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Estimators

First-class stratification and inequality quantities.

social_gradient()
Socio-economic achievement gradient
segregation_index()
School segregation indices for large-scale assessment data
ieop()
Inequality of educational opportunity (Ferreira-Gignoux)
variance_decomposition()
Between- and within-school variance decomposition

General modelling

Fit arbitrary models, and compare across cycles.

lsa_model()
Fit any model to plausible-value outcomes with replicate-weight inference
lsa_trend()
Trend across assessment cycles with linking error

Decompositions

Attributing inequality to its sources.

ieop_decompose()
Shapley decomposition of inequality of educational opportunity
oaxaca_gap()
Oaxaca-Blinder decomposition of an achievement gap

Comparison and multiverse

Comparative and robustness analysis.

lsa_by()
Run an estimator across groups (e.g. countries)
equity_scatter()
Quality-equity scatter across groups
lsa_multiverse()
Plausible-value / weight-aware multiverse (specification-curve) analysis
lsa_design()
Bundle a survey design for reuse

Variance engine

The shared plausible-value pooling and replicate-weight machinery.

pool_pv()
Pool point estimates and variances across plausible values (Rubin's rules)
rep_factor()
Replicate-weight variance factors

Methods

Accessors and plots for fitted objects.

print(<lsastrat_estimate>) summary(<lsastrat_estimate>) coef(<lsastrat_estimate>) confint(<lsastrat_estimate>) as.data.frame(<lsastrat_estimate>)
Methods for lsastrat estimate objects
tidy() glance()
Tidy an lsastrat estimate
autoplot(<lsastrat_estimate>) autoplot(<social_gradient>) autoplot(<lsastrat_by>) autoplot(<equity_scatter>) autoplot(<lsa_multiverse>)
ggplot2 autoplot methods
plot(<social_gradient>)
Plot a socio-economic achievement gradient
plot(<segregation>)
Plot a school segregation profile
plot(<lsastrat_by>)
Forest / caterpillar plot of an estimate across groups
plot(<equity_scatter>)
Plot a quality-equity scatter
plot(<lsa_multiverse>)
Specification-curve plot
plot(<lsa_trend>)
Plot a cross-cycle trend

Data

pisa_mini
Simulated PISA-like assessment data