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stata_slides.html
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<div class="reveal">
<div class="slides">
<section id="title-slide" class="center">
<h1 class="title"></h1><h2 style="font-size: 70px">
IPUMS PMA Data Workshop
</h2>
<div style="margin-bottom: 50px; font-size: 40px">
<p>Reasons for Unmet Need for Family Planning <br>in PMA Panel Surveys</p>
</div>
<p class="author"></p><p style="font-size: 25px; margin-left: 50px">
<img src="images/devon.png" width="100" style="vertical-align: middle"> Devon Kristiansen - Project Manager
</p><p></p>
<p class="author"></p><p style="font-size: 25px; margin-left: 50px">
<img src="images/matt.png" width="100" style="vertical-align: middle"> Matt Gunther - Senior Data Analyst
</p><p></p>
</section>
<section id="todays-goals" class="slide level2">
<h2>Today’s Goals</h2>
<ul>
<li class="fragment">Introduce measures of Unmet Need in PMA Panel Surveys</li>
<li class="fragment">Open an IPUMS PMA data extract in <strong>Stata</strong></li>
<li class="fragment">Explore women’s reasons for Unmet Need in Phase 1 of the panel</li>
<li class="fragment">Predict women’s Unmet Need in Phase 2 of the panel</li>
</ul>
<div class="fragment">
<div class="cell">
<div class="cell-output-display">
<div style="margin-bottom: 1em; margin-top: 0em; border: 0px solid #ddd; padding: 5pxoverflow-x: scroll; width:100%; border-bottom: 0;">
<table style="width:100%; font-size: 18px; margin-left: auto; margin-right: auto;" class="table">
<thead>
<tr>
<th style="empty-cells: hide;border-bottom:hidden;" colspan="2"></th>
<th style="border-bottom:hidden;padding-bottom:0; padding-left:3px;padding-right:3px;text-align: center; " colspan="3"><div style="border-bottom: 1px solid #ddd; padding-bottom: 5px; ">Now Available from IPUMS PMA</div></th>
</tr>
<tr>
<th style="text-align:left;"> Sample </th>
<th style="text-align:left;"> Phase 1 Data Collection<sup>*</sup> </th>
<th style="text-align:left;"> Phase 1 </th>
<th style="text-align:left;"> Phase 2 </th>
<th style="text-align:left;"> Phase 3 </th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align:left;"> <font style="color: #98579B">Burkina Faso</font> </td>
<td style="text-align:left;"> Dec 2019 - Mar 2020 </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> </td>
</tr>
<tr>
<td style="text-align:left;"> <font style="color: #98579B">Kenya</font> </td>
<td style="text-align:left;"> Nov 2019 - Dec 2019 </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> </td>
</tr>
<tr>
<td style="text-align:left;"> Cote d'Ivoire </td>
<td style="text-align:left;"> Sep 2020 - Dec 2020 </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> </td>
<td style="text-align:left;"> </td>
</tr>
<tr>
<td style="text-align:left;"> DRC - Kinshasa </td>
<td style="text-align:left;"> Dec 2019 - Feb 2020 </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> </td>
</tr>
<tr>
<td style="text-align:left;"> DRC - Kongo Central </td>
<td style="text-align:left;"> Dec 2019 - Feb 2020 </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> </td>
</tr>
<tr>
<td style="text-align:left;"> India - Rajasthan </td>
<td style="text-align:left;"> Aug 2020 - Oct 2020 </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> </td>
<td style="text-align:left;"> </td>
</tr>
<tr>
<td style="text-align:left;"> Nigeria - Kano </td>
<td style="text-align:left;"> Dec 2019 - Jan 2020 </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> </td>
</tr>
<tr>
<td style="text-align:left;"> Nigeria - Lagos </td>
<td style="text-align:left;"> Dec 2019 - Jan 2020 </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> </td>
</tr>
<tr>
<td style="text-align:left;"> Uganda </td>
<td style="text-align:left;"> Sep 2020 - Oct 2020 </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> </td>
<td style="text-align:left;"> </td>
</tr>
</tbody>
</table>
<sup>*</sup> <small><em>Each data collection phase is spaced one year apart</em></small>
