API overview¶

The project intentionally keeps its public surface small enough to inspect.

Data-generating processes¶

Import from causal_econometrics.dgp.

Area	Primary API
Regional panels	`simulate_regional_panel`
Instrumental variables	`simulate_instrumental_variables`
Observed confounding	`simulate_observed_confounding`
Counterfactual time series	`simulate_counterfactual_time_series`
Regression Discontinuity	`simulate_regression_discontinuity`
Experiments	`simulate_experiment`
Causal ML	`simulate_causal_ml`
Marketing Mix Modeling	`simulate_marketing_mix`
Hierarchical Bayesian effects	`simulate_bayesian_regional_effects`
Dynamic treatments	`simulate_dynamic_treatment_panel`

Estimators¶

Import stable estimator functions from causal_econometrics.estimators.

Panel and DiD¶

fit_pooled_ols
fit_fixed_effects
fit_random_effects
fit_twfe_did
fit_event_study
estimate_group_time_att

IV and RDD¶

fit_2sls
estimate_sharp_rdd
estimate_fuzzy_rdd
bandwidth_sensitivity

Confounding adjustment¶

fit_propensity_scores
estimate_matching_att
estimate_ipw_ate
estimate_outcome_regression_ate
estimate_aipw_ate

Counterfactual time series¶

fit_interrupted_time_series
fit_synthetic_control
placebo_unit_synthetic_controls

Experiments¶

estimate_ab_itt
estimate_cuped_itt
estimate_complier_effect
required_sample_size_per_arm
minimum_detectable_effect

Causal ML¶

fit_s_learner
fit_t_learner
fit_x_learner
fit_dr_forest
evaluate_cate

Marketing and Bayesian models¶

fit_marketing_mix
optimize_budget_allocation
fit_bayesian_treatment_regression
fit_hierarchical_regional_effects
fit_bayesian_counterfactual

Dynamic effects and robustness¶

fit_distributed_lag
evaluate_treatment_history
run_falsification_regression
confounding_sensitivity_grid
run_adjustment_specification_curve

Production workflows¶

Import from causal_econometrics.production.

build_retail_pricing_benchmark
validate_common_adoption_input
preprocess_common_adoption_panel
run_common_adoption_workflow
write_workflow_artifacts

Portfolio case study¶

Import from causal_econometrics.case_studies.

run_retail_pricing_case_study
write_case_study_artifacts

Stability note¶

Version 1.0.0 marks the first portfolio-complete API. Method-specific result dataclasses are part of the supported public surface, but internal helper functions prefixed with _ are not.