https://viig99.github.io/categories/plotnine/Recent content in Plotnine on /home/vigi99Hugoen-usSat, 22 Feb 2025 18:41:37 -0500https://viig99.github.io/docs/posts/indian_salary_distribution/Sat, 22 Feb 2025 00:00:00 +0000https://viig99.github.io/docs/posts/indian_salary_distribution/<h2 id="overview"><strong>Overview</strong><a class="anchor" href="#overview">#</a></h2> <p>I recently was having discussions with junior engineers about salary expectations for Software Development Engineers (SDEs) in India, especially how it changes with years of experience. Inspired by <a href="https://newsletter.pragmaticengineer.com/p/trimodal-nature-of-tech-compensation" target="_blank" rel="noopener" >The Pragmatic Engineer</a> and <a href="https://x.com/deedydas/status/1797078188390289892" target="_blank" rel="noopener" >@deedydas’ tweet</a>, I decided to examine a dataset of Indian salaries.</p> <p>My goal was to parse the data, clean it, cluster salary ranges by experience, and visualize how salaries distribute across different “tiers” of companies.</p> <h2 id="methodology"><strong>Methodology</strong><a class="anchor" href="#methodology">#</a></h2> <ol> <li> <p><strong>Data Collection</strong></p>