</div>
</div>
</div>
</div>
</section>
<section>
<section id="unmet-need" class="title-slide slide level1 center">
<h1>Unmet Need</h1>
</section>
<section id="what-is-unmet-need" class="slide level2">
<h2>What is Unmet Need?</h2>
<div class="fragment">
<p>Women who are capable of becoming pregnant are said to have unmet need if they might want to <strong>limit</strong> or <strong>space</strong> births, but are not using a family planning method.</p>
</div>
<div class="fragment">
<p>Examples:</p>
<ul>
<li class="fragment">Layla wants to have a child someday, but she is not so sure she wants to have one soon. If neither she nor her husband are currently using any family planning method, Layla would have <strong>unmet need for spacing</strong> pregnancies.</li>
<li class="fragment">Yasmine is currently pregnant with her fourth child. She had planned to stop having children after her third child, so her fourth pregnancy indicates that Yasmine has <strong>unmet need for limiting</strong> pregnancies.</li>
<li class="fragment">At age 15, Fatimata is not using any family planning method because she is not sexually active. Fatimata has no unmet need because she is <strong>not at risk</strong> for becoming pregnant.</li>
</ul>
</div>
</section>
<section id="how-is-unmet-need-measured" class="slide level2">
<h2>How is Unmet Need Measured?</h2>
<div class="fragment">
<p>PMA uses several different survey questions to determine which women are:</p>
<ul>
<li class="fragment">Sexually active (including non-married women who have had sex within 30 days)</li>
<li class="fragment">Neither infecund nor menopausal</li>
<li class="fragment">Express uncertainty or intentions to space or limit pregnancies (including their current pregnancy, or recent pregnancy if PPA)</li>
<li class="fragment">Not currently using a family planning method (including prior sterilization, emergency methods within the last year, traditional methods, and all modern methods)</li>
</ul>
</div>
</section>
<section id="ipums-pma-harmonized-variables" class="slide level2">
<h2>IPUMS PMA Harmonized Variables</h2>
<div class="fragment">
<p><a href="https://pma.ipums.org/pma-action/variables/UNMETNEED">UNMETNEED</a> explains whether each female respondent has:</p>
<ul>
<li class="fragment">unmet need for <strong>spacing</strong> births</li>
<li class="fragment">unmet need for <strong>limiting</strong> births</li>
<li class="fragment">is <strong>not at risk</strong> of becoming pregnant</li>
<li class="fragment">is currently using family planning for <strong>spacing</strong> births</li>
<li class="fragment">is currently using family planning for <strong>limiting</strong> births</li>
<li class="fragment">is not using family planning with <strong>no unmet need</strong></li>
</ul>
</div>
<div class="fragment">
<p><a href="https://pma.ipums.org/pma-action/variables/UNMETYN">UNMETYN</a> is binary:</p>
<ul>
<li class="fragment"><strong>Yes</strong></li>
<li class="fragment"><strong>No</strong></li>
</ul>
</div>
</section></section>
<section>
<section id="unmet-need-in-stata" class="title-slide slide level1 center">
<h1>Unmet Need in Stata</h1>
</section>
<section id="setup" class="slide level2">
<h2>Setup</h2>
<p>Our extract includes data from two phases of the panel study in <strong>Burkina Faso</strong> and <strong>Kenya</strong> (female respondents only).</p>
<div class="fragment">
<div class="cell">
</div>
<div class="cell">
</div>
<div class="cell">
<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode numberSource c number-lines code-with-copy"><code class="sourceCode c"><span id="cb1-1"><a href="#cb1-1"></a>cd <span class="st">"C:\Users\krist108\Documents\krist108 stuff\ISRDI\ICFP 2022 workshop"</span></span>
<span id="cb1-2"><a href="#cb1-2"></a>use pma_00178<span class="op">.</span>dta</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<div class="fragment">
<p>We drop women who only completed one of the two interviews…</p>
