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- What is an Experimental Design?
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What is an Experimental Design?
Experimental design refers to the structured and systematic approach used to plan, conduct, and analyze experiments in scientific research. It serves as a blueprint for researchers to efficiently investigate the effects of variables on outcomes while minimizing bias and maximizing the reliability of results. It encompasses several essential components:
- Identification of Variables: Researchers define the independent variables (factors being tested) and dependent variables (outcomes of interest). This step establishes the focus of the experiment and guides subsequent decisions.
- Formulation of Hypotheses: Hypotheses are crafted based on existing knowledge and research questions, providing clear expectations about the relationships between variables. These hypotheses drive the experimental design and interpretation of results.
- Randomization and Control: Randomization ensures that experimental units are assigned to treatment groups in a random manner, minimizing the influence of extraneous factors and increasing the validity of conclusions. Control groups may also be employed to establish a baseline for comparison.
- Replication and Blocking: Replication involves conducting multiple trials or repetitions of the experiment to reduce variability and enhance the reliability of results. Blocking, on the other hand, groups experimental units based on certain characteristics to account for potential sources of variation.
- Experimental Design Layout: The layout specifies how treatments, control groups, and experimental units are arranged within the experiment. Common designs include completely randomized, randomized block, and factorial designs, each with its own advantages and applications.
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