Designed Experiments, Explanatory Variables, and Causation
Designed Experiments
- A designed experiment is a structured research method in which a researcher deliberately manipulates conditions to observe specific outcomes.
- The structural framework of a designed experiment provides the necessary methodological control to establish direct cause-and-effect relationships.
Explanatory and Response Variables
- Explanatory Variable:
- The variable intentionally controlled, altered, or manipulated by the researcher.
- It functions as the presumed cause or independent factor tested to evaluate its direct influence.
- Response Variable:
- The outcome variable measured by the researcher.
- It reflects the effect or final result produced by changes in the explanatory variable.
Claiming Causation
- Causation:
- A fundamental condition where changes in an explanatory variable directly lead to changes in a response variable.
- A designed experiment uniquely provides the required experimental controls and structure to legitimately claim causation between an explanatory variable and a response variable.