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<div class="fragment">
<div class="cell">
<div class="sourceCode cell-code" id="cb2"><pre class="sourceCode numberSource c number-lines code-with-copy"><code class="sourceCode c"><span id="cb2-1"><a href="#cb2-1"></a>keep <span class="cf">if</span> resultfq_1 <span class="op">==</span> <span class="dv">1</span> <span class="op">&</span> resultfq_2 <span class="op">==</span> <span class="dv">1</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<pre><code>(8,361 observations deleted)</code></pre>
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<div class="fragment">
<p>and those who are not members of the <em>de facto</em> population.</p>
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<div class="fragment">
<div class="cell">
<div class="sourceCode cell-code" id="cb4"><pre class="sourceCode numberSource c number-lines code-with-copy"><code class="sourceCode c"><span id="cb4-1"><a href="#cb4-1"></a>keep <span class="cf">if</span> <span class="op">(</span>resident_1 <span class="op">==</span> <span class="dv">11</span> <span class="op">|</span> resident_1 <span class="op">==</span> <span class="dv">22</span><span class="op">)</span> <span class="op">&</span> <span class="op">(</span>resident_2 <span class="op">==</span> <span class="dv">11</span> <span class="op">|</span> resident_2 <span class="op">==</span> <span class="dv">22</span><span class="op">)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<pre><code>(358 observations deleted)</code></pre>
</div>
</section>
<section id="unmet-need-by-country-at-phase-1" class="slide level2">
<h2>Unmet Need by Country at Phase 1</h2>
<div class="columns">
<div class="column" style="width:50%;">
<p><a href="https://pma.ipums.org/pma-action/variables/UNMETNEED">PANELWEIGHT</a> is the sampling weight for panel members (controls for loss to follow-up).</p>
<p><a href="https://pma.ipums.org/pma-action/variables/EAID_1">EAID_1</a> and <a href="https://pma.ipums.org/pma-action/variables/STRATA_1">STRATA_1</a> are the sample clusters and strata used to select households at Phase 1.</p>
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<div class="sourceCode cell-code" id="cb6"><pre class="sourceCode numberSource c number-lines code-with-copy"><code class="sourceCode c"><span id="cb6-1"><a href="#cb6-1"></a>svyset <span class="op">[</span>pw<span class="op">=</span>panelweight<span class="op">],</span> psu<span class="op">(</span>eaid_1<span class="op">)</span> strata<span class="op">(</span>strata_1<span class="op">)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<p>Information from <code>svyset</code> can be used to produce <strong>weighted percentages</strong> like those shown to the right. (SEs would also be adjusted for cluster sampling).</p>
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<div class="sourceCode cell-code" id="cb7"><pre class="sourceCode numberSource c number-lines code-with-copy"><code class="sourceCode c"><span id="cb7-1"><a href="#cb7-1"></a>svy<span class="op">:</span> tab unmetneed_1 country<span class="op">,</span> col</span>
<span id="cb7-2"><a href="#cb7-2"></a></span>
<span id="cb7-3"><a href="#cb7-3"></a>svy<span class="op">:</span> tab unmetyn_1 country<span class="op">,</span> col</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<p>Note: we will set NIU cases to <code>missing</code> (see universe tab for details).</p>
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<div class="sourceCode cell-code" id="cb8"><pre class="sourceCode numberSource c number-lines code-with-copy"><code class="sourceCode c"><span id="cb8-1"><a href="#cb8-1"></a>replace unmetyn_1 <span class="op">=</span> <span class="op">.</span> <span class="cf">if</span> unmetyn_1 <span class="op">==</span> <span class="dv">99</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<pre><code>(2 real changes made, 2 to missing)</code></pre>
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