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Negatively skewed distribution
A difficult test in which most of the class did badly would form a…
Descriptive Statistics
Used to describe the data and a way to visualize the data; the first step in any statistical analysis.
Standard Deviation
On average, how far the points of data are from the mean. Found by computing the variance and taking the square root of the variance.
Linear Relationships
Correlation coefficients are sensitive only to __________ ____________. This means that the points of a scatter plot cluster around a straight line.
A Type I Error
A researcher conducts a study on grades of students who live in apartments compared with those who live in dorms. In actuality, the grades are equivalent in both groups. After statistical analysis, the researcher makes the decision to reject the null hypothesis. This decision is…
Inferential Statistics
Used to draw inferences about populations on the basis of samples; provide an objective way of quantifying the strength of the evidence for a hypothesis.
Population
The larger groups of all participants of interest
Sample
A subset of the population.
Sampling Error
Samples almost never represent populations perfectly; not really an error, just the natural variability that you can expect from one sample to another.
Null Hypothesis
States that there is NO difference between the population means.
Rejecting the Null Hypothesis
Suggests that there is a difference in the populations sampled.
Failing to Reject the Null Hypothesis
Suggests that there is no difference in the populations sampled.
Alpha
The statistical decision criteria used in testing the null hypothesis (usually .05 or .01).
Type I Error
Null hypothesis is true, but it is rejected.
Type II Error
Null hypothesis is false, but it is retained.
t-test
Tests mean difference of two groups
Analysis of variance
Tests mean differences in two or more groups.
Effect size
Indicates the size of the group differences expressed in standard deviation units. It is NOT affected by the size of the sample.
Low-Constraint Research
Can negate a general proposition but cannot establish a general proposition.
Levels of Field Research
Naturalistic Observation
Archival Research
Surveys
Case Studies
Program Evaluation
Field Experiments
When to use naturalistic observation and case-study research.
For questions involving the natural flow of behavior
When first studying a research area
When testing the feasibility of a procedure
As a way of discovering contingencies
When interested in a single individual
To test the generalizability of laboratory findings
Information Gained from Naturalistic Observation and Case-Study Research
Provides new descriptive information
Can suggest hypotheses for later higher-constraint research
Can negate a general proposition
Provides information about contingencies
Unobtrusive Observations
Observing behavior without participants’ knowledge
Participant observation
Observing behavior while participating in the situation
He would have to get the consent of each parent before beginning his observations.
Davis studied the use of corporal punishment by parents in shopping malls. What type of informed consent would he have needed for that study?
Ex Post Facto Fallacy
Interpreting an observed contingency as if it represented a causal connection.
Experimenter Reactivity
Any action by researchers that tends to influence the response of participants.
Experimenter Bias
Any impact that the researcher’s expectations might have on the observations or recording of those observations.
The prediction of future events
One of the most important uses of a correlation is its potential use in…
Correlational Research
Quantifies the strength of the relationship among two or more variables. Can be used for prediction; cannot prove a theory but could negate theory.
Differential Research
Compares two or more preexisting groups.
Cross-Sectional Research
Different participants of various ages are compared at one point in time to determine age-related differences.
Longitudinal Research
The same participants are studied at various ages to determine age-related changes.
Confounding
Occurs when two variables vary together; need to have them vary independently, usually by holding all but one variable constant.
Experimenter expectancy
Researchers tending to see what they expect to see. Can be controlled by using objective measures whenever possible.
Experimenter reactivity
Researchers unconsciously influencing participants. Can be controlled by minimizing experimenter contact.
Measurement reactivity
Participants responding differently because they know they are being observed. Can be controlled by using filler items to distract participants, using unobtrusive measures when possible, and separating measurements in time.
Moderator Variable
A variable that seems to modify the relationship between other variables.
Differential research
Men and women are compared on their knowledge of political events. This is an example of…
t-test or ANOVA
Types of tests for Score data.
Mann-Whitney U-test
Type of test for Ordinal data.
Chi Square
Type of test for Nominal data.