Generalized Linear Models for Panel Data

Documentation for package ‘panglm’ version 1.7.0

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A B C D E F G H J L M N O P R S T V

-- A --

attgt

Group-time average treatment effects for staggered adoption

-- B --

betafamily	Family specifications for panglm
binomialfamily	Family specifications for panglm

-- C --

cigar	Cigarette demand in US states, 1963-1992 (Baltagi and Levin)
coef.panglm_hurdle	Coefficient methods for the hurdle model
coefplot	Compare coefficient estimates of several fitted models
confint.panglm	Confidence intervals for panglm coefficients
confint.panglm_eventstudy	Methods for event-study fits
confint.panglm_hurdle	Coefficient methods for the hurdle model
confint.twopart	Confidence intervals for a two-part model
copd	Synthetic COPD follow-up panel with costs and a staggered programme

-- D --

did	Two-way fixed-effects difference-in-differences
docvisits	German health-care demand panel (doctor and hospital visits, GSOEP)

-- E --

effectcurve	Estimated effect curve of a regressor
etwfe	Extended two-way fixed-effects difference-in-differences
eventplot	Compare event studies on one plot
eventstudy	Event-study regression with a pre-trend test
eventstudy-methods	Methods for event-study fits

-- F --

fitted.panglm	Extract fitted values from a panglm model
fixef	Individual effects of a panel model
fixef.panglm	Individual effects of a panel model
fixef.panglm_hurdle	Individual effects of a panel model

-- G --

gammafamily	Family specifications for panglm
gaussianfamily	Family specifications for panglm
glance.panfmm	Tidy and glance methods for the panglm model classes
glance.panglm	One-row model summary of a panglm fit
glance.panglm_attgt	Tidy and glance methods for the panglm model classes
glance.panglm_dispersiontest	Tidy and glance methods for the panglm model classes
glance.panglm_etwfe	Tidy and glance methods for the panglm model classes
glance.panglm_eventstudy	Tidy and glance methods for the panglm model classes
glance.panglm_hausman	Tidy and glance methods for the panglm model classes
glance.panglm_hurdle	Tidy and glance methods for the panglm model classes
glance.panglm_jointtest	Tidy and glance methods for the panglm model classes
glance.pangmm	Tidy and glance methods for the panglm model classes
glance.paniv	Tidy and glance methods for the panglm model classes
glance.panqr	Tidy and glance methods for the panglm model classes
glance.panselect	Tidy and glance methods for the panglm model classes
glance.twopart	Tidy and glance methods for the panglm model classes

-- H --

healthspend	Health expenditure, income and population health: a country-year panel
hurdle-methods	Coefficient methods for the hurdle model

-- J --

jointtest

Joint Wald test of coefficients

-- L --

lineartest	Test whether the effect of a regressor is linear
logLik.panglm	Extract the model log-likelihood
logLik.panglm_eventstudy	Methods for event-study fits

-- M --

medicaid	Health insurance coverage and the ACA Medicaid expansion, US states 2009-2019
meps	Health care expenditure and use of US adults, MEPS panel 23 (2018-2019)
model.matrix.panglm	Design matrix of a panglm fit

-- N --

negbinfamily	Family specifications for panglm
nobs.panglm_eventstudy	Methods for event-study fits
nobs.panglm_hurdle	Coefficient methods for the hurdle model

