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Counseling · NCE

NCE: Research and Program Evaluation

Basic research design and program evaluation concepts for counselors tested on the National Counselor Examination.

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In an experiment, what is the independent variable?
The variable the researcher manipulates or controls.
In an experiment, what is the dependent variable?
The outcome variable that is measured and expected to change in response to the independent variable.
What does internal validity refer to in a study?
The degree to which a study shows that the independent variable, not other factors, caused the change in the dependent variable.
What does external validity refer to in a study?
The extent to which study results can be generalized to other people, settings, and times.
What is the main purpose of random assignment in an experiment?
To distribute participant differences evenly across groups so the groups are equivalent before treatment, controlling for confounding variables.
What is a confounding variable?
An outside variable that varies along with the independent variable and offers an alternative explanation for the results.
What two features distinguish a true experimental design from other designs?
Manipulation of an independent variable and random assignment of participants to groups.
What makes a quasi-experimental design different from a true experiment?
It involves manipulating a variable but without random assignment of participants to groups.
What does a correlational research design examine?
The relationship or association between two or more variables without manipulating any of them.
Why can a correlation between two variables not prove that one causes the other?
Because a third variable, reverse causation, or coincidence could explain the relationship instead.
What is a Type I error in hypothesis testing?
Rejecting a true null hypothesis (a false positive).
What is a Type II error in hypothesis testing?
Failing to reject a false null hypothesis (a false negative).
What does the null hypothesis state?
That there is no significant difference or relationship between the variables being studied.
In most social science research, a p-value below what threshold is considered statistically significant?
.05
What does reliability refer to in measurement?
The consistency or repeatability of a test's results.

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