datasets

The marginal treatment effect was introduced by Heckman and
Vytlacil (2005) <doi:10.1111/j.1468-0262.2005.00594.x> to provide a
choice-theoretic interpretation to instrumental variables models that
maintain the monotonicity condition of Imbens and Angrist (1994)
<doi:10.2307/2951620>. This interpretation can be used to extrapolate from
the compliers to estimate treatment effects for other subpopulations. This
package provides a flexible set of methods for conducting this
extrapolation. It allows for parametric or nonparametric sieve estimation,
and allows the user to maintain shape restrictions such as monotonicity. The
package operates in the general framework developed by Mogstad, Santos and
Torgovitsky (2018) <doi:10.3982/ECTA15463>, and accommodates either point
identification or partial identification (bounds). In the partially
identified case, bounds are computed using either linear programming
or quadratically constrained quadratic programming. Support for
four solvers is provided. Gurobi and the Gurobi R API
can be obtained from <http://www.gurobi.com/index>. CPLEX can be obtained
from <https://www.ibm.com/analytics/cplex-optimizer>. CPLEX R APIs 'Rcplex'
and 'cplexAPI' are available from CRAN. MOSEK and the MOSEK R API can be
obtained from <https://www.mosek.com/>. The lp_solve library is freely
available from <http://lpsolve.sourceforge.net/5.5/>, and is included when
installing its API 'lpSolveAPI', which is available from CRAN.

Joshua Shea

ivmte

Instrumental Variables: Extrapolation by Marginal Treatment
Effects

AE function

A data frame with 209,133 rows and 8 columns.<dl class="dl-horizontal">
 <dt>worked</dt><dd>indicator for whether worked in the previous year</dd>
 <dt>hours</dt><dd>weekly hours worked in the previous year</dd>
 <dt>morekids</dt><dd>indicator for having more than two children vs. exactly two children.</dd>
 <dt>samesex</dt><dd>indicator for the first two children having the same sex (male-male or female-female)</dd>
 <dt>yob</dt><dd>the year the woman was born</dd>
 <dt>black</dt><dd>indicator that mother is Black</dd>
 <dt>hisp</dt><dd>indicator that mother is Hispanic</dd>
 <dt>other</dt><dd>indicator that mother is neither Black nor Hispanic</dd>
</dl>

Format

Angrist Evans Data — AE

A data frame with 209,133 rows and 8 columns.<dl class='dl-horizontal'>
 <dt>worked</dt><dd>indicator for whether worked in the previous year</dd>
 <dt>hours</dt><dd>weekly hours worked in the previous year</dd>
 <dt>morekids</dt><dd>indicator for having more than two children vs. exactly two children.</dd>
 <dt>samesex</dt><dd>indicator for the first two children having the same sex (male-male or female-female)</dd>
 <dt>yob</dt><dd>the year the woman was born</dd>
 <dt>black</dt><dd>indicator that mother is Black</dd>
 <dt>hisp</dt><dd>indicator that mother is Hispanic</dd>
 <dt>other</dt><dd>indicator that mother is neither Black nor Hispanic</dd>
</dl>

AE: Angrist Evans Data

Description

Usage

Arguments

Format