GuideEvery HireGEN score is traceable to the evidence behind it.See how evidence labels work →
Sample labSample data

Sample profiles for students, employees, and recruiters.

These are synthetic, safe-to-share profiles used to test HireGEN's extraction, matching, scoring, gaps, and anti-hallucination behavior.

Students

Freshers, campus projects, academic research, and early proof signals.

Employees

Experienced profiles across infra, backend, QA, business analysis, and DevOps.

Recruiters

Target-role checks that show direct matches, logical transfers, and missing proof.

HG-ST-001StudentBaseline

Student web projects baseline

Whether baseline mode rewards coursework, internships, SQL, and practical projects without inventing senior experience.

Candidate
Aarav
Profile type
Student
Target
Current profile baseline
Expected signal
React, Node.js, SQL, Git, project proof gaps
View sample input
Resume
Aarav
Bengaluru, India
Education: B.Tech Computer Science, 2026
Summary: Final-year student with coursework in data structures, web development, databases, and operating systems.
Projects:
- Campus Events Portal built with React, Node.js, Express, and MongoDB. Implemented event listing, registration, and admin dashboard.
- Library SQL mini project with normalized schema, joins, indexes, and reporting queries.
- Seminar on accessibility basics and responsive UI design.
Skills: JavaScript, React, Node.js, SQL, Git, HTML, CSS.
Internship: Two-month frontend intern, fixed UI bugs and wrote component tests.
HG-ST-002EmployeeTarget gap

Junior backend target match

Whether target-role mode maps Node.js, REST APIs, PostgreSQL, testing, Docker basics, and gaps against a backend JD.

Candidate
Meera
Profile type
Employee
Target
Backend Engineer
Expected signal
REST APIs, PostgreSQL, Docker, CI/CD gap
View sample input
Resume
Meera
Hyderabad, India
Education: B.E Information Science, 2022
Experience: 2 years as Software Engineer at a SaaS startup.
Work:
- Built REST APIs in Node.js and Express for customer billing workflows.
- Used PostgreSQL tables, migrations, and query optimization for reporting endpoints.
- Added Jest unit tests and Postman collections for API validation.
- Basic Docker usage for local development.
Projects: Expense API with authentication, PostgreSQL, and deployment notes.
Skills: Node.js, Express, REST APIs, PostgreSQL, JavaScript, Git, Docker basics, testing.
Target JD
We need a Backend Engineer with Node.js or Python, REST APIs, PostgreSQL, Redis, Docker, testing, CI/CD, and cloud deployment experience.
HG-ST-003EmployeeBaseline

Senior infrastructure baseline

Whether resume-first extraction captures enterprise infrastructure depth, certifications, and operations leadership.

Candidate
Suresh
Profile type
Employee
Target
Current profile baseline
Expected signal
AIX, SUSE, PowerHA, Pacemaker, Azure, RCA
View sample input
Resume
Suresh
Pune, India
Summary: Senior infrastructure specialist with 13 years in UNIX, Linux, and enterprise operations.
Current Role: Senior Lead Infrastructure Engineer.
Experience:
- Administered IBM AIX, SUSE Linux, VIOS, HMC, NIM, and LPAR environments.
- Built and supported PowerHA, HACMP, Pacemaker, and GPFS clusters.
- Led technical health checks, vulnerability remediation, and compliance reviews.
- Managed major incidents and RCA documentation for production systems.
Certifications: ITIL V3 Foundation; IBM Certified System Expert - High Availability for AIX; Microsoft Certified Azure Administrator Associate.
Skills: AIX, SUSE Linux, PowerHA, Pacemaker, GPFS, Azure, RCA, health checks, incident management.
HG-ST-004Career transitionTarget gap

Ops to Senior AI Systems transition

Whether strong ops evidence is treated as transferable but high-priority AI gaps reduce the score.

Candidate
Devika
Profile type
Career transition
Target
Senior AI Systems Engineer
Expected signal
Direct ops match, logical transfer, Python/ML/RAG/agentic gaps
View sample input
Resume
Devika
Bangalore, India
Summary: 14 years of enterprise operations experience across AIX, Linux, Azure, SAP migrations, high-availability clusters, incident response, and RCA.
Experience:
- Senior Technical Lead for UNIX/Linux estates.
- Led major incident response, L4/L5 RCA preparation, and technical health checks.
- Built Pacemaker clusters for SAP HANA and supported PowerHA/HACMP environments.
- Azure cloud administration and migration support.
Certifications: ITIL V3, IBM High Availability for AIX, Microsoft Azure infrastructure certification.
Skills: AIX, SUSE Linux, Azure, SAP HANA operations, Pacemaker, RCA, incident management, technical health check.
Target JD
Design and deploy AI-driven operational intelligence systems. Required skills: Python, machine learning, statistics, anomaly detection, RAG over runbooks, agentic workflows, embeddings, vector stores, APIs, Docker, Kubernetes, observability, drift monitoring, and human-in-the-loop guardrails. Preferred: AIOps, SRE, incident systems, SAP HANA, SAP BTP, ITIL.
HG-ST-005StudentTarget gap

Fresher data analyst target

Whether student analytics projects, internship reporting, SQL, Excel, and Python basics are scored realistically.

