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README

Brantly Callaway 2018-04-30

The R qte package implements many methods used, especially in economics, to estimate quantile treatment effects. These include the case where treatment is randomly assigned, under selection on observables, under a Difference in Differences Assumtpion.

The package is available on CRAN and can be loaded as follows

  library(qte)

The following example shows how to use the ci.qte method in the qte package using data about an experimental job training program.

data(lalonde)
 jt.cia <- ci.qte(re78 ~ treat,
   xformla=~age + education + black + hispanic + married + nodegree,
   data=lalonde.psid,
   probs=seq(0.05,0.95,0.05), se=T)
 summary(jt.cia)

More examples and details about other functions in the package can be found at the package's website

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Version

Install

install.packages('qte')

Monthly Downloads

377

Version

1.3.0

License

GPL-2

Maintainer

Brantly Callaway

Last Published

June 10th, 2019

Functions in qte (1.3.0)

SE

SE
panelize.data

panelize.data
ggqte

ggqte
getub

getub
panel.qtet

panel.qtet
summary.BoundsObj

Summary of BoundsObj
summary.QTE

Summary
ci.qtet

ci.qtet
compute.CiC

athey.imbens
computeSE

computeSE
bounds

bounds
compute.ci.qte

compute.ci.qte
diffQ

diffQ
ci.qte

ci.qte
getlb

getlb
compute.QDiD

Quantile Difference in Differences
compute.spatt

compute.spatt
compute.MDiD

compute.MDiD
computeDiffSE

computeDiffSE
qteToTexreg

diffQ
qtes2mat

qtes2mat
compute.ci.qtet

compute.ci.qtet
ddid2

ddid2
lalonde.psid.panel

Lalonde's Experimental Dataset
print.matrix1

print.matrix1
print.matrix2

print.matrix2
plot.BoundsObj

Plot Bounds
plot.QTE

plot.QTE
compute.ddid2

compute.ddid2
compute.panel.qtet

compute.panel.qtet
print.summary.BoundsObj

Print a summary.BoundsObj
panel.checks

panel.checks
setupData

setupData
spatt

spatt
lalonde.exp

Lalonde's Experimental Dataset
lalonde

Lalonde (1986)'s NSW Dataset
print.summary.QTE

Print
lalonde.exp.panel

Lalonde's Panel Experimental Dataset
lalonde.psid

Lalonde's Observational Dataset
QDiD

Quantile Difference in Differences
bootiter

bootiter
BoundsObj

BoundsObj
QTEparams

QTEparams
QTE

qte: A package for computating quantile treatment effects
DR

DR
CiC

Change in Changes
bootstrap

bootstrap
MDiD

Mean Difference in Differences