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59 Cards in this Set
- Front
- Back
Study element
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A single unit about which information is collected
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Population
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The total set of possible subjects.
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Sample size
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the number of data sources that are selected
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Sample
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representative subset of subjects observed for the purpose of making inferences about the population
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Unit of Analysis
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Sampling units
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Inferential Statistics
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Inferring information about a population sample
Allow us to draw conclusions about populations based on sample data |
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Sampling Frame
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A realistic version of your population
The ones you can identify and access |
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Representativeness
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What the population of interest is
What the sampling procedure employed in recruiting subjects is. |
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Obtaining a Representative sample
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Define population of interest
Use a sampling frame Operational definition of the population that provides the basis for sampling |
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Definition of Non-Probability Sampling
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Sample that is not generalizable to the population; not a random sample
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Convenience Sampling
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A group of people that is convenient to access
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Purposive Sampling
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Samples chosen for a particular purpose
Investigator relies on his or her judgment to select units that are representitive of population |
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Snowball sampling
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This sampling method asks study participants to make referrals to other potential participants, who in turn make referrals to other participants
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Quota sampling
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sets quotas for key categories to identify how many members of the sample should be put into those categories.
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Simple random sampling
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a group of subjects are selected from a larger population, and each member of the population has an equal chance of being chosen at any point during the sampling
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Systematic sampling
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Involves the use of a list of members of the population
starts at randomly selected point and used a skip interval to select people in the study |
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Stratified Random sampling
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A type of sampling that uses a technique in which different subcategories representing theories on which a study is based
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Cluster Sampling
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Clusters are identified that are representative of the entire population and then are sampled randomly within each cluster, letting each cluster represent the population.
County > City> Neighborhoods |
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Statistical Power
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The probability that research will identify a statistical effect when it occurs.
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5 Steps in Selecting a Representative Survey Sample
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1. Define the population
2. Specify sampling elements 3. Secure adequate sampling frame 4. Select sampling method 5. Determine required sample size |
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Causality Requires:
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1. Time order- A must precede B
2. Co-variation- Changes in A must accompany B 3. Non-spuriousness- There isn't anything else causing B |
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Experiment Notation
R X O |
R=Random assignment
X= Stimulus O= observation or measurement |
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Random Assignment
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Subjects are randomly assigned to groups
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Random Selection
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Subjects are randomly selected from the population
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Internal Validity
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Confidence in the conclusions about the effects of an independent variable on a dependent variable
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External Validity
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Confidence in the generizability of research findings to and across populations and sets of interest
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Threats to internal validity
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History
Maturation Testing Instrumentation Mortality Hawthorne Effects |
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History
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Events occur between the time the treatment level is assigned to the subjects and the time the DV is measured which might affect DV
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Maturation
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Change within subjects occurs somply as a function of the passage of time (going older, stronger, larger, more experienced)
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Testing
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Repeated testing of subjects may result in familiarity with the testing situation or acquisition of information that can affect the DV
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Instrumentation
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Changes in the calibration of a measuring instrument, shifts in the criteria used by observers and scores, or unequal intervals in different ranges of a measuring instrument can affect the measurement of the DV
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Mortality
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The loss of subjects in the various treatment conditions may alter the distribution of subject characteristics across treatment groups
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Compensatory rivalry
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Subjects in some treatment level receive desirable goods, social competition may motivate the subjects in the other group to attempt to reverse or reduce the anticipated effects of the desirable treatment levels
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Resentful Demoralization
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If subjects learn that the treatment level to which they have been assigned received less desirable goods or services, they may experience feelings of resentment and demoralization
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Quasi-Experiments
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Used when random assignment is not possible to due practical or ethical reasons
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One shot case study
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X --> O
Maturation History Mortality |
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One Group Pretest-Posttest
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O1--> X --> O2
Maturation History Testing |
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Non-Equivalent Group Design
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X --> O1
--> O2 Mortality Maturation Hawthorne Effects (both) |
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Post Test Only Control Group Design
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R
X --> O1 --> O2 History Maturation |
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Pre-Test, Post Test, Control Group Design
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R
O1 --> X --> O2 O1 --> --> O2 Hawthorne effects |
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Solomon Four-Group Design
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R
O1--> X -->O2 O1--> --> O2 X --> O2 -->O2 Controls for all of the commonly identified threats to internal vailidity |
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Factorial Design
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Experiments with two or more independent variables.
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Factorial Notation
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Each number represents an independent variable. The value of each number represents the number of levels of the IV.
ex. 2 x 2= Two independent variables, each with two levels 3 x 3 = Two independent variables with three levels each. |
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Main Effect
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Shows us differences between the levels of each independent variable.
ex. Aggression scores for men and women are parallel with men having more aggression. Means are parallel |
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Interaction
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Shows us whether there are differences between the different combinations of the two IVs.
ex. As men play more violent video games, aggression level increases.As women play more violent video games, aggression levels decrease. Means meet. |
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Content analysis
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A quantitative methodology that allows researchers to quantify content, including the content of participant responses or the context of media texts
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Inter-Rater reliability
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The extent to which coders agree what units belong in which category
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Intra-rater reliability
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The extent to which a single coder's assignments at time one agree with his assignment at time two.
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Participant Observation
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When a researcher is participating in the life of others, but is still observing as a naive outsider who doesn't understand exactly what's going on and needs to, ask, explore and try on the experience
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Complete Observer
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Researchers that have little to no interaction with the people being observed
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Observer-as-participant
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researcher interacts casually with participants, but still remains primarily an observer, and does not become a member of the group being studied.
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Peripheral-member researchers
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researchers who have some level of involvement with a group without core group involvement
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Active-member researchers
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Researchers that become involved with central activities but do not fully commit themselves to the group
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Complete Member Researcher
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Researcher who studies settings in which he is already members or with which he is already affiliated
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Descriptive Observation
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Everything is observed no matter how small and is usually done when a researcher is first in the field
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Focused observation
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Things that are irrelevant are ignored and not observed, and is usually done when a researcher has been in a field for awhile
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Selective observation
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researchers concentrate on certain activities based on additional analyses, interviews, coding, and so on, as their time in the field is winding down
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In-depth interviews
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Opportunities for participants to describe their worlds, in concert or negotiation with researchers.
Involves co-constructing a narrative with a participant, to understand his history and version of the story. |
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Focus Group
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In-depth group discussion on a specific situation or topic of interest, made up of five to twelve participants and a moderator
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