Run automated exploratory statistics for Gazepoint feature tables

Runs simple exploratory group comparisons for numeric feature columns. The function selects one-way ANOVA when all groups pass Shapiro-Wilk checks and Kruskal-Wallis otherwise. It also performs pairwise post-hoc tests with multiplicity correction.

Usage

run_gazepoint_automated_statistics(
  dat,
  outcome_cols,
  group_col,
  alpha = 0.05,
  p_adjust_method = "holm",
  normality_alpha = 0.05,
  min_group_n = 3
)

Arguments

dat

A data frame.

outcome_cols

Numeric outcome columns.

group_col

Grouping/condition column.

alpha

Significance level.

p_adjust_method

P-value adjustment method.

normality_alpha

Alpha used for Shapiro-Wilk normality screening.

min_group_n

Minimum observations per group.

Value

A list with overview, test_table, posthoc_table, normality_table, and settings.

Details

This is an exploratory reporting helper. It is not a substitute for a preregistered statistical model or expert review of study design.