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    <title>DEV Community: Nitin Singh</title>
    <description>The latest articles on DEV Community by Nitin Singh (@nitin_singh_44dfd28c4929f).</description>
    <link>https://dev.to/nitin_singh_44dfd28c4929f</link>
    <image>
      <url>https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3882907%2F96f797b3-4cc0-436f-8f05-88a50ddef6bb.png</url>
      <title>DEV Community: Nitin Singh</title>
      <link>https://dev.to/nitin_singh_44dfd28c4929f</link>
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    <language>en</language>
    <item>
      <title>A free, embeddable points calculator for Germany's Chancenkarte visa</title>
      <dc:creator>Nitin Singh</dc:creator>
      <pubDate>Sat, 04 Jul 2026 17:45:17 +0000</pubDate>
      <link>https://dev.to/nitin_singh_44dfd28c4929f/a-free-embeddable-points-calculator-for-germanys-chancenkarte-visa-524b</link>
      <guid>https://dev.to/nitin_singh_44dfd28c4929f/a-free-embeddable-points-calculator-for-germanys-chancenkarte-visa-524b</guid>
      <description>&lt;p&gt;Germany's Opportunity Card (Chancenkarte) is a job-seeker visa that lets you move to Germany for up to a year to look for work, without a job offer. Eligibility runs on a points system defined in §20a AufenthG: you need a recognised qualification, basic language skills, and 6 points from criteria like language level, experience, and age.&lt;/p&gt;

&lt;p&gt;The rules aren't complicated, but they're annoying to check by hand — points for German stack differently than English, A1 counts for the entry requirement but earns nothing, full recognition of your degree skips the whole system. So we built a calculator. This post is mostly for people who run blogs or resource pages about moving to Germany, because you can have it on your own site for free.&lt;/p&gt;

&lt;h2&gt;
  
  
  The embed
&lt;/h2&gt;

&lt;p&gt;Paste this anywhere HTML works (WordPress custom HTML block, Ghost, plain sites):&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight html"&gt;&lt;code&gt;&lt;span class="nt"&gt;&amp;lt;iframe&lt;/span&gt; &lt;span class="na"&gt;src=&lt;/span&gt;&lt;span class="s"&gt;"https://www.qarera.com/embed/chancenkarte-calculator"&lt;/span&gt;
  &lt;span class="na"&gt;width=&lt;/span&gt;&lt;span class="s"&gt;"100%"&lt;/span&gt; &lt;span class="na"&gt;height=&lt;/span&gt;&lt;span class="s"&gt;"880"&lt;/span&gt; &lt;span class="na"&gt;style=&lt;/span&gt;&lt;span class="s"&gt;"border:0;border-radius:12px"&lt;/span&gt;
  &lt;span class="na"&gt;title=&lt;/span&gt;&lt;span class="s"&gt;"Germany Chancenkarte Points Calculator"&lt;/span&gt; &lt;span class="na"&gt;loading=&lt;/span&gt;&lt;span class="s"&gt;"lazy"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&amp;lt;/iframe&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;p&amp;gt;&lt;/span&gt;Free calculator by &lt;span class="nt"&gt;&amp;lt;a&lt;/span&gt; &lt;span class="na"&gt;href=&lt;/span&gt;&lt;span class="s"&gt;"https://www.qarera.com/guides/germany-opportunity-card"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;Qarera — Germany Opportunity Card (Chancenkarte) guide&lt;span class="nt"&gt;&amp;lt;/a&amp;gt;&amp;lt;/p&amp;gt;&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;That's the whole deal: keep the credit line, and you get a calculator that stays current. The blocked-account amount (€1,091/month in 2026) changes every January and the shortage-occupation list moves too — we update the hosted version, so your page never quietly goes stale.&lt;/p&gt;

&lt;h2&gt;
  
  
  It's also open source
&lt;/h2&gt;

&lt;p&gt;If you'd rather self-host or check the scoring logic, the whole thing is one HTML file plus a small scoring module, MIT-licensed:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Repo: &lt;a href="https://github.com/dreamjobs-tech/chancenkarte-calculator" rel="noopener noreferrer"&gt;https://github.com/dreamjobs-tech/chancenkarte-calculator&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Live demo: &lt;a href="https://dreamjobs-tech.github.io/chancenkarte-calculator/" rel="noopener noreferrer"&gt;https://dreamjobs-tech.github.io/chancenkarte-calculator/&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The scoring function runs in Node and the browser, and there's a small test file covering the edge cases (the A1 rule, the prerequisite gates, the 16-point maximum). Point values were cross-checked in July 2026 against make-it-in-germany.com and handbookgermany.de. If the law changes and we're slow, open an issue.&lt;/p&gt;

