Core Stages of Statistical Research

1. Conceptual Stage

  1. Research hypothesis to be constructed based on the objective of the study.
  2. Objective of the research to be focused on the specific research problem they want to solve.

2. Design Stage

  1. Study variables to be explicitly identified.
  2. Inclusion criteria and exclusion criteria for study units to be clearly mapped.
  3. Method of selecting the sample groups to be identified.
  4. Sample size and target power parameter thresholds to be determined.
  5. Method of random allocation or sampling unit setup to be configured.

3. Data Collection Stage

  1. Paper forms or online collection grids designed to capture all parameters efficiently.
  2. Validity, formatting integrity, and logical consistency check routines run against input values.

4. Data Analysis Stage

  • Once the database is created, the analysis begins using advanced statistical frameworks to parse variables.

5. Conclusion Stage

  • Research findings are interpreted against initial conceptual criteria to evaluate outcomes.