synthetic-control 开源项目推荐（112 个）

igerber /diff-diff

Difference-in-Differences causal inference in Python. Callaway-Sant'Anna, Synthetic DiD, Honest DiD, event studies. sklearn-like API, validated against R.

brycewang-stanford /StatsPAI

StatsPRI是第一个用于因果推理和应用计量经济学的代理原生Python库-统一API、广泛的跨方法覆盖范围、结构化结果对象、机器可读模式、技能、HCP服务器和R/Stata平价验证。

OscarEngelbrektson /SyntheticControlMethods

A Python package for causal inference using Synthetic Controls

station-10 /awesome-marketing-machine-learning

A curated list of awesome machine learning libraries for marketing, including media mix models, multi touch attribution, causal inference and more

MasaAsami /pysynthdid

Synthetic difference in differences for Python

cykbennie /fbi

Factor-Based Imputation for Missing Data

brycewang-stanford /AER-Skills

Agent skills that help you publish in the AER faster — identification-first empirics, AEA-compliant replication, Keith-Head intros, R&R rebuttals for AER / AER:Insights / AEJ. | 助你更快发表 AER 论文的 agent skill 栈：识别优先实证、AEA 合规复现、Keith Head 式引言、R&R 审稿回复，覆盖选题到投稿全流程。

jgreathouse9 /mlsynth

This is the repository for the Python library mlsynth

nppackages /scpi

Synthetic Control Methods

jeremylhour /pensynth

A Penalized Synthetic Control Estimator for Disaggregated Data (JASA, 2021)

causalis-causalcraft /Causalis

Causalis - State-of-the-art robust causal inference for experiments and observational data in python

py-econometrics /synthlearners

fast synthetic control estimators for panel data problems

LeihuaYe /Causal-Inference-Using-Quasi-Experimental-Methods

Causal Inference Using Quasi-Experimental Methods

wxwx1993 /wildfire_mitigation

data repository for publicly available code and data of "Low-intensity fires mitigate the risk of catastrophic wildfires in California's forests"

danilofreire /homicides-sp-synth

Replication materials for the paper "Evaluating the Effect of Homicide Prevention Strategies in São Paulo, Brazil: A Synthetic Control Approach" (2016)

JBris /synthetic-control-pymc

Tutorials for the synthetic control method for causal inference using PyMC

jvpoulos /rnns-causal

Replication code for "RNN-based counterfactual prediction, with an application to homestead policy and public schooling"

jvpoulos /homesteads

Replication code for "State-Building through Public Land Disposal? An Application of Matrix Completion for Counterfactual Prediction"

zugzvangg /causal-loom

Tested Python toolkit for Synthetic Control, DiD, SDID, placebo and conformal inference.

yo5uke /coresynth

⚡ Fast, unified synthetic control methods for R — one formula interface for SCM, SDID, GSC, MC, TASC & SI