Concepts are the building blocks of theories, which are systematic explanations of some aspect of the real world.
The dependent variable is the behavior, charac teristic, or outcome the researcher is interested in understanding, explaining, predicting, or affecting.
The independent variable is the presumed cause of, antecedent to, or influence on the dependent variable.
Groups that are highly varied with respect to some attribute are described as heterogeneous; groups with limited variability are described as homogeneous.
A conceptual definition elucidates the abstract or theoretical meaning of the concepts being studied.
An operational definition is the speci f ication of the procedures and tools required to measure a variable.
Data —the information collected during the course of a study—may take the form of narra tive information (qualitative data) or numeric values (quantitative data).
Reliability refers to the accuracy and consistency of information obtained in a study.
Validity is a more complex concept that broadly concerns the soundness of the study’s evidence—that is, whether the findings are cogent, convincing, and well grounded.
Trustworthiness
Dependability refers to evidence that is believ able, consistent, and stable over time.
Confirmability refers to evidence of the researcher’s objectivity.
Credibility is achieved to the extent that the research methods engender confidence in the truth of the data and in the researchers’ interpretations of the data.
Triangulation, the use of multiple sources or referents to draw conclusions about what con stitutes the truth, is one approach to establishing credibility.
A bias is an influence that produces a distortion in the study results.
Systematic bias results when a bias is consistent or uniform across study participants or situations.
For a quantitative researcher, a powerful tool to eliminate bias concerns randomness —having certain features of the study established by chance rather than by design or personal preference.
Generalizability is the criterion used in a quan titative study to assess the extent to which the f indings can be applied to other groups and set tings.
A similar concept in qualitative studies is transferability, the extent to which qualitative f indings can be transferred to other settings.