Overview | Example 1: Standard CIC | Example 2: SC-CIC | Bootstrap standard errors | References
Package: sccic 0.1.0
Neil Hwang
sccic: Synthetic Control Changes-in-Changes Estimator
Implements the Changes-in-Changes (CIC) estimator of Athey and Imbens (2006) <doi:10.1111/j.1468-0262.2006.00668.x> combined with synthetic control methods. Provides nonparametric estimation of the entire counterfactual distribution of outcomes for a treated group, allowing evaluation of average, quantile, and distributional treatment effects. Synthetic control weights are constructed via elastic net regularization to handle settings with many potential control units.
Authors:
sccic_0.1.0.tar.gz
sccic_0.1.0.zip(r-4.7-any)sccic_0.1.0.zip(r-4.6-any)sccic_0.1.0.zip(r-4.5-any)
sccic_0.1.0.tgz(r-4.6-any)sccic_0.1.0.tgz(r-4.5-any)
sccic_0.1.0.tar.gz(r-4.7-any)sccic_0.1.0.tar.gz(r-4.6-any)
sccic_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
sccic/json (API)
| # Install 'sccic' in R: |
| install.packages('sccic', repos = c('https://neilhwang.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/neilhwang/sccic/issues
Last updated from:96cebac032. Checks:7 NOTE, 2 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | NOTE | 155 | ||
| source / vignettes | OK | 413 | ||
| linux-release | NOTE | 160 | ||
| macos-release | NOTE | 194 | ||
| macos-oldrel | NOTE | 227 | ||
| windows-devel | NOTE | 121 | ||
| windows-release | NOTE | 123 | ||
| windows-oldrel | NOTE | 158 | ||
| wasm-release | OK | 115 |
Exports:check_datacheck_supportcicloo_donorsplot_distributionsplot_qqplot_qtequantile_tesc_cicsc_weightssensitivity_alphasimulate_sccicsummarize_simulation
Dependencies:codetoolsforeachglmnetiteratorslatticeMatrixRcppRcppEigenshapesurvival
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Validate CIC Input Data | check_data |
| Check Support Condition | check_support |
| Changes-in-Changes Estimator | cic |
| Leave-One-Out Donor Analysis | loo_donors |
| Plot Counterfactual Distribution | plot_distributions |
| Q-Q Plot of Treated vs Synthetic Control (Pre-treatment) | plot_qq |
| Plot Quantile Treatment Effects | plot_qte |
| Plot Pre-treatment Fit for SC-CIC | plot.sc_cic |
| Compute Quantile Treatment Effects | quantile_te |
| Synthetic Control Changes-in-Changes Estimator | sc_cic |
| Extract Synthetic Control Weights | sc_weights |
| Sensitivity Analysis for SC-CIC | sensitivity_alpha |
| Simulation Study for SC-CIC | simulate_sccic |
| Summarize simulation results | summarize_simulation |