creditcard

Cross-section data on the credit history for a sample of applicants for a type of credit card.

datasets

Various estimators of causal effects based on inverse probability weighting, doubly robust estimation, and double machine learning. Specifically, the package includes methods for estimating average treatment effects, direct and indirect effects in causal mediation analysis, and dynamic treatment effects. The models refer to studies of Froelich (2007) <doi:10.1016/j.jeconom.2006.06.004>, Huber (2012) <doi:10.3102/1076998611411917>, Huber (2014) <doi:10.1080/07474938.2013.806197>, Huber (2014) <doi:10.1002/jae.2341>, Froelich and Huber (2017) <doi:10.1111/rssb.12232>, Hsu, Huber, Lee, and Lettry (2020) <doi:10.1002/jae.2765>, and others.

Hugo Bodory

causalweight

Estimation Methods for Causal Inference Based on Inverse
Probability Weighting and Doubly Robust Estimation

Martin Huber

Jannis Kueck

creditcard function

A data frame with 1319 rows and 10 variables:<dl>
<dt>expenditure</dt>
<dd>average monthly credit card expenditure</dd><dt>reports</dt>
<dd>number of major derogatory reports</dd><dt>age</dt>
<dd>age in years plus twelfths of a year</dd><dt>income</dt>
<dd>yearly income (in USD 10,000)</dd><dt>owner</dt>
<dd>1 if owns their home, 0 if rent</dd><dt>selfempl</dt>
<dd>1 if self employed, 0 if not</dd><dt>dependents</dt>
<dd>number of dependents</dd><dt>months</dt>
<dd>months living at current address</dd><dt>majorcards</dt>
<dd>number of major credit cards held</dd><dt>active</dt>
<dd>number of active credit accounts</dd>
</dl>

Format

Expenditure and Default Data — creditcard

A data frame with 1319 rows and 10 variables:<dl>
<dt>expenditure</dt>
<dd>average monthly credit card expenditure</dd>

<dt>reports</dt>
<dd>number of major derogatory reports</dd>

<dt>age</dt>
<dd>age in years plus twelfths of a year</dd>

<dt>income</dt>
<dd>yearly income (in USD 10,000)</dd>

<dt>owner</dt>
<dd>1 if owns their home, 0 if rent</dd>

<dt>selfempl</dt>
<dd>1 if self employed, 0 if not</dd>

<dt>dependents</dt>
<dd>number of dependents</dd>

<dt>months</dt>
<dd>months living at current address</dd>

<dt>majorcards</dt>
<dd>number of major credit cards held</dd>

<dt>active</dt>
<dd>number of active credit accounts</dd>


</dl>

creditcard: Expenditure and Default Data

Description

Usage

Arguments

Format

References