u/Genzcodemy

Been having a lot of conversations with engineering students about this lately and wanted to share a framework that I think is more useful than the generic "learn Full Stack or DSA" advice.

My rough breakdown:

ECE/Mech/Civil background → Software Testing, Data Analysis, or SAP are more realistic first skills than Full Stack. Lower programming prerequisite, real demand at fresher level.

CS/IT with 3-4 months → Software Testing still the fastest route to employment, not Full Stack. Full Stack at genuine job-ready level takes 5-6 months minimum.

CS/IT with 6-12 months → Full Stack or DevOps, pick based on interest not just salary at fresher level.

Target city matters → Bangalore/Hyderabad/Chennai have demand across all four. Tier 2 cities have stronger Testing and Data demand at entry level.

Does this match what others have seen? Especially curious from people who've actually made a decision, started, and are on the other side of it.

Having worked with hundreds of engineering graduates preparing for fresher hiring, the failure patterns are very consistent and worth understanding specifically.

At the resume screening stage, most failures happen because the resume shows nothing beyond academics. A project listed as "ATM Simulation (Java)" with no GitHub link, no description of what was built, and no way to verify it tells the screener nothing useful. A GitHub link with one real project, a README, and actual commit history is the single most impactful change a fresher resume can have.

At the online test stage, most failures happen from underpreparation on aptitude not coding ability. Many students spend months on advanced DSA but don't practice basic quantitative reasoning, which is heavily weighted in mass-hiring company tests. 4–6 weeks of daily practice on a platform like IndiaBix or PrepInsta is enough to pass most of these.

At the technical interview stage, the gap between passing a university exam and cracking a technical interview is massive but the specific cause of failure is usually the inability to explain one's own project. The question "walk me through what you built" eliminates most fresher candidates because their project was copied from a tutorial and they can't explain the decisions behind it.

At Genzcodemy, this is the first thing we address: students build a project they own completely, can explain from scratch, and can demo to an interviewer. Happy to answer further questions here.

ECE, government college in Andhra Pradesh. 7.2 CGPA. Campus placement season is essentially over at my college only 3–4 companies came, placed maybe 15–20 students total out of 180. I wasn't among them.

I've been sitting with this for a few weeks and trying to figure out what to do. I don't want the "don't give up" comments I want to understand: is the off-campus path realistic right now? Is the job market actually as bad as it seems? And if I want to learn a skill, which one makes sense for ECE background specifically?

Been reading some threads here and it seems like a lot of people are in the same situation. Would appreciate people who've actually been through this to share what worked.