Tech career guides for freshers

Guides

Each guide covers the day-to-day work, a skills roadmap, portfolio projects, interview topics, common mistakes, and the exact skills Insta Job looks for in your resume, including the tools it does not recognise yet. The guides make no promises about jobs or pay; they describe what the work involves and how to prove you can do it.

• Data analyst

  SQL, spreadsheets, Python and statistics, turned into answers a team can act on. Projects on real public data and resume lines that show the work.

• Backend developer

  APIs, databases, testing and Docker. Which stack to pick, what to build, and how to describe it so it counts as evidence.

• Frontend developer

  HTML, CSS, JavaScript, React and TypeScript, with accessibility and testing. Projects to deploy and what machine coding rounds test.

• Machine learning engineer

  Python, model training and evaluation, deployment and LLM applications. Projects that show measured results, not just demos.

How to pick a direction

1. Start from what you enjoy building. Answering questions with data points to analyst work; APIs and databases to backend; interfaces people use to frontend; models and experiments to machine learning.
2. Read real listings. For each role you are considering, read a batch of current listings in the cities you are targeting and note the skills that keep appearing.
3. Try a small project in each. A weekend project per direction tells you more than any quiz. Notice which one you want to keep working on.
4. Check what your resume already proves. Skills overlap: SQL, Python, Git and testing are useful in several roles, so your existing work may fit more than one direction.
5. Choose one main direction and one backup. Go deep on the main one, and keep the backup close enough that the same projects support both.

Let your resume suggest the directions

Insta Job reads your resume in your browser (PDF or DOCX, up to 5 MB; the file is never uploaded) and suggests up to three career directions, each citing the resume lines it used. There is no numeric fit score. The directions it can suggest are Backend Engineer, Frontend Engineer, Full-stack Engineer, Data Analyst, Data Engineer, Machine Learning Engineer, AI Application Engineer, ML Platform Engineer, QA / Test Engineer and Security Engineer.

It then shows matching openings from a selected set of employer job feeds, checked every six hours, and links to LinkedIn, Glassdoor, Foundit and Naukri searches for each role. You apply on the employer's site. It is free for anyone 18 or older, with ten free AI searches per browser.