&lt;h2&gt;
  
  
  The points, in short
&lt;/h2&gt;

&lt;p&gt;You need 6, after meeting two prerequisites (a degree or 2-year vocational training, plus German A1 or English B2):&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Partial recognition of your qualification: 4&lt;/li&gt;
&lt;li&gt;German A2 / B1 / B2+: 1 / 2 / 3&lt;/li&gt;
&lt;li&gt;English C1+: 1&lt;/li&gt;
&lt;li&gt;Experience, 2+ years in last 5 / 5+ in last 7: 2 / 3&lt;/li&gt;
&lt;li&gt;Age under 35 / 35–40: 2 / 1&lt;/li&gt;
&lt;li&gt;Prior 6-month stay in Germany, shortage occupation, qualifying spouse: 1 each&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Full recognition of your qualification in Germany skips the points entirely — you qualify as a skilled worker.&lt;/p&gt;

&lt;p&gt;The &lt;a href="https://www.qarera.com/guides/germany-opportunity-card" rel="noopener noreferrer"&gt;full guide&lt;/a&gt; covers the rest: proof of funds, the application steps, and what to do after you land.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;We build free job-search tools at &lt;a href="https://www.qarera.com" rel="noopener noreferrer"&gt;Qarera&lt;/a&gt; — resume builder, ATS checker, job matching. The calculator is part of our &lt;a href="https://www.qarera.com/guides/germany-opportunity-card" rel="noopener noreferrer"&gt;Germany Opportunity Card guide&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>opensource</category>
      <category>germany</category>
      <category>career</category>
      <category>javascript</category>
    </item>
    <item>
      <title>We Counted the Skills in 360,000 Job Postings. AI Was the Most-Requested Hard Skill.</title>
      <dc:creator>Nitin Singh</dc:creator>
      <pubDate>Sat, 04 Jul 2026 17:07:13 +0000</pubDate>
      <link>https://dev.to/nitin_singh_44dfd28c4929f/we-counted-the-skills-in-360000-job-postings-ai-was-the-most-requested-hard-skill-1146</link>
      <guid>https://dev.to/nitin_singh_44dfd28c4929f/we-counted-the-skills-in-360000-job-postings-ai-was-the-most-requested-hard-skill-1146</guid>
      <description>&lt;p&gt;There's a lot of talk about AI reshaping hiring, so we checked it against our own data: &lt;strong&gt;360,000+ job postings&lt;/strong&gt; collected between December 27, 2025 and June 16, 2026, with skills extracted and standardized per posting. Here's what employers actually asked for.&lt;/p&gt;

&lt;h2&gt;
  
