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Hindsight bias
the tendency to believe, after learning an outcome, that one would have foreseen it. (Also known as the I-knew-it-all-along phenomenon.)
Confirmation bias
a tendency to search for information that supports our preconceptions and to ignore or distort contradictory evidence
Overconfidence
the tendency to be more confident than correct—to overestimate the accuracy of our beliefs and judgments.
Quantitative research
using numerical measures
Qualitative research
complex textual responses
Hypothesis
a testable prediction, often implied by a theory
Dependent variable
in an experiment, the outcome that is measured; the variable that may change when the independent variable is manipulated.
Independent variable
in an experiment, the factor that is manipulated; the variable whose effect is being studied
Falsifiable
a hypothesis or theory that can be potentially proven false through experimentation or observation
Operational definitions
a carefully worded statement of the exact procedures (operations) used in a research study. For example, human intelligence may be operationally defined as what an intelligence test measures.
Replicated
repeating the essence of a research study, usually with different participants in different situations, to see whether the basic finding can be reproduced
Sample
the group of participants
Population
all those in a group being studied, from which samples may be drawn. (Note: Except for national studies, this does not refer to a country’s whole population.)a sample that fairly represents a population because each member has an equal chance of inclusion.
Representative sample
a sample that’s representative of a larger population
Random sampling
a sample that fairly represents a population because each member has an equal chance of inclusion.
Convenience sampling
collecting data from a group of people who are easily accessible to you (friends/family)
Generalize
the tendency, once a response has been conditioned, for stimuli similar to the conditioned stimulus to elicit similar responses. (In operant conditioning, generalization occurs when responses learned in one situation occur in other, similar situations.)
Stratified sampling
a process that allows a researcher to ensure that the sample represents the population on some criteria
sampling technique in which the population is first divided into distinct, non-overlapping strata based on a specific characteristic, such as age, income level, or education
Confounding variables
a factor other than the factor being studied that might influence a study’s results.
Random assignment
assigning participants to experimental and control groups by chance, thus minimizing preexisting differences between the different groups.
Experimenter bias
situation-relevant confounding variable
unconscious tendency for researchers to treat members of the experimental and control groups differently to increase the chance of confirming the researchers' hypothesis
Experimenter bias can be eliminated by using a double-blind procedure
Double-blind study
an experimental procedure in which both the research participants and the research staff are ignorant (blind) about whether the research participants have received the treatment or a placebo. Commonly used in drug-evaluation studies
Single-blind study
only the participants do not know to which group they have been assigned; this strategy minimizes the effect of demand characteristics as well as certain kinds of response or participant bias.
Social desirability bias
tendency to try to give answers that reflect well upon oneself
Experimental group
in an experiment, the group exposed to the treatment, that is, to one version of the independent variable
Control group
in an experiment, the group not exposed to the treatment; contrasts with the experimental group and serves as a comparison for evaluating the effect of the treatment.
Placebo method
experimental results caused by expectations alone; any effect on behavior caused by the administration of an inert substance or condition, which the recipient assumes is an active agent
Placebo effect
experimental results caused by expectations alone; any effect on behavior caused by the administration of an inert substance or condition, which the recipient assumes is an active agent.
Positive correlation
one thing increases the occurrence of the other thing +1
Negative correlation
the presence of one thing predicts the absence of the other -1
Study
a detailed investigation and analysis of a subject or situation.
Likert scales
pose a statement and ask people to express their level of agreement/disagreement with the statement
Directionality problem
The inability to tell which of the variables came first (also known as temporal precedence)
Third variable
can be a confounding variable, the true cause of something
Naturalistic observation
a descriptive technique of observing and recording behavior in naturally occurring situations without trying to manipulate or control the situation.
Structured interview
like a survey in that there are fixed number of questions asked in a set order.
A structured interview can even be completely quantitative if the questions all have a prescribed set of answer choices.
Case study
a descriptive technique in which one individual or group is studied in depth in the hope of revealing universal principles.
Central tendency
Measures of central tendency attempt to mark the center of a distribution.
(mean median mode)
Mean
the arithmetic average of a distribution, obtained by adding the scores and then dividing by the number of scores.
Median
the middle score in a distribution; half the scores are above it and half are below it
Mode
the most frequently occurring score(s) in a distribution.
Bimodal
if two scores appear equally frequently and more frequently than any other score.
Positively skewed
When a distribution includes an extreme score (or group of scores) that is very high
Negatively skewed
When the skew is caused by a particularly low score (or group of scores)
Range
the difference between the highest and lowest scores in a distribution.
Variance
n. Measures of variability attempt to depict the diversity of the distribution
(range, variance, standard deviation)
Standard deviation
a computed measure of how much scores vary around the mean score
Normal curve
(normal distribution) a symmetrical, bellshaped curve that describes the distribution of many types of data; most scores fall near the mean (about 68 percent fall within one standard deviation of it) and fewer and fewer near the extremes.
