Run statistical tests with guidance
statistical-analysisskillsetup L1★27,559
K-Dense-AI/scientific-agent-skills ↗What it does
Select and run hypothesis tests with assumption checking
Best for
Academic research where test selection, assumption checking, and APA reporting are required.
Inputs
- · data (DataFrame)
- · hypothesis type
- · group/predictor variables
Outputs
- · test statistic
- · p-value
- · effect size
- · APA-formatted report
Requires
- · pingouin
- · scipy
- · statsmodels
- · matplotlib/seaborn
Preconditions
Data quality assured; adequate sample size; hypothesis specified before analysis
Failure modes
Assumptions violated (non-normality, unequal variance); multiple comparisons inflation
Trust signals
- · K-Dense Inc.
- · comprehensive test selection guide
- · assumption_checks.py included