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critical thinking
thinking that does not automatically accept arguments and conclusions. Rather, it examines assumptions, appraises the source, discerns hidden biases, evaluates evidence, and assesses conclusions.
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.)
peer reviewers
scientific experts who evaluate a research article's theory, originality, and accuracy.
theory
an explanation using an integrated set of principles that organizes observations and predicts behaviors or events
hypothesis
A testable prediction, often implied by a theory
falsifiable
the possibility that an idea, hypothesis, or theory can be disproven by observation or experiment
operational definition
a carefully worded statement of the exact procedures used in a research study. for example, human intelligence may be operationally defined as what an intelligence test measures.
replication
repeating the essence of a research study, usually with different participants in different situations, to see whether the basic finding can be reproduced.
case study
a non-experimental technique in which one individual or group is studied in depth in the hope of revealing universal principles.
naturalistic observation
a non-experimental technique of observing and recording behavior in naturally occurring situations without trying to manipulate and control the situation.
survey
a non-experimental technique for obtaining the self-reported attitudes or behaviors of a particular group, usually by questioning a representative, random sample of the group.
social desirability bias
bias from people's responding in ways they presume a researcher expects or wishes.
self-report bias
bias when people report their behavior inaccurately.
sampling bias
bias when people report their behavior inaccurately.
random sample
a sample that fairly represents a population because each member has an equal chance of inclusion.
Population
all those in a group being studied, from which random samples may be drawn. (Note: Except for national studies, this does not refer to a country's whole population.)
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 variables (from −1.00 to +1.00).
variable
anything that can vary and is feasible and ethical to measure.
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).
illusory correlation
perceiving a relationship where none exists, or perceiving a stronger-than-actual relationship.
regression toward the mean
the tendency for extreme or unusual scores or events to fall back (regress) toward the average.
experiment
a research method in which an investigator manipulates one or more factors (independent variables) to observe the effect on some behavior or mental process (the dependent variable). By random assignment of participants, the experimenter aims to control other relevant factors.
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.
random assignment
assigning participants to experimental and control groups by chance, thus minimizing preexisting differences between the different groups.
Single-blind procedure
an experimental procedure in which the research participants are ignorant (blind) about whether they have received the treatment or a placebo.
double-blind procedure
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.
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.
independent variable
in an experiment, the factor that is manipulated; the variable whose effect is being studied.
confounding variable
in an experiment, a factor other than the factor being studied that might influence a study's results.
experimenter bias
bias caused when researchers may unintentionally influence results to confirm their own beliefs.
dependent variable
in an experiment, the outcome that is measured; the variable that may change when the independent variable is manipulated.
Validity
the extent to which a test or experiment measures or predicts what it is supposed to.
Quantitative Research
a research method that relies on quantifiable, numerical data.
Qualitative Research
a research method that relies on in-depth, narrative data that are not translated into numbers.
Informed Consent
giving potential participants enough information about a study to enable them to choose whether they wish to participate.
Debriefing
the postexperimental explanation of a study, including its purpose and any deceptions, to its participants.
descriptive statistics
numerical data used to measure and describe characteristics of groups; include measures of central tendency and measures of variation.
Histogram
a bar graph depicting a frequency distribution.
mode
the most frequently occurring score(s) in a distribution.
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.
percentile rank
the percentage of scores that are lower than a given score.
skewed distribution
a representation of scores that lack symmetry around their average value.
range
the difference between the highest and lowest scores in a distribution.
standard deviation
a computed measure of how much scores vary around the mean score.
normal curve
a symmetrical, bell-shaped 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 scores lie near the extremes. (Also called a normal distribution.)
inferential statistics
numerical data that allow one to generalize — to infer from sample data the probability of something being true of a population.
meta-analysis
a statistical procedure for analyzing the results of multiple studies to reach an overall conclusion.
Statistical Significance
a statistical statement of how likely it is that a result (such as a difference between samples) occurred by chance, assuming there is no difference between the populations being studied.
Effect Size
the strength of the relationship between two variables. The larger the effect size, the more one variable can be explained by the other.
Nature (heredity)
The influence of genes and biological factors on behavior and traits.
Nurture (environment)
The influence of experiences, upbringing, and surroundings on behavior.
Evolutionary Perspective
The view that behavior and mental processes have developed through natural selection.
Natural Selection
The process where traits that help survival are passed on to future generations.
Eugenics
A discredited movement that aimed to improve the genetic quality of humans by controlling reproduction.
Twin Studies
Research comparing identical and fraternal twins to determine the influence of genes versus environment.
Family Studies
Research examining how traits or disorders run in families.
Adoption Studies
Studies comparing adopted children to biological and adoptive parents to assess heredity vs. environment.
Central Nervous System (CNS)
The brain and spinal cord; controls most body and mind functions.
Peripheral Nervous System (PNS)
All nerves outside the CNS that connect the brain and spinal cord to the body.
Autonomic Nervous System
Controls involuntary actions like heartbeat and digestion.
Somatic Nervous System
Controls voluntary muscle movements.
Sympathetic Nervous System
Activates the body's "fight or flight" response in stressful situations.
Parasympathetic Nervous System
Calms the body and restores energy after stress ("rest and digest").
Neurons
Nerve cells that send and receive electrical and chemical messages.
Glial Cells
Support cells that help nourish and protect neurons.
Reflex Arc
The neural pathway that controls automatic responses like pulling your hand away from heat.
Sensory Neurons
Carry information from senses to the brain.
Motor Neurons
Send messages from the brain to muscles and glands.
Interneurons
Connect sensory and motor neurons within the brain and spinal cord.
All-or-Nothing Principle
A neuron either fires completely or not at all.
Depolarization
The process that allows a neuron to fire by changing its electrical charge.
Refractory Period
A short rest after a neuron fires before it can fire again.
Resting Potential
The electrical charge of a neuron when it's not firing.
Reuptake
When neurotransmitters are reabsorbed by the neuron that released them.
Threshold
The minimum level of stimulation needed for a neuron to fire.
Multiple Sclerosis
A disease where the myelin sheath around neurons is damaged, slowing messages.
Myasthenia Gravis
A disorder causing muscle weakness due to problems in communication between nerves and muscles.
Neurotransmitters
Chemical messengers that send signals across synapses between neurons.
Excitatory Neurotransmitter
Chemicals that make neurons more likely to fire.
Inhibitory Neurotransmitter
Chemicals that make neurons less likely to fire.
Dopamine
Influences movement, learning, attention, and emotion.
Serotonin
Affects mood, sleep, and appetite.
Norepinephrine
Helps control alertness and arousal.
Glutamate
A major excitatory neurotransmitter involved in memory.
GABA
A major inhibitory neurotransmitter that calms neural activity.
Substance P
Involved in sending pain signals.
Endorphins
Natural painkillers that produce pleasure and reduce pain.
Acetylcholine (ACh)
Enables muscle action, learning, and memory.
Hormones
Chemical messengers from glands that travel through the bloodstream.
Adrenaline (Epinephrine)
Increases heart rate and energy in response to stress.
Leptin
Regulates hunger and body fat.
Ghrelin
Triggers hunger.
Melatonin
Regulates sleep and wake cycles.
Oxytocin
Linked to bonding, trust, and social interactions.
Agonists
Drugs that mimic neurotransmitters to activate receptors.
Antagonists
Drugs that block neurotransmitter effects.
Stimulants
Drugs that increase neural activity (e.g., caffeine, cocaine).