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    <title>whysooraj&#x27;s Portfolio - NLP</title>
    <subtitle>Portfolio showcasing projects and research.</subtitle>
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    <updated>2026-03-30T00:00:00+00:00</updated>
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        <title>CareerCompass AI</title>
        <published>2026-03-30T00:00:00+00:00</published>
        <updated>2026-03-30T00:00:00+00:00</updated>
        
        <author>
          <name>
            
              Unknown
            
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        <content type="html" xml:base="https://blog.sooraj.fun/projects/carrer-gap-analyser/">&lt;p&gt;An intelligent full-stack platform designed to analyze career skills gaps, leveraging NLP and asynchronous processing to deliver personalized learning roadmaps.&lt;&#x2F;p&gt;
&lt;h3 id=&quot;why-it-exists&quot;&gt;Why it exists&lt;&#x2F;h3&gt;
&lt;p&gt;I built this for myself. Career planning is full of noise, and finding the exact missing skills between where you are and where you want to be usually means reading 50 job descriptions. I wanted an AI tool to audit my skill profile and outline the roadmap for me.&lt;&#x2F;p&gt;
&lt;h3 id=&quot;how-it-works&quot;&gt;How it works&lt;&#x2F;h3&gt;
&lt;ul&gt;
&lt;li&gt;Utilizes NLP parser algorithms to parse resumes and identify current skills.&lt;&#x2F;li&gt;
&lt;li&gt;Runs comparative match analysis against scraped job market profiles to identify gaps.&lt;&#x2F;li&gt;
&lt;li&gt;Triggers asynchronous roadmapping tasks using Python queue processing.&lt;&#x2F;li&gt;
&lt;li&gt;Handles user dashboard authentication and layouts seamlessly with &lt;strong&gt;Clerk Auth&lt;&#x2F;strong&gt; and &lt;strong&gt;Next.js&lt;&#x2F;strong&gt;.&lt;&#x2F;li&gt;
&lt;&#x2F;ul&gt;
&lt;h3 id=&quot;what-happened&quot;&gt;What happened&lt;&#x2F;h3&gt;
&lt;p&gt;I was tired of wondering what skills I lacked, so I started writing a simple script to compare my resume with job specs. That script quickly ballooned into a full-stack tool. It&#x27;s a project that solves a problem I actually face, and it&#x27;s what I use when mapping out my own next learning curve.&lt;&#x2F;p&gt;
&lt;h3 id=&quot;what-i-d-change&quot;&gt;What I&#x27;d change&lt;&#x2F;h3&gt;
&lt;p&gt;I&#x27;d integrate direct job application API feeds so the system can suggest active listings matching the user&#x27;s newly bridged skill profile.&lt;&#x2F;p&gt;
&lt;h3 id=&quot;links&quot;&gt;Links&lt;&#x2F;h3&gt;
&lt;p&gt;&lt;a href=&quot;https:&#x2F;&#x2F;github.com&#x2F;whysooraj&#x2F;carrer-gap-analyser&quot;&gt;GitHub&lt;&#x2F;a&gt;&lt;&#x2F;p&gt;
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