Package: optic 1.2.8

Pedro Nascimento de Lima

optic: Simulation Tool for Causal Inference Using Longitudinal Data

Provides a simulation framework for evaluation of causal inference methods using real panel data. See Griffin et al. (2021) <doi:10.1007/s10742-022-00284-w> and Griffin et al. (2022) <doi:10.1186/s12874-021-01471-y> for a description of our methods.

Authors:Beth Ann Griffin [aut, cph], Pedro Nascimento de Lima [cre, aut], Max Griswold [aut], Adam Scherling [aut], Joseph Pane [aut], Geoffrey Grimm [aut]

optic_1.2.8.tar.gz
optic_1.2.8.zip(r-4.7)optic_1.2.8.zip(r-4.6)optic_1.2.8.zip(r-4.5)
optic_1.2.4.tgz(r-4.6-any)optic_1.2.4.tgz(r-4.5-any)
optic_1.2.4.tar.gz(r-4.7-any)optic_1.2.8.tar.gz(r-4.6-any)
optic_1.2.4.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
optic/json (API)

# Install 'optic' in R:

install.packages('optic', repos = c('https://randcorporation.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/randcorporation/optic/issues

Pkgdown/docs site:https://randcorporation.github.io

Datasets:

overdoses - OPTIC Overdoses example data.

On CRAN:

causal-inference diff-in-diff longitudinal-data simulation

5.33 score 9 stars 15 scripts 265 downloads 14 exports 60 dependencies

Last updated from:ca2868a989. Checks:5 FAIL, 1 ERROR, 3 WARNING. Indexed: yes.

Target	Result	Time
linux-devel-x86_64	FAIL	130
source / vignettes	ERROR	229
linux-release-x86_64	FAIL	125
macos-release-arm64	FAIL	100
macos-oldrel-arm64	FAIL	112
windows-devel	WARNING	149
windows-release	WARNING	155
windows-oldrel	WARNING	150
wasm-release	FAIL	124

Exports:calculate_exposure dispatch_simulations exposure_list model_terms optic_model optic_simulation sim_bias sim_correct_rejection_rate sim_correction_factor sim_coverage sim_mse sim_rejection_rate sim_type_s_error summarize_simulation

Dependencies:BH bigmemory bigmemory.sri BMisc cli codetools cpp11 data.table did digest dplyr DRDID dreamerr farver fastglm Formula future future.apply generics ggplot2 globals glue gtable isoband labeling lattice lifecycle listenv lmtest magrittr MASS Matrix parallelly pbapply pillar pkgconfig progressr purrr R6 RColorBrewer Rcpp RcppArmadillo RcppEigen rlang S7 sandwich scales stringi stringmagic stringr tibble tidyr tidyselect trust utf8 uuid vctrs viridisLite withr zoo

Vignettes and/or manual for this package failed to build, some documents may be unavailable. Please inspect thebuild logs for more information.

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Calculates the exposure rate applied to each year provided month of policy implementation and number of years to full implementation	calculate_exposure
Dispatch Simulations	dispatch_simulations
Applies a time-varying treatment effect	exposure_list
Parse a formula object into its left-hand-side and right-hand-side components	model_terms
Optic Model	optic_model
Create a configuration object used to run simulations	optic_simulation
OPTIC Overdoses example data.	overdoses
Bias of point estimates	sim_bias
Correct rejection rate	sim_correct_rejection_rate
Empirical correction factor	sim_correction_factor
Coverage of confidence intervals	sim_coverage
Mean squared error	sim_mse
Rejection rate (Type I error under the null)	sim_rejection_rate
Type S (sign) error rate	sim_type_s_error
Summarize simulation results	summarize_simulation