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MAGMA.R (version 1.0.3)

MAny-Group MAtching

Description

Balancing quasi-experimental field research for effects of covariates is fundamental for drawing causal inference. Propensity Score Matching deals with this issue but current techniques are restricted to binary treatment variables. Moreover, they provide several solutions without providing a comprehensive framework on choosing the best model. The MAGMA R-package addresses these restrictions by offering nearest neighbor matching for two to four groups. It also includes the option to match data of a 2x2 design. In addition, MAGMA includes a framework for evaluating the post-matching balance. The package includes functions for the matching process and matching reporting. We provide a tutorial on MAGMA as vignette. More information on MAGMA can be found in Feuchter, M. D., Urban, J., Scherrer V., Breit, M. L., and Preckel F. (2022) .

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Version

Install

install.packages('MAGMA.R')

Monthly Downloads

453

Version

1.0.3

License

GPL-3

Maintainer

Julian Urban

Last Published

August 27th, 2024

Functions in MAGMA.R (1.0.3)

row_ordinal

row_ordinal
match_iterative

match_iterative
mean_g_meta

mean_g_meta
row_nominal

row_nominal
Balance_extract

Balance_extract
Balance_MAGMA

Balance_MAGMA
MAGMA_sim_data

MAGMA simulated data set
MAGMA

MAGMA
MAGMA_exact

MAGMA_exact
Plot_MAGMA

Plot_MAGMA
J_group_size

J_group_size
MAGMA_desc

MAGMA_desc
Density_overlap

Density_overlap
Pillai_iterativ

Pillai_iterativ
inner_d

inner_d
adj_d_ratio

adj_d_ratio
Table_MAGMA

Table_MAGMA
initial_unbalance

initial_unbalance
effect_nominal

effect_nominal
build_value_matrix

build_value_matrix
cohen_d

cohen_d
distance_estimator

distance_estimator
effect_ordinal

effect_ordinal