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A high standard deviation indicates
inconsistent results, large range, less reliable findings
A low standard deviation indicates
consistent results, small range
achievement tests
tests that measure a person's existing knowledge and skills
American Psychological Association (APA)
professional organization representing psychologists in the United States, publishes ethical guidelines in psychological research
Animal Research Ethics: Acquiring Animals
must be acquired for research in a legal and humane manner
Animal Research Ethics: Care
researchers must care for the animals and provide humane housing
Animal Research Ethics: Purpose
there must be a clear scientific purpose, species must be chosen because they're best suited to answer scientific questions
Animal Research Ethics: Suffering
experiments must be designed in a way allowing for least amount of suffering possible
Animal Research Ethics: Supervision
a trained psychologist must supervise
aptitude tests
tests that assess how well a person can learn or acquire skills and abilities
Belmont Report (1979)
summarizes the basic ethical principles and guidelines for the protection of human subjects of research. (Respect for persons, beneficence and justice)
bimodal distribution
a frequency distribution having two different values that are heavily populated with cases
Case studies
involve up-close, in-depth, & detailed examination of a subject in hopes of generalizing. May use personal interviews, direct observation, and psychometric tests. Ex: Phineas Gage: Rod went through his temporal lobes, causing a drastic personality change. Patient HM: Removed hippocampus caused loss of short-term memory
Strengths: generalize from one to many situations, can help avoid some ethical concerns
Weaknesses: one case can be misleading, anecdotal evidence, persuades people more easily (the availability heuristic)
Confederates
in psychological and social research, a confederate is a person who is working with the experimenter and posing as a part of the experiment, but the subjects are not aware of this affiliation
Confidentiality
Participants and the data gained from them must be kept anonymous unless they give full consent, no legal obligation to disclose criminal acts
confounding variable
a factor other than the factor being studied that might influence a study's results (a good, accurate study will have little to none)
construct validity
The extent to which there is evidence that a test measures a particular hypothetical construct.
content validity
The degree to which the content of a test is representative of the domain it's supposed to cover.
control group
In an experiment, the group that is not exposed to the treatment; contrasts with the experimental group and serves as a comparison for evaluating the effect of the treatment.
Control Variables (constants)
all of the factors that are the same in both the experimental group and the control group
correlation coefficient
A numerical index of the degree of relationship between two variables, values between -1 and 1 with - being - correlation, + being + correlation, and 0 being no correlation. the closer to -1 or 1, the stronger the correlation.
Correlational study
seeing if there's a relationship between two variables. use surveys to obtain information on 2 factors, plot data on a scatterplot, and determine the correlation
strength: shows a relationship
weakness: correlation doesn't equal causation
criterion validity
the extent to which a measure is related to an outcome
cross-sectional study
a study in which people of different ages are compared with one another
debrief
post-experimental explanation of a study, including its purpose and any deceptions, to its participants
deception
misleading participants about the true purpose of a study or the events that will actually transpire, must be avoided or minimized
Dependent Variable (DV)
the research variable that is influenced by the independent variable, and the impact can be measured
Descriptive research methods
describe a person, group, or population, their weakness is that they can't demonstrate causation
descriptive statistics
numerical data used to measure and describe characteristics of groups. Includes measures of central tendency and measures of variation.
directionality problem
a problem encountered in correlational studies; the researchers find a relationship between two variables, but they cannot determine which variable may have caused changes in the other variable
double-blind study
study in which neither the experimenter nor the subjects know if the subjects are in the experimental or control group
effect size
a measure of the strength of the relationship between two variables or the extent of an experimental effect
Ethics
the correct rules of conduct necessary when carrying out research, to protect participants, psych's reputation, and psychologists
Experiment
prove cause and effect, see if changing one variable can effect another variable
experimental group
In an experiment, the group that is exposed to the treatment, that is, to one version of the independent variable.
experimental methodology
type of research method where the researcher manipulates one variable (independent variable) to determine its effect on another variable (dependent variable)
experimenter bias
a phenomenon that occurs when a researcher's expectations or preferences about the outcome of a study influence the results obtained
falsifiable
able to be disproven by experimental results
Flynn effect
observation that each generation has a significantly higher IQ than the previous generation
Generalizability
the extent to which we can claim our findings inform us about a group larger than the one we studied
Hawthorne effect
A change in a subject's behavior caused simply by the awareness of being studied
hindsight bias
the tendency to believe, after learning an outcome, that one would have foreseen it
Hypothesis
A testable prediction, often implied by a theory, that will be tested in the experiment
illusory correlation
perception of a relationship where none exists, or perception of a stronger relationship than actually exists
Independent Variable (IV)
The experimental factor that is manipulated; the variable whose effect is being studied.
