Score
78
/ 100
Strong alignment with this role's requirements.
Most must-haves are supported by specific evidence in your resume. One requirement (REST API design) was found but couldn't be confirmed with high confidence.
How is this score calculated?
3
Supported
1
Missing
1?
Unclear
Must-have coverage
Requirements pulled from the job description, with what we found in your resume.
Cloud platforms (AWS, GCP, or Azure)
Missing
No mention of AWS, GCP, Azure, or any cloud-deployed work was found in your resume. Beta lists this as a required qualification.
REST API design
? Unclear
Your resume mentions "API endpoints" in the FastAPI service project, but doesn't explicitly describe REST design choices, versioning, or contract decisions.
Python proficiency
Supported
Multiple supporting bullets across two projects and one internship.
SQL / relational databases
Supported
PostgreSQL work in the analytics project, plus database coursework.
Version control with Git
Supported
GitHub link present; collaboration on team project mentioned.
Evidence
Quotes from your resume that support each matched requirement. Source lines are approximate.
"
Built a FastAPI service in Python serving 12k requests/day for course recommendations, with Pydantic validation and OpenAPI docs.
Projects · CourseMatch · line ~24
Matches
Python proficiency
Assessment
Concrete project with measurable scale and a real framework. Strong supporting evidence.
"
Designed and queried a PostgreSQL schema (6 tables, 1.2M rows) for an internal analytics dashboard, including window functions and indexed joins.
Experience · DataLab Internship · line ~14
Matches
SQL / relational databases
Assessment
Specific schema work with concrete scale. Goes beyond coursework-level claims.
"
Collaborated with 3 teammates using Git and pull-request reviews; merged 40+ PRs over two semesters on the senior capstone project.
Projects · Senior Capstone · line ~31
Matches
Version control with Git
Assessment
Demonstrates collaborative Git practice, not just solo use.
Gaps
Requirements we couldn't confirm from your resume. Missing means we found nothing relevant; unclear means we found something but couldn't confidently match it.
Cloud platforms (AWS, GCP, or Azure)
Beta lists this as a required qualification. Cloud-deployed coursework, lab projects, or even a small personal AWS deployment would address this.
REST API design
Your resume mentions API endpoints but doesn't specify REST conventions, versioning, or contract decisions. A short note in your FastAPI bullet would clarify this.
Next edits
Suggested edits ranked by likely impact on this job's score. We don't guarantee outcomes.
1
Add a bullet describing a cloud-deployed project
Even a short personal-project deployment to AWS Free Tier, GCP, or Azure would directly address Beta's required cloud qualification. Mention the platform, the workload, and any infrastructure-as-code or deployment automation you used.
Addresses
Cloud platforms
2
Make REST design choices explicit in your FastAPI bullet
Add a few words about your endpoint conventions, versioning, or data validation choices. Example: "Designed versioned REST endpoints with Pydantic schemas and consistent error response contracts."
Addresses
REST API design
3
Quantify your GitHub PR collaboration impact
You already mention 40+ PRs — consider adding what fraction were reviewed, what features they shipped, or any code review feedback you regularly gave. Strengthens already-supported evidence.
Addresses
Version control with Git
Notes & caveats
Source line numbers are approximate, derived from PDF text extraction. They may shift if your resume is exported from a different tool.
Nice-to-have themes (Docker, CI/CD) were detected in the job description but are not weighted in the must-have score above.