summary.panel_data

<code>summary</code> method for <code>panel_data</code> objects.

Provides an object type and associated tools for storing and
wrangling panel data. Implements several methods for creating regression
models that take advantage of the unique aspects of
panel data. Among other capabilities, automates the "within-between"
(also known as "between-within" and "hybrid") panel regression specification
that combines the desirable aspects of both fixed effects and random effects
econometric models and fits them as multilevel models
(Allison, 2009 <doi:10.4135/9781412993869.d33>;
Bell & Jones, 2015 <doi:10.1017/psrm.2014.7>). These models can also be
estimated via generalized estimating equations
(GEE; McNeish, 2019 <doi:10.1080/00273171.2019.1602504>) and Bayesian
estimation is (optionally) supported via 'Stan'.
Supports estimation of asymmetric effects models via first differences
(Allison, 2019 <doi:10.1177/2378023119826441>) as well as a generalized
linear model extension thereof using GEE.

Jacob A. Long

panelr

Regression Models and Utilities for Repeated Measures and Panel
Data

summary.panel_data function

<dl><dt>object</dt>
<dd>A <code>panel_data</code> frame.</dd>
<dt>...</dt>
<dd>Optionally, unquoted variable names/expressions separated by
commas to be passed to <code><a href="https://dplyr.tidyverse.org/reference/select.html">dplyr::select()</a></code>. Otherwise, all columns are
included.</dd>
<dt>by.wave</dt>
<dd>(if <code>skimr</code> is installed) Separate descriptives by wave?
Default is TRUE.</dd>
<dt>by.id</dt>
<dd>(if <code>skimr</code> is installed) Separate descriptives by entity?
Default is FALSE. Be careful if you have a large number of entities as
the output will be massive.</dd>
<dt>skim_with</dt>
<dd>A closure from <code>skimr::skim_with()</code>. If set, skim</dd></dl>

Arguments

Summarize panel data frames — summary.panel_data

<dl>

<dt>object</dt>
<dd>A <code>panel_data</code> frame.</dd>


<dt>...</dt>
<dd>Optionally, unquoted variable names/expressions separated by
commas to be passed to <code><a href='https://dplyr.tidyverse.org/reference/select.html'>dplyr::select()</a></code>. Otherwise, all columns are
included.</dd>


<dt>by.wave</dt>
<dd>(if <code>skimr</code> is installed) Separate descriptives by wave?
Default is TRUE.</dd>


<dt>by.id</dt>
<dd>(if <code>skimr</code> is installed) Separate descriptives by entity?
Default is FALSE. Be careful if you have a large number of entities as
the output will be massive.</dd>


<dt>skim_with</dt>
<dd>A closure from <code>skimr::skim_with()</code>. If set, skim</dd>

</dl>

summary.panel_data: Summarize panel data frames

Description

Usage

Arguments

Examples