Statistical Analysis: The CSI Framework and Comparing Medians

CSI Statistical Analysis Framework

  • The CSI acronym represents the core components of the analysis section in a report:

    • C (Center): Describing the center of the distribution.

    • S (Shift, Spread, Shape, and Special Features): Identifying these four specific components.

    • I (Inference): Making conclusions about the population in context.

  • Context involves discussing features with reference back to the population involved in the situation.

Comparing Centers (Medians)

  • To compare centers, calculate the difference between the medians of two groups by subtracting the smaller value from the larger value.

  • Rugby Players Weights Example:

    • Median weight of Backs: 92 kg92\,\text{kg}.

    • Median weight of Forwards: 110.5 kg110.5\,\text{kg}.

    • Difference: 110.5 kg−92 kg=18.5 kg110.5\,\text{kg} - 92\,\text{kg} = 18.5\,\text{kg}.

Grading Criteria for Statistical Interpretation

  • Achieved: Write a sentence identifying which group has a larger median and state the difference (18.5 kg18.5\,\text{kg} in the rugby sample).

  • Merit: Justify the statement with specific numerical evidence from the data for both groups (110.5 kg110.5\,\text{kg} for Forwards and 92 kg92\,\text{kg} for Backs).

  • Excellence: Provide contextual reasoning ("tell the story") using external research to explain the results.

    • Contextual Example: Forwards are heavier players (110.5 kg110.5\,\text{kg}) because their role requires size and strength for tackles. Backs are lighter (92 kg92\,\text{kg}) to facilitate speed, agility, and evasiveness.