  
  The headline: "AI" is the #2 skill of any kind
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;"AI" appeared in 19.8% of all postings&lt;/strong&gt; — the second most-requested skill overall, behind only communication (23.1%).&lt;/li&gt;
&lt;li&gt;That puts it ahead of every individual language and platform: &lt;strong&gt;Python (18.6%), SQL (11.7%), AWS (11.3%), Java (10.5%)&lt;/strong&gt;.&lt;/li&gt;
&lt;li&gt;In other words: AI is now the &lt;strong&gt;most-requested hard skill&lt;/strong&gt; on the market.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Top 15 skills across all postings
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;#&lt;/th&gt;
&lt;th&gt;Skill&lt;/th&gt;
&lt;th&gt;Share of postings&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;1&lt;/td&gt;
&lt;td&gt;Communication&lt;/td&gt;
&lt;td&gt;23.1%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;2&lt;/td&gt;
&lt;td&gt;&lt;strong&gt;AI&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;&lt;strong&gt;19.8%&lt;/strong&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;3&lt;/td&gt;
&lt;td&gt;Python&lt;/td&gt;
&lt;td&gt;18.6%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;SQL&lt;/td&gt;
&lt;td&gt;11.7%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;5&lt;/td&gt;
&lt;td&gt;AWS&lt;/td&gt;
&lt;td&gt;11.3%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;6&lt;/td&gt;
&lt;td&gt;Leadership&lt;/td&gt;
&lt;td&gt;11.2%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;7&lt;/td&gt;
&lt;td&gt;Java&lt;/td&gt;
&lt;td&gt;10.5%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;8&lt;/td&gt;
&lt;td&gt;Analytical&lt;/td&gt;
&lt;td&gt;9.5%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;9&lt;/td&gt;
&lt;td&gt;JavaScript&lt;/td&gt;
&lt;td&gt;8.7%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;10&lt;/td&gt;
&lt;td&gt;Security&lt;/td&gt;
&lt;td&gt;8.7%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;11&lt;/td&gt;
&lt;td&gt;Git&lt;/td&gt;
&lt;td&gt;8.2%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;12&lt;/td&gt;
&lt;td&gt;Azure&lt;/td&gt;
&lt;td&gt;8.2%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;13&lt;/td&gt;
&lt;td&gt;Collaboration&lt;/td&gt;
&lt;td&gt;7.7%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;14&lt;/td&gt;
&lt;td&gt;Compliance&lt;/td&gt;
&lt;td&gt;7.5%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;15&lt;/td&gt;
&lt;td&gt;Attention to detail&lt;/td&gt;
&lt;td&gt;7.5%&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;A posting lists many skills, so shares don't sum to 100% — each figure is the share of postings that mention the skill.&lt;/p&gt;

&lt;h2&gt;
  
  
  It's not just an engineering ask
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Product Managers: AI is the #1 skill (37.0%)&lt;/strong&gt; — ahead of any PM tool or methodology.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Designers (UX/UI): 23.1%&lt;/strong&gt; of postings name it.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Business Analysts: 19.1%.&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;Among engineers, Data Scientist / ML roles lead (63.7%), followed by Full Stack (30.7%) and Data Engineering (26.6%).&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Seniority: demand doubles at Principal level
&lt;/h2&gt;

&lt;p&gt;AI demand is highest at &lt;strong&gt;Principal level: 39.5% of postings&lt;/strong&gt; — roughly &lt;strong&gt;2× the overall rate&lt;/strong&gt;. Interestingly, internships (24.5%) ask for it more often than entry-level roles (19.8%): companies seem to want juniors who arrive already AI-literate.&lt;/p&gt;

&lt;h2&gt;
  
  
  The named AI stack is still small
&lt;/h2&gt;

&lt;p&gt;When postings get specific, the numbers drop fast: LLMs &lt;strong&gt;4.2%&lt;/strong&gt;, generative AI &lt;strong&gt;3.3%&lt;/strong&gt;, LangChain/LangGraph &lt;strong&gt;2.2%&lt;/strong&gt;, prompt engineering &lt;strong&gt;1.6%&lt;/strong&gt;, RAG &lt;strong&gt;1.6%&lt;/strong&gt;, agentic AI &lt;strong&gt;0.9%&lt;/strong&gt;. Most employers ask for "AI" as a capability, not a specific framework — the tooling churn is priced in.&lt;/p&gt;

&lt;h2&gt;
  
  
  Remote roles want AI more
&lt;/h2&gt;

&lt;p&gt;A remote posting was &lt;strong&gt;3.2× likelier&lt;/strong&gt; to ask for LLM experience than an on-site one. Overall workplace split in the corpus: &lt;strong&gt;75.8% on-site, 12.5% remote, 11.7% hybrid&lt;/strong&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  Methodology &amp;amp; caveats
&lt;/h2&gt;