Percentiles
a measure of the extent to which two factors vary together, and thus of how well either factor predicts the other
Correlation
a measure of the extent to which two factors vary together, and thus of how well either factor predicts the other.
Correlation coefficient
a statistical index of the relationship between two things (from −1.00 to +1.00).
Scatterplot
a graphed cluster of dots, each of which represents the values of two variables. The slope of the points suggests the direction of the relationship between the two variables. The amount of scatter suggests the strength of the correlation (little scatter indicates high correlation).
Statistically significant
Scientists have decided that a p-value of 0.05 is the cutoff for statistically significant results.
A p-value of 0.05 means that a 5 percent chance exists that the results occurred by chance
A p-value can never equal 0 because we can never be 100 percent certain that results did not happen due to chance.
Effect size
how large an effect is
Replication
repeating the essence of a research study, usually with different participants in different situations, to see whether the basic finding can be reproduced.
Meta-analysis
a procedure for statistically combining the results of many different research studies
Peer review
a paper is read by several others in the field and the is author asked to make revisions in order to ensure high quality publications.
No coercion
Participation should be voluntary.
Informed consent
giving potential participants enough information about a study to enable them to choose whether they wish to participate.
Deception
participant is deceived by the nature of the study
Informed assent
Only adults can consent to be in research; minors should be asked to assent and may also be asked to obtain the consent of their parent or guardian.
Confidentiality
Participants’ privacy must be protected.
Risk
Participants cannot be placed at significant mental or physical risk; they must have protection from harm.
Protection from harm
Participants cannot be placed at significant mental or physical risk; they must have protection from harm.
Debriefing
After the study, participants should be told the purpose of the study and provided with ways to contact the researchers about the results.
Genetic predisposition
the increased chance of developing a specific trait or condition due to our genetic code.
Neurons
a nerve cell; the basic building block of the nervous system.
Multiple sclerosis
the myelin sheath deteriorates around neurons, interfering with neural transmission.
Neural transmission
a neuron transmits a message
Resting potential
resting state of a neuron -70 mV
because mostly negative ions are within the cell and mostly positive ions are surrounding it.
Threshold
if enough neurotransmitters are received by neuron B from neuron A to change the membrane potential ~ +40
Action potential
a neural impulse; a brief electrical charge that travels down an axon.
All-or-none principle
If the dendrites of a neuron receive enough neurotransmitters to push the neuron past its threshold, the neuron will fire completely every time. A neuron cannot fire a little or a lot; the impulse is the same every time.
Depolarization
neural firing (the charge is becoming more positive so the cell is becoming less negative and less polar)
Excitatory
neurotransmitter that excite the next cell into firing
Inhibitory
neurotransmitter that inhibit the next cell from firing.
Dopamine
Motor movement and alertness
Lack of dopamine is associated with Parkinson? s disease; an overabundance is associated with schizophrenia.
Serotonin
Mood control
Lack of serotonin is associated with clinical depression.
Norepinephrine
Alertness, arousal
Lack of norepinephrine is associated with depression.
Glutamate
GABA
Excitatory neurotransmitter, involved in memory
Triggers migraines, seizures.
Endorphins
“morphine within”—natural, opiate-like neurotransmitters linked to pain control and to pleasure
Substance P
Pain perception
Lack of substance P may be associated with a lack of pain perception.
Acetylcholine
Motor movement
Lack of acetylcholine is associated with Alzheimer's disease. Acetylcholine is also involved in the disease Myasthenia gravis, a condition that causes muscle weakness.
Alzheimer's disease
a neurocognitive disorder marked by neural plaques, often with onset after age 80, and entailing a progressive decline in memory and other cognitive abilities.
Myasthenia gravis
a condition that causes muscle weakness.
Sensory neurons
Interneurons
neurons within the brain and spinal cord; they communicate internally and process information between the sensory inputs and motor outputs.
Motor neurons
efferent neurons, take information from the brain to the rest of the body
Central nervous system
the brain and spinal cord.
Peripheral nervous system
the sensory and motor neurons that connect the central nervous system (CNS) to the rest of the body
Reflex arcs
humans have reflexes that have differently
pathway that different reflexes take
Somatic nervous system
the division of the peripheral nervous system that controls the body’s skeletal muscles. Also called the skeletal nervous system.
Autonomic nervous system
the part of the peripheral nervous system that controls the glands and the muscles of the internal organs (such as the heart). Its sympathetic division arouses; its parasympathetic division calms.
Sympathetic nervous system
the division of the autonomic nervous system that arouses the body, mobilizing its energy.
Parasympathetic nervous system
the division of the autonomic nervous system that calms the body, conserving its energy.
Endocrine system
the body’s “slow” chemical communication system; a set of glands that secrete hormones into the bloodstream.
Hormones
chemicals that carry messages through the bloodstream
Adrenaline
Activated during the fight-or-flight response in stressful situations. Speeds up bodily processes.
Leptin
Involved in weight regulation. Suppresses hunger (food may be perceived as less appetizing).