How it works

Foe: Riddle Sphinx, a question your data hasn't answered yet.

Riddle Sphinx

1. Riddle Sphinx

   The Riddle Sphinx blocks the way.

   What really happensIt stands for a question your data hasn't answered yet.

   Alchemist: Context 100/100.

2. Riddle

   The sphinx asks a riddle. A wrong guess costs dearly.

   What really happensAn answer guessed from a hunch instead of a query sends the work the wrong way.

   Alchemist takes 11. Alchemist: Context 89/100.

3. K-Dense Statistical Analysis

   The hero names the riddle before touching a single row.

   What really happensThe agent states the hypothesis, outcome, predictors and design first, then looks at n, mean, SD and missing values per group and plots the raw data.

   Riddle Sphinx takes 14.

4. K-Dense Statistical Analysis

   The guide scroll points to the right test for the design.

   What really happensIt picks a test from the quick reference or test_selection_guide.md: t-test, ANOVA, chi-square, correlation, regression or a rank method.

   Riddle Sphinx takes 17.

5. Riddle

   The Riddle Sphinx uses Riddle.

   Alchemist takes 11. Alchemist: Context 78/100.

6. K-Dense Statistical Analysis

   Assumptions are tested before the answer is trusted.

   What really happensscripts/assumption_checks.py runs normality, variance and outlier screens. The skill says to read them with the design, not switch tests on a p-value.

   Riddle Sphinx takes 8. Alchemist: Ward.

7. K-Dense Statistical Analysis

   Each blow lands with its size and its margin of error.

   What really happensEvery test comes with an effect size and a confidence interval, mostly through Pingouin, SciPy and statsmodels.

   Riddle Sphinx takes 33.

8. K-Dense Statistical Analysis

   The result is written up the way reviewers expect.

   What really happensResults follow the APA templates: descriptives, exact statistics, effect sizes with intervals and the checks performed.

   Riddle Sphinx takes 28. Riddle Sphinx falls.

9. Victory

   The Riddle Sphinx falls.