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bunching

Overview

bunching allows the user to conduct bunching analysis in a kink or notch setting and returns a rich set of results. Important features of the package include functionality to control for (different levels of) round-number bunching or other bunching masses within the estimation bandwidth, options to split bins by placing the bunching point as the minimum, median or maximum in its bin (for robustness analysis), and produces estimates of both parametric and reduced-form versions of elasticities associated with the bunching mass. It also returns (residual-based) bootstrapped vectors of estimates of all the main estimable parameters (bunching mass, elasticity, marginal buncher, dominated region, fraction in dominated region in notch setting, etc.) which can be used for further analysis, e.g. incorporation into structural models that rely on bunching moments. The package also provides an exploratory viusalization function to speed up pre-analysis, and produces plots in the Chetty et al. (2011) style with lots of options on editing the plot appearance.

Installation

You can install the released version of bunching from CRAN with:

install.packages("bunching")

You can install the development version from GitHub with:

# install.packages("devtools")
devtools::install_github("mavpanos/bunching")

If you find a bug, please file a minimal reproducible example in the issues.

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Version

Install

install.packages('bunching')

Monthly Downloads

301

Version

0.8.6

License

MIT + file LICENSE

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Maintainer

Panos Mavrokonstantis

Last Published

August 24th, 2022

Functions in bunching (0.8.6)

bin_data

Bin the raw data
bunching

bunching: Analyze bunching at a kink or notch
plot_bunching

Bunching Plot
domregion

Dominated Region
elasticity

Elasticity
prep_data_for_fit

Data Preparation
fit_bunching

Fit Bunching
marginal_buncher

Marginal Buncher
plot_hist

Plot Histogram
bunching_data

Simulated data for bunching examples.
do_bootstrap

Bootstrap
bunchit

Bunching Estimator
do_correction

Integration Constraint Correction
notch_equation

Notch Equation