-- O --

orderedfamily

Family specifications for panglm

-- P --

pandispersiontest	Pearson chi-squared/df overdispersion test
panelplot	Plot a panel as a unit by period heat map
panfmm	Latent class (finite mixture) models for panel data
panfmmselect	Compare latent class panel models with different numbers of classes
panglm	Fit a generalized linear model for panel data
panglm-families	Family specifications for panglm
pangmm	Difference and system GMM for dynamic linear panel models
panhausman	Hausman specification test (fixed vs. random effects)
panhurdle	Fixed-effects hurdle model for panel count data
paniv	Instrumental-variable estimators for linear panel models
panqr	Quantile regression for panel data with individual effects
panselect	Sample-selection correction for linear panel models
partialeffects	Average partial effects
partialeffects.panglm	Average partial effects
partialeffects.panordered	Average partial effects
partialeffects.twopart	Average partial effects
plot.panfmm	Plot a latent class (finite mixture) model
plot.panglm	Plot a fitted panglm model
plot.panglm_ape	Plot average partial effects
plot.panglm_attgt	Plot an event study from group-time effects
plot.panglm_effectcurve	Plot an effect curve
plot.panglm_etwfe	Plot ETWFE treatment effects
plot.panglm_eventstudy	Plot event-study coefficients
plot.panglm_hurdle	Plot a fitted panglm hurdle model
plot.pangmm	Plot the coefficients of a GMM, IV or selection model
plot.paniv	Plot the coefficients of a GMM, IV or selection model
plot.panqr	Plot a panel quantile regression fit
plot.panselect	Plot the coefficients of a GMM, IV or selection model
plot.summary.panglm_attgt	Plot an event study from group-time effects
plot.summary.panglm_etwfe	Plot ETWFE treatment effects
plot.twopart	Plot a two-part model
poissonfamily	Family specifications for panglm
predict.panfmm	Predictions from a latent class panel model
predict.panglm	Predict from a fitted panglm model
predict.pangmm	Predictions from a dynamic panel GMM fit
predict.paniv	Predictions from a panel instrumental-variables fit
predict.panordered	Predict from an ordered panel model
predict.panselect	Predictions from a panel sample-selection fit
predict.twopart	Predict from a two-part model
print.summary.panglm_eventstudy	Methods for event-study fits
print.summary.panglm_hurdle	Coefficient methods for the hurdle model

-- R --

ranef	Individual effects of a panel model
ranef.panglm	Individual effects of a panel model
residuals.panglm	Extract residuals from a panglm model

-- S --

summary.panfmm	Summarize a panfmm fit
summary.panglm	Summarize a panglm fit
summary.panglm_attgt	Aggregate group-time average treatment effects
summary.panglm_etwfe	Average treatment effects on the treated from an ETWFE fit
summary.panglm_eventstudy	Methods for event-study fits
summary.panglm_hurdle	Coefficient methods for the hurdle model
summary.pangmm	Summarize a pangmm fit
summary.paniv	Summarize a paniv fit
summary.panqr	Summarize a panqr fit
summary.panselect	Summarize a panselect fit

-- T --

tidy-methods	Tidy and glance methods for the panglm model classes
tidy.panfmm	Tidy and glance methods for the panglm model classes
tidy.panglm	Tidy a panglm fit into a data frame of coefficients
tidy.panglm_attgt	Tidy and glance methods for the panglm model classes
tidy.panglm_dispersiontest	Tidy and glance methods for the panglm model classes
tidy.panglm_etwfe	Tidy and glance methods for the panglm model classes
tidy.panglm_eventstudy	Tidy and glance methods for the panglm model classes
tidy.panglm_hausman	Tidy and glance methods for the panglm model classes
tidy.panglm_hurdle	Tidy and glance methods for the panglm model classes
tidy.panglm_jointtest	Tidy and glance methods for the panglm model classes
tidy.pangmm	Tidy and glance methods for the panglm model classes
tidy.paniv	Tidy and glance methods for the panglm model classes
tidy.panqr	Tidy and glance methods for the panglm model classes
tidy.panselect	Tidy and glance methods for the panglm model classes
tidy.twopart	Tidy and glance methods for the panglm model classes
tobitfamily	Family specifications for panglm
treatmentplot	Plot the treatment timing of a staggered design
trendplot	Plot raw outcome trends of a difference-in-differences design
twopart	Two-part model for panel cost data

-- V --

vcov.panfmm	Covariance of a panfmm fit
vcov.panglm	Recompute the coefficient covariance matrix for a panglm fit
vcov.panglm_eventstudy	Methods for event-study fits
vcov.panglm_hurdle	Coefficient methods for the hurdle model
vcov.pangmm	Covariance of a pangmm fit
vcov.paniv	Covariance of a paniv fit
vcov.panqr	Covariance of a panqr fit
vcov.panselect	Covariance of a panselect fit