inferential statistics
numerical data that allows one to generalize- to infer from sample data the probability of something being true of a population
informed consent
pre-experimental, an ethical principle that research participants be told enough to enable them to choose whether they wish to participate
Institutional Review Boards (IRBs)
groups of people responsible for reviewing proposed research to ensure that it meets the accepted standards of science and provides for the physical and emotional well-being of research participants
Likert Scale
a numerical scale used to assess attitudes; includes a set of possible answers with labeled anchors on each extreme
Longitudinal studies
studying the same group of individuals over an extended time, often related to childhood development Ex: Three identical strangers
Mean
the arithmetic AVERAGE of a distribution, obtained by adding the scores and then dividing by the number of scores, impacted by outliers
Median
the MIDDLE score in a rank-ordered distribution; half the scores are above it and half are below it
median & mode are above mean
negatively skewed
median & mode are below mean
positively skewed
Meta-analyses
a statistical method that combines the results of multiple scientific studies to draw overall conclusions, usually widely accepted and accurate ones
Mode
the MOST frequently occurring score(s) in a distribution
Naturalistic observation
researches observe subjects in their natural environment, used when lab research is too unrealistic, costly, or would likely influence subjects' behavior. Ideally, the subject needs to be made aware. Ex: "What would you do?" With John QuiƱones, nature documentaries, and Jane Goodall's work with chimpanzees
Strengths: opportunity to see authentic behaviors and study things that can't be manipulated in a lab (ethics!)
Weaknesses: can't determine cause and effect, cannot control outside/confounding variables, and researchers can't interfere
negative correlation
the relationship between two variables in which one variable increases as the other variable decreases, opposite directions
negatively skewed
one/few extremely low scores- mean, median, mode
non-experimental methodology
research that lacks the manipulation of an independent variable
null hypothesis
the hypothesis that there is no significant difference between specified populations, any observed difference being due to sampling or experimental error.
operational definition
a carefully worded statement of the exact procedures used in a research study, must be specific & measurable
p-value
the percentage probability that the results are due to chance, usually set at 5%, meaning that if p is greater than or equal to 0.05, the results are usually significant
peer reviewers
scientific experts who evaluate a research article's theory, originality, and accuracy
percentile rank
Percentage of scores falling at or below a specific score.
Placebo
in drug experiments, given to control groups, a fake pill or procedure that has no therapeutic effect
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.
Population
the largest collection of people that are of interest to the researcher (referred to as N)
positive correlation
as one variable increases, the other also increases, or as one decreases so does the other. Both variables move in the same direction.
positively skewed
one/few extremely high scores- mode, median, mean
predictive tests
tests that attempt to measure what will happen based on the data collected (EX. SAT has a strong positive correlation between success in college)
predictive validity
The success with which a test predicts the behavior it is designed to predict; it is assessed by computing the correlation between test scores and the criterion behavior.
Protection of participants
Participants should be protected from physical or mental health, including stress - risk of harm must be no greater than that to which they are exposed in everyday life
qualitative data
descriptive data
quantitative data
numerical data
random assignment
assigning participants to experimental and control conditions by chance, thus minimizing preexisting differences between those assigned to the different groups
random sampling
a sample that fairly represents a population because each member has an equal chance of inclusion
range
the difference between the highest and lowest scores in a distribution
regression toward the mean
the tendency for extreme or unusual scores to fall back (regress) toward their average.
Reliability
the extent to which a test yields consistent results, as assessed by the consistency of scores on two halves of the test, on alternate forms of the test, or on retesting
Replication
repeating the essence of a research study, usually with different participants in different situations, to see whether the basic finding extends to other participants and circumstances and validating the findings
Sample
A (representative) subset of a population, examined in hopes of learning about the population (referred to as n)
sampling error
an error that occurs when a sample somehow does not represent the target population
self-fulfilling prophecy
an expectation that causes you to act in ways that make that expectation come true
self-report bias
systematic errors that can occur in self-report data because participants are unable or unwilling to answer accurately
single-blind study
study in which the subjects do not know if they are in the experimental or the control group
Social disirability bias
occurs when survey respondents are not honest because they don't want to be viewed negatively by the person conducting the interview
split-half reliability
A measure of reliability in which a test is split into two parts and an individual's scores on both halves are compared.
standard deviation
a measure of variability that describes an average distance of every score from the mean
standardization
defining uniform testing procedures and meaningful scores by comparison with the performance of a pretested group
statistical significance
how likely it is that an obtained result occurred by chance, often examined in terms of p-value, significant when p is less than or equal to 0.05
stereotype lift
awareness of positive expectations can actually improve performance on tasks
stereotype threat
apprehension about confirming negative stereotypes related to one's own group
Surveys
typically a list of questions answered by research subjects/participants Ex: Gallup polls