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Statistical Analysis · Analysis Atlas
See every analysis at a glance,
and connect it to the next one.
You can explore the 122 analyses the platform provides at a glance, grouped into 9 domains and their sub-families.
Through the domain-by-domain analysis atlas and the interactive mind map, you can look at the relationships and flow between analyses.
The Atlas
All methods grouped by domain and sub-family.
Foundations
Descriptive StatisticsFrequency AnalysisCorrelation AnalysisPower AnalysisMissing Data Imputation
t-Tests
One-Sample tIndependent Samples tPaired Samples t
ANOVA family
One-Way ANOVATwo-Way ANOVAANCOVAMANOVAMANCOVARepeated-Measures ANOVAMixed Design ANOVA
Non-Parametric
Mann–Whitney UWilcoxon Signed-RankKruskal–WallisFriedman
Bayesian
Bayesian t-TestBayesian ANOVA
Association
Crosstab & Chi-SquareCorrespondence AnalysisAssociation Rules (Apriori)
Regression
Simple LinearMultiple LinearPolynomialQuantileMixed Effects (HLM)
Generalized
LogisticMultinomial LogisticOrdinal LogisticGLM
Regularized
RidgeLassoElastic Net
Classical Classifiers
Discriminant AnalysisSVMKNNNaive Bayes
Tree & Ensemble
Decision TreeRandom ForestGBMXGBoostAdaBoostLightGBMCatBoostVoting/Stacking
Neural
Neural Network (MLP)
Evaluation & Interpretation
Cross-ValidationHyperparameter TuningFeature Importance
Non-Parametric
Kaplan–MeierLife Table
Semi-Parametric
Cox Proportional Hazards
Advanced
Competing RisksMulti-State ModelRecurrent EventCure ModelRMSTInterval-CensoredJoint Model
Panel Data
Fixed EffectsRandom EffectsHausman TestDynamic Panel (GMM)
Causal Inference
Difference-in-DifferencesTriple DifferencesPropensity Score MatchingRegression DiscontinuityInstrumental Variables2SLSSynthetic Control
Limited Dependent
TobitHeckman SelectionPoissonNegative BinomialZero-Inflated PoissonZero-Inflated NB
Factor Analysis
Reliability (Cronbach)EFACFAPCAMDSt-SNEUMAPCanonical CorrelationIRT
Path Analysis
MediationModerationSEM
Network
Social Network Analysis
Distance-based
K-MeansK-Medoids
Density-based
DBSCANHDBSCAN
Distribution-based
Gaussian Mixture (GMM)
Hierarchical
Hierarchical (HCA)
Neural
Self-Organizing Map
Exploratory
Trend AnalysisSeasonal DecompositionRolling Statistics
Diagnostic
ACF/PACFADF TestLjung–BoxARCH-LMCointegration
Modeling
Exponential SmoothingARIMAProphet
Multivariate
VARVECMGranger Causality
Volatility
ARCHGARCHEGARCHTGARCH
Evaluation
Forecast Evaluation