c03 aggregate Ruhela: Indigenous -> RC

Usage

morie_otis_analyze_c03_ruhela_aggregate(data, out_dir = NULL)

morie_otis_analyze_c03_mrm_aggregate(data, out_dir = NULL)

Arguments

data: c03 data.frame.
out_dir: Optional.

Value

morie_otis_analysis_result.

Examples

# \donttest{
otis_c03 <- morie_synth_otis("c03", n = 120L, seed = 1L)
morie_otis_analyze_c03_ruhela_aggregate(otis_c03)
#> OTIS c03 -- Aggregate RF: Indigenous -> Individuals in RC
#> =========================================================
#>   Source file                            c03_individuals_in_segregation_and_restrictive_confinement_race_by_gender.csv
#>   Dataset id                             c03
#>   Treatment column                       T_indigenous
#>   Outcome (count)                        NumberIndividuals_RestrictiveConfinement
#>   Year FE                                EndFiscalYear
#>   Covariate FEs                          Gender
#>   Cluster group (GEE)                    --
#>   Cells                                  120
#>   Total outcome count                    4395
#>   Overdispersion (Poisson AIC - NB AIC)  1582.5
#> 
#> Aggregate Ruhela formulation -- Poisson + NB IRR for treatment effect on count outcome:
#>   Family   Coefficient            IRR     95% CI          p-value   AIC     Notes
#>   ---------------------------------------------------------------------------------------------
#>   Poisson  factor(T_indigenous)1  1.0645  [0.965, 1.174]  2.11e-01  2696.8  n=120, total_y=4395
#>   NB       factor(T_indigenous)1  1.1173  [0.675, 1.849]  6.66e-01  1114.3  n=120, total_y=4395
#> 
#> Aggregate RF on c03 testing Indigenous overrepresentation in RC; quantifies the population-level IRR.
#> 
#> IRR > 1 ==> treatment increases the count rate; IRR < 1 ==> treatment decreases it. Concordance between Poisson and NB indicates equidispersion; large gap (Poisson AIC > NB AIC) indicates overdispersion -- trust NB. 
# }