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spaci: Causal Effect Estimation Under Spatial Confounding and Interference

Implements the distance-adjusted propensity score with interference (iDAPS) and recoverU+ methods for estimating the average treatment effect on the treated (ATT) from spatial observational data in the presence of both spatial confounding and spatial interference. iDAPS matches units on a data-driven composite of propensity-score distance, spatial proximity and neighbourhood-exposure distance. recoverU+ is a doubly robust estimator that augments the propensity-score and control-outcome models with a partially recovered spatial confounder and a neighbourhood-exposure term. The package also provides the naive propensity score, DAPS and recoverU comparators, and a simulator for the spatial confounding/interference data-generating process.

Version: 0.1.1
Depends: R (≥ 4.1.0)
Imports: stats
Suggests: geoR, ggplot2, readxl, testthat (≥ 3.0.0), knitr, rmarkdown
Published: 2026-09-21
DOI: 10.32614/CRAN.package.spaci (may not be active yet)
Author: Isqeel Ogunsola [aut, cre], Olatunji Johnson [aut], Thomas House [aut]
Maintainer: Isqeel Ogunsola <isqeel.ogunsola at postgrad.manchester.ac.uk>
BugReports: https://github.com/Ogunsolaia/spaci/issues
License: MIT + file LICENSE
URL: https://github.com/Ogunsolaia/spaci
NeedsCompilation: no
Materials: README, NEWS
CRAN checks: spaci results

Documentation:

Reference manual: spaci.html , spaci.pdf
Vignettes: Application: does SCR/SNCR technology reduce ambient ozone? (source, R code)
Estimating causal effects under spatial confounding and interference (source, R code)

Downloads:

Package source: spaci_0.1.1.tar.gz
Windows binaries: r-devel: not available, r-release: not available, r-oldrel: not available
macOS binaries: r-release (arm64): not available, r-oldrel (arm64): spaci_0.1.1.tgz, r-release (x86_64): spaci_0.1.1.tgz, r-oldrel (x86_64): spaci_0.1.1.tgz

Linking:

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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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