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Population
The entire group of people a study is designed to investigate
Sampling frame
The list of quasi-list of units composing a population from which a sample is selected
sampling unit
an element or person considered for selection into a sample
sample
the collection of sampling units selected from the population
Representativeness
the degree to which a sample reflects the characteristics of the population
Parameter
A summary description of a variable in a population
Statistic
A summary description of a variable in a sample
Sampling Error
Error caused by observing a sample instead of the entire population
confidence level
the estimated probability that a population parameter lies within a confidence interval
confidence interval
the range of values within which a population parameter is estimated to lie
Probability sampling
sampling in which every element has a known chance of selection
Random selection
Every person has an equal chance of being selected independently of others
Simple random sampling
Sampling units are assigned numbers and selected randomly
Systematic Sampling
Selecting every nth unit after a random starting point
Stratified Sampling
Dividing a population into groups and sampling from each group
Nonprobability sampling
Sampling methods that do not rely on probability theory
Convenience Sampling
Selecting people who are easiest to access
Purposive Sampling
Selecting people because they have characteristics relevant to the study
Snowball Sampling
Participants help identify additional members of a hard to reach population
Quota Sampling
Sampling designed to match the caracteristics of subgroups within a population
Ethics
Standards or codes of behavior expected of a profession or group
Informed Consent
Participation based on a full understanding of risks and procedures
Respect for Persons
Treating people as autonomous individuals capable of making their own decisions
Beneficence
minimizing harm and maximizing benefits
Justice
fair selection of participants and fair distrubution of risks and benefits
Anonymity
The reseracher cannot identify which response belongs to which participant
Confidentiality
The researcher knows participant identities but agrees not to reveal them
Deception
Withholding information or misleading participants for research purposes
Debriefing
Informing participants about the true purpose of a study after participation
Institutional Review Board (IRB)
Committee responsible for reviewing research involving human participants
Voluntary Participation
Participation free from force or coercion
Questionnaire
Instrument designed to collect information for analysis
Respondent
Person who answers survey questions
Open ended question
Participant provides their own answer
Close ended question
Participant selects from researcher provided responses
Double Barreled Question
A question asking two things at once
Loaded Question
A question worded to encourage a particular response
Negative wording
Question wording that involves negatives and may cause confusion
Response rate
number of respondents divided by the number selected for the survey
Self administered questionnaire
survey completed by the respondent without an interviewer
Interview Survey
Survey conducted by an interviewer asking respondents questions
Secondary Analysis
Reanalysis of data collected by another researcher
Social desirability
Tendency of participants to give socially acceptable answers rather than truthful ones
Experiment
Research involving manipulation of a variable and observation of outcomes
Independent variable
variable manipulated by the researcher
dependent variable
Variable measured to determine the effect of the IV
Experimental Group
Group receiving the treatment or stimulus
Control group
Group not receiving the treatment and used for comparison
Random assignment
Assigning participants to groups by chance
Matching
Pairing subjects on important variables before assigning them to groups
Double Blind experiment
Neither particpants nor researchers know who receives treatment
Cofounding variable
Uncontrolled variable that could explain the results
Quasi Experiment
Experiment lacking key features such as random assignment
One shot case study
one group studied after treatment
One group pretest-posttest design
One group measured before and after treatment
Static group comparison
comparing a treatment group to a group without treatment
Historical events
outside events occuring during the study affect outcomes
Maturation
Natural changes in participants over time affect outcomes
Testing effect
Taking a test influences later performance
Instrumentation
Changes in measurement methods affect results
Regression to the mean
Extreme scores naturally move closer to average over time
Selection bias
Groups differ before treatment begins
Experimental Mortality
Participants drop out before study completion
Demoralization
Control group becomes discouraged because they don’t receive treatment
Evaluation Research
Applied research assessing the effectiveness of programs, policies, or interventions
Program Evaluation
Determines whether a program achieves its intended goals
Needs Assessment
Identifies the existence and extent of a problem
Cost benefit study
Examines whether benefits justify program costs
Monitoring study
Ongoing assessment of implementation and outcomes
Time Series Design
Repeated measurements over time before and after an intervention
Non equivalent control group
Comparison group not created by random assignment
Multiple Time Series Design
Multiple groups measured repeatedly over time
Social Indicators Research
Use existing social data to study social trends and issues
Generalization
Applying findings from a study to a broader population
External Validity
Extent to which findings generalize to other people, settings, and times
Volunteer Bias (Self-selection bias)
Volunteers differ from the larger population
Exact replication
Repeating a study using the same procedures
Conceptual Replication
Testing the same idea using different procedures
Meta Analysis
Statistical technique combining results from many studies