to which the same outcome is achieved on at least two occasions; comparing the results when the same individuals take the same test multiple times
alternate form reliability
the consistency of test results across different versions of the same test; compares the results of two different but equivalent versions of a test
generalizability
the extent to which study results can be applied to ore are representative of the broader population
generalizability increases when…
sample size is large, sample is randomly selected, participants are diverse and representative, the study is replicated in different settings
confederate
a person who appears to be a participant in a study but is actually working with the researcher
cross-sectional study
a research design that compares different groups of people (ex. ages) at a single point in time
longitudinal study
a research design that follows the same group of individuals over an extended period to observe changes
Clever Hans
early 1900s horse believed to perform math and language tasks; later shown his answers were guided by subtle, unintentional cues from observers, not true understanding
lessons from Clever Hans
demonstrated the importance of controlling for observer influence, skepticism, and objective measurement in psychological research
the value of skepticism
Skeptics seek to disprove claims, which is the logical foundation of scientific testing
A scientific theory becomes more believable as repeated, genuine attempts to disprove it fail
Skepticism allows ppl to look more carefully and more objectively, to notice what others had missed or chosen to ignore in their experiments
skeptics seek to disprove claims, the logical foundation of scientific testing; allows more people to look more objectively to notice what others had missed or chosen to ignore in their experiments
occam’s razor
when there are two or more explanations that are equally able to account for a phenomenon, the simpler explanation is preferred
the value of careful observations under controlled conditions
to test hypotheses, scientists must control conditions in which they make observations to rule out alternative explanations
the problem of observer-expectancy effects
science is carried out by people who come to research with certain expectations; observers may unintentionally communicate to subjects their expectations, and the subject may respond by doing what the researcher expects them to do