Career Launch: From Graduate to Hired

Templates

Your job-search toolkit

Copy these structures and make them your own.

Worked examples

Scripts, examples and question banks

Real examples you can adapt for your own applications and interviews.

Example 1 – Turning weak résumé bullets into strong ones

WEAK   Worked on a Kubernetes project.
STRONG Deployed a containerised Python API to Kubernetes with a GitHub Actions
       pipeline (tests + vulnerability scan), cutting release time from 1 hour to 8 minutes.

WEAK   Responsible for testing.
STRONG Built 40 automated Playwright tests for login and checkout, catching 6 bugs
       before release and reducing manual regression time by 70%.

WEAK   Knowledge of SQL.
STRONG Wrote SQL reports (JOIN, GROUP BY) on 50,000 job postings to show hiring
       trends by city, presented in a Power BI dashboard.

Example 2 – A 2-minute “Tell me about yourself” answer

"I'm a recent computer science graduate focused on cloud and DevOps.
In my final year I built a job-search API, packaged it with Docker and deployed it to
Kubernetes with a CI/CD pipeline that tests and scans every change. I enjoyed making
releases fast and safe, and I earned the AWS Cloud Practitioner certification.
I'm excited about this role because your team runs production workloads on AWS,
and I want to grow as a cloud engineer while contributing to reliable releases."

Example 3 – A behavioural answer using STAR

Question: "Tell me about a time something went wrong."
S – Situation: The night before our Epitomsoft project demo, our deployment pipeline failed.
T – Task:      I owned the pipeline, so I had to get it working before 9 a.m.
A – Action:    I read the logs, found an expired access token, replaced it with
               short-lived OIDC credentials, and added a pipeline check for it.
R – Result:    We demoed on time, and the pipeline never failed for that reason again.
               I learned to read logs first and to automate the fix, not just patch it.

Example 4 – Interview question bank to practise

TECHNICAL
 • Walk me through your best project. What would you do differently?
 • What happens when you type a URL into a browser and press Enter?
 • Explain the difference between a Docker image and a container.
 • How do Git branches and pull requests work in a team?
 • Write a SQL query to count job postings per city.
 • An API is suddenly slow – how would you investigate?
 • (Track-specific) REST vs GraphQL · test pyramid · RAG vs fine-tuning · public vs private subnets

BEHAVIOURAL
 • Tell me about yourself.
 • Describe a time you worked in a team with a disagreement.
 • Tell me about a mistake you made and what you learned.
 • How do you learn a new technology quickly?
 • Why this company and this role?

YOUR QUESTIONS FOR THEM
 • What does success look like in the first 90 days?
 • How are new engineers mentored and code-reviewed?

Example 5 – A LinkedIn networking message (under 80 words)

Hi Jordan – I'm Priya, a 2026 CS graduate focused on cloud engineering.
I enjoyed your post about migrating to EKS; I recently deployed a small API to
Kubernetes with GitHub Actions. Would you be open to a 15-minute chat about what
your team looks for in junior cloud engineers? Thank you either way!

Further learning

Free official documentation & open-source references

Primary sources and free hands-on resources to go deeper.

• Tech Interview Handbook – free, open-source guide to résumés and technical interviews
• NeetCode roadmap – free structured coding-interview practice
• Exercism – free coding practice with mentoring in 70+ languages
• Managing your GitHub profile README – official GitHub documentation
• roadmap.sh – free role-based learning roadmaps
• Optional Practical Training (OPT) for F-1 students – official USCIS information for international students