&lt;p&gt;Skills were extracted and standardized from each job description across 360,336 postings (Dec 27, 2025 – Jun 16, 2026). This measures how often a skill is &lt;em&gt;requested&lt;/em&gt;, not the number of hires. Role families are grouped from job titles. Full methodology, role-by-role breakdowns, and interactive charts are in the &lt;a href="https://www.qarera.com/reports/most-in-demand-skills-2026" rel="noopener noreferrer"&gt;full report&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;The underlying data is &lt;strong&gt;open (CC BY 4.0)&lt;/strong&gt;: &lt;a href="https://huggingface.co/datasets/yash2111/most-in-demand-skills-2026" rel="noopener noreferrer"&gt;Hugging Face&lt;/a&gt; · &lt;a href="https://www.kaggle.com/datasets/alpha21/most-in-demand-job-skills-2026" rel="noopener noreferrer"&gt;Kaggle&lt;/a&gt; · &lt;a href="https://github.com/dreamjobs-tech/most-in-demand-skills-2026" rel="noopener noreferrer"&gt;GitHub&lt;/a&gt; — or explore it interactively in the &lt;a href="https://huggingface.co/spaces/yash2111/job-skills-2026-explorer" rel="noopener noreferrer"&gt;Skills 2026 Explorer&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Citation:&lt;/strong&gt; &lt;em&gt;Qarera analysis of 360,000+ job postings (2026), &lt;a href="https://www.qarera.com/reports/most-in-demand-skills-2026" rel="noopener noreferrer"&gt;https://www.qarera.com/reports/most-in-demand-skills-2026&lt;/a&gt;. CC BY 4.0.&lt;/em&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;We pull job-postings data for &lt;a href="https://www.qarera.com" rel="noopener noreferrer"&gt;Qarera&lt;/a&gt;, a free AI job-search platform: resume builder, ATS checker, job matching with match scores, and application tracking.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>career</category>
      <category>data</category>
      <category>jobs</category>
    </item>
    <item>
      <title>I tracked 200+ job applications and the data changed how I job hunt</title>
      <dc:creator>Nitin Singh</dc:creator>
      <pubDate>Thu, 16 Apr 2026 17:30:30 +0000</pubDate>
      <link>https://dev.to/nitin_singh_44dfd28c4929f/i-tracked-200-job-applications-and-the-data-changed-how-i-job-hunt-7p1</link>
      <guid>https://dev.to/nitin_singh_44dfd28c4929f/i-tracked-200-job-applications-and-the-data-changed-how-i-job-hunt-7p1</guid>
      <description>&lt;p&gt;I spent three months applying to jobs last year. Mass applied to everything. Tweaked my resume maybe twice. Hit "Easy Apply" like it was a dopamine button.&lt;/p&gt;

&lt;p&gt;200+ applications. 6 callbacks. 2 interviews. 0 offers.&lt;/p&gt;

&lt;p&gt;So I did what any frustrated developer would do. Turned the whole thing into a data problem. Started tracking every application. Source, date, response time, resume version, whether I tailored the keywords, whether I followed up.&lt;/p&gt;

&lt;p&gt;The patterns that showed up were brutal. But they completely changed my approach.&lt;/p&gt;

&lt;h2&gt;
  
  
  The funnel is genuinely broken
&lt;/h2&gt;

&lt;p&gt;The applicant-to-interview ratio has dropped to around 2-3% for generic applications. Down from over 15% in 2016. The average job posting now pulls in 250 applications. Entry level roles? Often 400+. From that pile, 4-6 people get an interview. One gets the job.&lt;/p&gt;

&lt;p&gt;Then there's the ghost job problem. Research from Greenhouse in 2025 estimated that 18-22% of online postings aren't real. Positions already filled, never funded, or existing purely so the company looks like it's growing. BLS data backs this up: job openings have outnumbered actual hires by over 2 million per month since early 2024.&lt;/p&gt;

&lt;p&gt;If you're sending 100 applications and hearing nothing, it's not necessarily your skills. A meaningful chunk of those listings were never real to begin with.&lt;/p&gt;

&lt;h2&gt;
  
  
  The ATS myth vs. reality
&lt;/h2&gt;

&lt;p&gt;You've seen the stat: "75% of resumes get rejected by ATS before a human sees them." I looked into it.&lt;/p&gt;

&lt;p&gt;That number comes from a company called Preptel that sold resume services in 2012. They shut down in 2013. No methodology was ever published. But the stat lives on because it scares people into buying things.&lt;/p&gt;

&lt;p&gt;A 2025 study of 25 recruiters found that only 8% configure their ATS to auto-reject based on content. 92% use it as an organizational tool. It sorts and ranks but a human still decides.&lt;/p&gt;

&lt;p&gt;That said, formatting absolutely matters. An analysis of 1,000 rejected resumes across Workday, Taleo, and Greenhouse showed plain .docx files had a 4% failure rate while PDFs hit 18%. Multi-column layouts, text boxes, fancy graphics all tank your parsing accuracy.&lt;/p&gt;

