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    <title>My Project Portfolio on A Data Scientist&#39;s Journey</title>
    <link>https://natnaelgetahun.netlify.app/project/</link>
    <description>Recent content in My Project Portfolio on A Data Scientist&#39;s Journey</description>
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    <language>en</language>
    <lastBuildDate>Wed, 21 Jan 2026 00:00:00 +0000</lastBuildDate>
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      <title>Factors Affecting the Current Capital of MSEs: A Multiple Linear Regression Approach</title>
      <link>https://natnaelgetahun.netlify.app/project/sme-regression/</link>
      <pubDate>Wed, 21 Jan 2026 00:00:00 +0000</pubDate>
      <guid>https://natnaelgetahun.netlify.app/project/sme-regression/</guid>
      <description>&lt;h2 id=&#34;introduction&#34;&gt;Introduction&#xA;  &lt;a href=&#34;#introduction&#34;&gt;&lt;svg class=&#34;anchor-symbol&#34; aria-hidden=&#34;true&#34; height=&#34;26&#34; width=&#34;26&#34; viewBox=&#34;0 0 22 22&#34; xmlns=&#34;http://www.w3.org/2000/svg&#34;&gt;&#xA;      &lt;path d=&#34;M0 0h24v24H0z&#34; fill=&#34;currentColor&#34;&gt;&lt;/path&gt;&#xA;      &lt;path d=&#34;M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76.0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71.0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71.0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76.0 5-2.24 5-5s-2.24-5-5-5z&#34;&gt;&lt;/path&gt;&#xA;    &lt;/svg&gt;&lt;/a&gt;&#xA;&lt;/h2&gt;&#xA;&lt;p&gt;Micro and Small Enterprises (MSEs) are the backbone of Ethiopia&amp;rsquo;s industrial sector. As highlighted by Gebreeyesus (2011), they are considered the heart of development. However, many MSEs face significant hurdles in scaling their operations. Understanding what specific factors contribute to their growth—measured in this study by their current capital—is essential for crafting effective supporting policies.&lt;/p&gt;</description>
    </item>
    <item>
      <title>Gambela&#39;s Malaria Mapping: Spatial Pattern by Woreda</title>
      <link>https://natnaelgetahun.netlify.app/project/gambela-malaria/</link>
      <pubDate>Wed, 31 Dec 2025 00:00:00 +0000</pubDate>
      <guid>https://natnaelgetahun.netlify.app/project/gambela-malaria/</guid>
      <description>&lt;h2 id=&#34;introduction-and-background&#34;&gt;Introduction and Background&#xA;  &lt;a href=&#34;#introduction-and-background&#34;&gt;&lt;svg class=&#34;anchor-symbol&#34; aria-hidden=&#34;true&#34; height=&#34;26&#34; width=&#34;26&#34; viewBox=&#34;0 0 22 22&#34; xmlns=&#34;http://www.w3.org/2000/svg&#34;&gt;&#xA;      &lt;path d=&#34;M0 0h24v24H0z&#34; fill=&#34;currentColor&#34;&gt;&lt;/path&gt;&#xA;      &lt;path d=&#34;M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76.0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71.0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71.0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76.0 5-2.24 5-5s-2.24-5-5-5z&#34;&gt;&lt;/path&gt;&#xA;    &lt;/svg&gt;&lt;/a&gt;&#xA;&lt;/h2&gt;&#xA;&lt;p&gt;Malaria remains a significant public health challenge in Ethiopia, with its transmission heavily influenced by environmental and geopolitical factors. For this project, we focused on the &lt;strong&gt;Gambela region&lt;/strong&gt;, a unique area characterized by its low altitude, high temperature suitability for malaria, and complex geopolitical dynamics.&lt;/p&gt;</description>
    </item>
    <item>
      <title>Clustering New Addis Ababa &#39;Sub cities&#39;: A Guide for Data Collectors</title>
      <link>https://natnaelgetahun.netlify.app/project/new_subcities/</link>
      <pubDate>Thu, 10 Jul 2025 00:00:00 +0000</pubDate>
      <guid>https://natnaelgetahun.netlify.app/project/new_subcities/</guid>
