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Analyses

Statios exposes 600 analysis handlers organised by namespace:

NamespaceExamples
stats.*descriptives, frequencies, correlation, partial correlation, effect sizes
test.*t-test, ANOVA, chi-square, Kruskal-Wallis, Jonckheere, sign / runs tests...
model.*OLS, ridge, LASSO, elastic net, robust, quantile, IV-2SLS, ARDL, NLS, mixed models, panel FE/RE, ZIP/ZINB, MIDAS...
survival.*Kaplan-Meier, Cox, life table
causal.*DiD, RDD, RKD, PSM, IPW/DR, mediation, LATE, Lee bounds, bunching, event study
ts.*ADF, KPSS, ARIMA, GARCH/EGARCH/GJR/DCC, VAR, Granger, cointegration, MIDAS, TAR
ml.*Random Forest, XGBoost, SVM, decision trees, SHAP, train/test predict
bayes.*linear/logistic/hierarchical PyMC models, MCMC diagnostics, PPC, Bayes factors
survey.*design-based estimation, replicate weights, Rao-Scott
analysis.*PCA, EFA, hierarchical clustering, K-means, Cronbach, split-half, canonical
meta.*fixed/random effects meta-analysis, Egger's test, forest plot

Each handler appears in:

  1. A dedicated form in the Analyze menu (with variable pickers and option tooltips), or
  2. The Command Palette (Ctrl+K) for niche operations with a JSON params editor.

Variant selectors

Many forms group related variants behind a single dialog with a top-row selector — the same pattern as SPSS's tabbed dialogs. Examples:

  • Regression form contains 13 model types (OLS / Ridge / LASSO / Elastic Net / Robust / Quantile / Stepwise / WLS / FGLS / IV-2SLS / ARDL / Truncated / NLS), with the right-side options swapping based on the chosen variant.
  • ANOVA has One-Way / Two-Way / Repeated Measures.
  • Missing Data has Simple / KNN / MICE / EM / PMM / Patterns / Sensitivity.
  • Bootstrap has SE / CI / Regression / Jackknife / Permutation / Bayesian.