&lt;p&gt;The real problem isn't "ATS is rejecting you." It's "bad formatting makes you invisible in a stack of 250, and the recruiter spending 6 seconds per resume won't dig for your experience."&lt;/p&gt;

&lt;h2&gt;
  
  
  What actually moved the needle
&lt;/h2&gt;

&lt;p&gt;After a month of tracking I rebuilt my process. Here's what the data showed.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Tailored beats generic by a mile.&lt;/strong&gt; My generic resume had about a 2% callback rate. When I started pulling keywords from job descriptions and mirroring the language, it jumped to around 11%. I wrote a quick Python script to diff my resume against JDs and highlight gaps. Tools like &lt;a href="https://www.qarera.com" rel="noopener noreferrer"&gt;Qarera's keyword matcher&lt;/a&gt; do this automatically if you don't want to roll your own.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Apply early.&lt;/strong&gt; Applications I submitted within the first 48 hours had 3x the callback rate compared to ones I sent after a week. Recruiters start screening immediately. They don't wait for the posting to close.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Follow up, but be specific.&lt;/strong&gt; A short LinkedIn message to the hiring manager 3-5 days after applying helped a lot. Not "just checking in" but something real about why the role interested me. After two weeks of silence, move on.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Referrals are a cheat code.&lt;/strong&gt; Referred applications had a 40%+ callback rate. Cold ones sat around 3-4%. One warm intro is worth 15-20 cold applications. I started spending more time networking than actually applying.&lt;/p&gt;

&lt;h2&gt;
  
  
  AI tools: what's useful, what's noise
&lt;/h2&gt;

&lt;p&gt;There's an explosion of AI job search tools right now. I tried a bunch.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Actually useful:&lt;/strong&gt; Keyword matching and resume scoring. Anything that compares your resume against a specific JD and shows what's missing. Not because ATS is evil but because it forces you to read the posting and tailor properly. I've been using &lt;a href="https://www.qarera.com" rel="noopener noreferrer"&gt;Qarera&lt;/a&gt; for this. Paste the job description, upload your resume, get a match score and the exact keywords you're missing.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Actually useful:&lt;/strong&gt; &lt;a href="https://www.qarera.com" rel="noopener noreferrer"&gt;Application trackers&lt;/a&gt;. Seeing your pipeline, what stage each app is in, which resume version you used, when you followed up. Turns chaos into something manageable. I noticed one resume version kept outperforming others and leaned into it. Wouldn't have caught that without tracking.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Skip:&lt;/strong&gt; One-click mass apply tools. They're the reason we have 250+ applications per posting. You're optimizing for volume in a market drowning in volume.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Skip:&lt;/strong&gt; AI generated cover letters you don't rewrite. Recruiters can tell. Use AI for a first draft, fine. But put it in your own voice.&lt;/p&gt;

&lt;h2&gt;
  
  
  If you're starting a search right now
&lt;/h2&gt;

&lt;p&gt;Spend 70% of your time on networking and outreach. 30% on applications. Feels wrong when you're anxious but the numbers are clear.&lt;/p&gt;

&lt;p&gt;Track everything. Even a basic spreadsheet with date, company, role, resume version, and outcome will show patterns within weeks. Or use a &lt;a href="https://www.qarera.com" rel="noopener noreferrer"&gt;free job tracker&lt;/a&gt; if you don't want to build it yourself.&lt;/p&gt;

&lt;p&gt;Be skeptical of old listings. If a job has been up 30+ days, there's a real chance it's a ghost. Prioritize recent postings and cross check against the company careers page.&lt;/p&gt;

&lt;p&gt;Fix your formatting first. Single column layout. Standard section headings. Contact info in the body, not headers or footers. Takes 20 minutes and removes a dumb reason to get filtered.&lt;/p&gt;

&lt;p&gt;And build stuff. My side projects and GitHub activity generated more interview conversations than my resume ever did. When 400 people apply for the same role, having something to point to is a real differentiator.&lt;/p&gt;

&lt;p&gt;The market is tough. But the people who treat their search like a system are landing roles with way fewer applications than the ones blasting hundreds of generic resumes into the void.&lt;/p&gt;

</description>
      <category>career</category>
      <category>productivity</category>
      <category>ai</category>
    </item>
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