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The term dependent variable is derived from mathematics and is basic to understanding results in scientific research. The dependent variable, sometimes referred to as the dependent measure, criterion variable, or Y variable, is the experimental variable that is measured to determine the effects of an independent variable (e.g., experimental treatment) on selected subjects during a research experiment. Using the subjects' performance on the dependent variable, the researcher attempts to determine a relationship between the independent variable that is manipulated and outcomes on one or more dependent measures. For example, in a study of how the implementation of a newly designed reading program is related to improved scores on reading comprehension of fourth-grade students, the students' performance on the reading comprehension test after they were taught using the new reading program is the dependent variable, whereas the independent variable, the manipulated variable, is the reading program. Dependent variable is a generic term that can encompass many different types of measurements. Examples of dependent variables often seen in the research literature are posttest, transfer test, generalization test, probes, unit tests, and so on. The researcher typically reports the results of the study in table or graphic form. Regardless of the type of research design, the dependent variable is a necessary feature of the research.

Characteristics

A dependent variable, one in which both the researcher and consumer can have confidence, should have certain characteristics. Thus, in any well-designed research study, the dependent variable should be (a) clearly defined; (b) closely linked to the independent variable; (c) reliable and valid; (d) sensitive to treatment effects; and (e) administered by the researcher under prescribed, carefully monitored procedures.

Research Examples

Although the number and types of dependent variables are innumerable, several examples are presented across five specific, frequently used research methodologies.

Survey

Research question: What is the average income of physicians in the United States?

Dependent variable: Income of all physicians in the United States.

Independent variable: None.

Correlation

Research question: Are years of education related to income?

Dependent variable: Income of workers across all education levels.

Independent variable: Years of education of the research sample.

Experimental

Research question: Does a certain assertiveness training program help salespersons earn more money?

Dependent variable: Income of selected salespersons.

Independent variable: Assertiveness training program.

Naturalistic-Observational

Research question: What is the frequency of the use of punishment procedures by ninth-grade resource room, special education teachers during class?

Dependent variable: The frequency of punishment used by ninth-grade resource room teachers during class.

Independent variable: None.

Single-Subject Reversal Design

Research question: Does teacher reinforcement during instruction increase the attending behavior of a child with mild mental retardation?

Dependent variable: Percentage of instructional time the student is attending during reinforcement and teaching condition.

Independent variable: Use of teacher reinforcement during instruction.

CraigDarch and Ronald C.Eaves

Further Reading

Keppel, G., Saufley, W., &

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