      <description>&lt;h2 id=&#34;introduction&#34;&gt;Introduction&#xA;  &lt;a href=&#34;#introduction&#34;&gt;&lt;svg class=&#34;anchor-symbol&#34; aria-hidden=&#34;true&#34; height=&#34;26&#34; width=&#34;26&#34; viewBox=&#34;0 0 22 22&#34; xmlns=&#34;http://www.w3.org/2000/svg&#34;&gt;&#xA;      &lt;path d=&#34;M0 0h24v24H0z&#34; fill=&#34;currentColor&#34;&gt;&lt;/path&gt;&#xA;      &lt;path d=&#34;M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76.0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71.0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71.0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76.0 5-2.24 5-5s-2.24-5-5-5z&#34;&gt;&lt;/path&gt;&#xA;    &lt;/svg&gt;&lt;/a&gt;&#xA;&lt;/h2&gt;&#xA;&lt;p&gt;The idea for this project came to me when I was working as a research assistant intern at the &lt;strong&gt;East African Trading House&lt;/strong&gt; plc. We were collecting data from local shops. With population information being scarce, we were told to sample from clusters using the administrative sub-city classifications of Addis Ababa. About 100 samples were going to be taken from each sub-city.&lt;/p&gt;</description>
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      <title>A Partially Correct Survey on Students’ AI Dependency</title>
      <link>https://natnaelgetahun.netlify.app/project/ai_survey/</link>
      <pubDate>Mon, 30 Jun 2025 00:00:00 +0000</pubDate>
      <guid>https://natnaelgetahun.netlify.app/project/ai_survey/</guid>
      <description>&lt;p&gt;&lt;strong&gt;Heads‑up:&lt;/strong&gt; All the plots below were generated from our survey data analysis using R. For more detail, check out this &#xA;&lt;a href=&#34;https://natnaelgetahun.netlify.app/blog/r_ai_survey&#34;&gt;separate blog post&lt;/a&gt;.&lt;/p&gt;&#xA;&#xA;&#xA;&#xA;&#xA;&lt;h2 id=&#34;-how-it-all-started&#34;&gt;🎬 How It All Started&#xA;  &lt;a href=&#34;#-how-it-all-started&#34;&gt;&lt;svg class=&#34;anchor-symbol&#34; aria-hidden=&#34;true&#34; height=&#34;26&#34; width=&#34;26&#34; viewBox=&#34;0 0 22 22&#34; xmlns=&#34;http://www.w3.org/2000/svg&#34;&gt;&#xA;      &lt;path d=&#34;M0 0h24v24H0z&#34; fill=&#34;currentColor&#34;&gt;&lt;/path&gt;&#xA;      &lt;path d=&#34;M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76.0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71.0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71.0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76.0 5-2.24 5-5s-2.24-5-5-5z&#34;&gt;&lt;/path&gt;&#xA;    &lt;/svg&gt;&lt;/a&gt;&#xA;&lt;/h2&gt;&#xA;&lt;p&gt;We&amp;rsquo;re a group of Statistics students who got curious: &lt;strong&gt;how much do our classmates really lean on AI tools like ChatGPT?&lt;/strong&gt; We used this idea as a spring board for our end of year research project.&#xA;We built a survey, crunched some numbers, and wrote up the results. The data are eye‑opening, the trends are interestingl, and (as we&amp;rsquo;ll happily admit) the sampling isn&amp;rsquo;t perfect.&lt;/p&gt;</description>
    </item>
    <item>
      <title>The Impostors League: A Data-Powered Game Night Project</title>
      <link>https://natnaelgetahun.netlify.app/project/pes_tournament/</link>
      <pubDate>Tue, 17 Jun 2025 00:00:00 +0000</pubDate>
      <guid>https://natnaelgetahun.netlify.app/project/pes_tournament/</guid>
      <description>&lt;h2 id=&#34;-how-it-all-started&#34;&gt;🎮 How It All Started&#xA;  &lt;a href=&#34;#-how-it-all-started&#34;&gt;&lt;svg class=&#34;anchor-symbol&#34; aria-hidden=&#34;true&#34; height=&#34;26&#34; width=&#34;26&#34; viewBox=&#34;0 0 22 22&#34; xmlns=&#34;http://www.w3.org/2000/svg&#34;&gt;&#xA;      &lt;path d=&#34;M0 0h24v24H0z&#34; fill=&#34;currentColor&#34;&gt;&lt;/path&gt;&#xA;      &lt;path d=&#34;M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76.0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71.0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71.0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76.0 5-2.24 5-5s-2.24-5-5-5z&#34;&gt;&lt;/path&gt;&#xA;    &lt;/svg&gt;&lt;/a&gt;&#xA;&lt;/h2&gt;&#xA;&lt;p&gt;It began like many fun things do — with friends, games, and a bit of competitive energy. In our dorm, we were deep into football games, especially 2024-modded Pro Evolution Soccer 2017 (PES 17) matches, playing in a mini-league we called &lt;strong&gt;The Impostors League&lt;/strong&gt;. (We refer to ourselves as &lt;em&gt;The Impostors&lt;/em&gt; after another one of our favorite games, &lt;em&gt;Among Us&lt;/em&gt;.) The banter was there, the competition was present, and then someone said: &lt;em&gt;&amp;ldquo;Wouldn’t it be cool if we started like a real league?&amp;rdquo;&lt;/em&gt;&lt;/p&gt;</description>
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