Research Literacy

To justify analysis methods, you must align research planning with hypotheses, document method alternatives, and perform assumption checks before data processing. This approach prevents ad-hoc errors by requiring explicit method justification prior to execution.

Confirmatory research planning tests pre-defined hypotheses, while exploratory analysis investigates patterns without prior expectations. Labeling analyses as confirmatory versus exploratory prevents theory-light analytics and ensures transparent reporting of limitations.

The PICOS framework scaffolds research questions by breaking down population, intervention, comparison, outcomes, and study design. This structure turns vague phenomena into falsifiable, operational hypotheses for rigorous planning.

Human-in-the-loop checkpoints are implemented by pausing the data pipeline before exclusions, outlier removal, and model specification. The system waits for user confirmation at these mandatory decision points to prevent ad-hoc errors.

Assumption checks and limitations must be documented during the research planning phase before any data analysis begins. This ensures assumption-ignorant analytics are avoided by consulting common assumption references beforehand.

Yes, research planning involves matching question types to appropriate analysis families and logging method alternatives. This method justification ensures the selected analytical approach aligns with the operational hypotheses.