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what is the definition of a sample
A subset of elements from the larger population.
what is the definition of a population
The entire set of elements (e.g., individuals, cities, states, countries, prisons, schools) in which we are interested.
what is the definition of an element
The individual members of the population whose characteristics are to be measured.
what is the definition of sampling frame?
A list from which the elements of the population are selected
what does generalizability mean
external validity
generalizability has two subsets, which are?
sample and cross population
what is sample generalizability
Does this sample, reflect that population
what is cross population generalizability
Would we find these same results at different times, different populations, and at different settings?
What happens if there is a large sampling error?
the sample is less generalizable to the population
what is probability sampling
Sampling methods that rely on a random, or chance, selection method so that the probability of selection of population elements is known.
what are the four probability sampling methods
simple random, systematic, stratified, and multistage cluster
define simple random sampling
every sample element is selected only on the basis of chance through a random process.
define systematic sampling
sample elements are selected from a list or from sequential files, with every nth element being selected after the first element is selected randomly within the first interval.
define proportionate stratified sampling
elements are selected from strata in exact proportion to their representation in the population
define disproportionate stratified sampling
elements are selected from strata in different proportions from those that appear in the population.
define multistage cluster sampling
elements are selected in two or more stages, with the first stage being the random selection of naturally occurring clusters and the last stage being the random selection of multilevel elements within clusters.
what sampling concern occurs with random sampling?
sampling error: difference between the characteristics of a sample and the characteristics of the population from which it was selected
what sampling concern occurs with systematic sampling
sampling bias: selection bias
what is nonprobability sampling
Sampling methods in which the probability of selection of population elements is unknown.
what are the four nonprobability sampling methods
availability, quota, purposive, and snowballing
what is availability sample
elements are selected on the basis of convenience
what is a quota sample
elements are selected to ensure that the sample represents certain characteristics in proportion to their prevalence in the population
what is a purposive sample
elements are selected for a purpose, usually because of their unique position. Sometimes referred to as judgment sampling
what is a snowball sample?
elements are selected as they are identified by successive informants or interviewees
define a sample statistic
value of a … , such as a mean, computed from sample data.
define a population parameter
the value of a statistic, such as a mean, computed using the data for the entire population
define nomothetic causal explanation
involving the belief that variation in an independent variable will be followed by variation in the dependent variable, when all other things are equal
define idiographic causal explanation
identifies the concrete, individual sequence of events, thoughts, or actions that resulted in a particular outcome for a particular individual or that led to a particular event; may be termed an individualist or historicist explanation
what are the conditions necessary for determining causality
association
time order
nonspuriousness
define association
Variation in one variable is related to variation in another variable as a condition to determine causality
define time order
the variation in the independent variable must come before variation in the dependent variable
define nonspuriousness
A relationship that exists between two variables that is not due to variation in a third variable
define mechanism
A discernible process that creates a causal connection between two variables.
define contextual effect
A relationship between variables that varies between geographic units or other contexts
define cross-sectional research
Studies in which data are collected at only one point in time.
define longitudinal research
Studies in which data are collected that can be ordered in time; also defined as research in which data are collected at two or more points in time
define repeated cross sectional designs
Longitudinal studies in which data are collected at two or more points in time from different samples of the same population
define fixed-sample panel designs
Longitudinal studies in which data are collected from the same individuals at two or more points in time
define event-based designs
Longitudinal studies in which data are collected at two or more points in time from individuals in a cohort
define intervening variables
influenced by an independent variable and, in turn, influence variation in a dependent variable, thus helping to explain the relationship between the independent and dependent variables
define units of observation
The cases about which measures actually are obtained in a sample.
define ecological fallacy
An error in reasoning in which incorrect conclusions about individual-level processes are drawn from group-level data
define reductionist fallacy
An error in reasoning that occurs when incorrect conclusions about group-level processes are based on individual-level data
what is the idiographic approach?
concerned with understanding the subject experiences and personal characteristics
what is the nomothetic approach?
establish general laws of behavior that apply to large groups of people
define the experimental group
the group of subjects that receives the treatment or experimental manipulation.
define the control group
The group of subjects who are either exposed to a different treatment than the other group or who receive no treatment at all
define random assignment
A procedure by which each experimental and control group subject is placed in a group randomly
define quasi-experimental designs
Research designs in which there is a comparison group that is comparable to the experimental group in critical ways, but subjects are not randomly assigned to the comparison and experimental groups
define nonequivalent control group designs
have experimental and comparison groups designated before the treatment occurs that are not created by random assignment.
define before and after designs
have a pretest and posttest but no comparison group. In other words, the subjects exposed to the treatment serve, at an earlier time, as their own controls.
what are the threats to internal validity
selection bias
endogenous change
external threats/history events
contamination
treatment misidentification
mortality
define selection bias
when characteristics of the experimental and comparison group subjects differ
define endogenous change
when the subjects develop or change during the experiment as part of an ongoing process independent of the experimental treatment
ex: maturation, regression toward the mean (were to intentionally recruit someone extremely high or low on a certain characteristic)
define external threats/history events
when something occurs during the experiment, other than the treatment, that influences outcome scores
define contamination
when either the experimental group or the comparison group is aware of the other group and is influenced in the posttest as a result
define treatment misidentification
when variation in the independent variable is associated with variation in the observed outcome, but the change occurs through a process that the researcher has not identified
define mortality
When people in your treatment group drop out faster than people in the control group
in a correlation study
we look for a relationship between two variables that are outside of our control
in a true experiment
we manipulate one variable (IV) to see how this affects some other variable (DV)
in a quasi-experiment
we look at the effect of a variable that cannot (or should not) be manipulated using pre/post and/or comparison groups
evaluative research assesses the effectiveness of
Program
Policies
Interventions
Criminal justice reforms
types of evaluations
needs assessment
process assessment
outcome/impact assessment
define needs assessment
that attempts to determine the needs of some population that might be met with a social program
define process assessment
that investigates the process of service delivery
define outcome/impact assessment
Analysis of the extent to which a treatment or other service has the intended effect