Candidate
Nisha
Profile type
Student
Target
Data Analyst
Expected signal
SQL, Excel, Python basics, dashboarding gap
View sample input
Resume
Nisha
Chennai, India
Education: B.Sc Statistics, 2025
Projects:
- Retail sales analysis using Excel pivot tables, VLOOKUP, charts, and dashboard summary.
- SQL project with customer orders, joins, filters, and monthly revenue reports.
- Python basics with pandas for CSV cleaning and matplotlib charts.
Internship: Business analytics intern, prepared weekly KPI reports for operations team.
Skills: SQL, Excel, Python basics, pandas, statistics, presentation, data cleaning.
Target JD
Looking for Data Analyst with SQL, Excel, Python or R, dashboarding, business metrics, data cleaning, storytelling, and stakeholder communication.
HG-ST-006EmployeeTarget gap

Business analyst product fit

Whether non-code corporate experience is evaluated without forcing engineering-only proof.

Candidate
Rahul
Profile type
Employee
Target
Product Business Analyst
Expected signal
Requirements, stakeholder interviews, user stories, SQL basics
View sample input
Resume
Rahul
Noida, India
Experience: 6 years as Business Analyst in retail and logistics domains.
Work:
- Conducted stakeholder interviews, created BRD and functional requirement documents.
- Wrote user stories, acceptance criteria, and process maps for order management workflows.
- Coordinated with engineering, QA, and product managers during Agile ceremonies.
- Built simple SQL reports and dashboard requirement documents.
Skills: Business analysis, stakeholder management, user stories, process improvement, SQL basics, Agile, communication.
Target JD
Role requires requirements gathering, stakeholder interviews, user stories, process mapping, acceptance criteria, SQL basics, dashboards, Agile ceremonies, and clear communication.
HG-ST-007EmployeeTarget gap

QA automation to SDET

Whether automation testing is mapped to SDET requirements and modern framework gaps are exposed.

Candidate
Pooja
Profile type
Employee
Target
SDET
Expected signal
Selenium, API testing, defect triage, Playwright/CI gap
View sample input
Resume
Pooja
Kochi, India
Experience: 4 years in manual and automation testing.
Work:
- Built Selenium automation scripts in Java for regression test suites.
- Performed REST API testing using Postman and wrote API assertions.
- Participated in defect triage, release sign-off, and root cause analysis for escaped defects.
- Maintained test cases, smoke tests, and regression plans.
Skills: Selenium, Java, Postman, REST API testing, test cases, regression, defect triage, Agile.
Target JD
SDET role requiring test automation, Playwright or Selenium, API testing, CI/CD, JavaScript or Java, test strategy, defect triage, and reliability mindset.
HG-ST-008EmployeeTarget gap

Cloud DevOps target match

Whether DevOps evidence is matched to Linux, Azure, Docker, Kubernetes, Terraform, CI/CD, and monitoring.

Candidate
Imran
Profile type
Employee
Target
Cloud DevOps Engineer
Expected signal
Azure, Linux, Docker, Kubernetes, Terraform, monitoring
View sample input
Resume
Imran
Mumbai, India
Experience: 5 years in Linux administration and cloud operations.
Work:
- Managed Azure virtual machines, Linux patching, backup checks, and incident response.
- Created CI/CD pipelines using GitHub Actions for internal services.
- Used Docker for packaging services and basic Kubernetes deployments.
- Wrote Terraform modules for network and VM provisioning.
- Supported Prometheus and Grafana dashboards for infrastructure monitoring.
Skills: Azure, Linux, Docker, Kubernetes, Terraform, GitHub Actions, Prometheus, Grafana, incident response.
Target JD
Cloud DevOps Engineer with AWS or Azure, Linux, Docker, Kubernetes, Terraform, CI/CD, monitoring, incident response, and security remediation.
HG-ST-009StudentTarget gap

Weak noisy backend applicant

Whether the system stays honest when the resume has weak evidence and no GitHub proof.

Candidate
Kiran
Profile type
Student
Target
Backend Engineer
Expected signal
Low score, high gaps, no invented backend expertise
View sample input
Resume
Kiran
India
Summary: Hardworking and passionate about technology. Looking for good opportunity.
Education: BCA, 2024
Experience: Fresher.
Skills: MS Office, communication, teamwork, HTML basics.
Projects: College website assignment, not deployed. No GitHub link available.
Certifications: Completed online computer basics course.
Target JD
Backend Engineer requiring REST APIs, databases, backend language expertise, testing, deployment, and production debugging.
HG-ST-010StudentTarget gap

ML researcher target match

Whether ML academic proof is separated from missing MLOps and production deployment proof.

Candidate
Ananya
Profile type
Student
Target
Machine Learning Engineer
Expected signal
Python, statistics, model evaluation, MLOps/cloud gaps
View sample input
Resume
Ananya
Delhi, India
Education: M.Tech Data Science, 2024
Research:
- Thesis on time-series forecasting using ARIMA, XGBoost, and LSTM baselines.
- Published seminar paper on model evaluation metrics and cross-validation.
Projects:
- Python notebook for demand forecasting with pandas, scikit-learn, and error analysis.
- Flask API prototype serving a trained regression model.
Skills: Python, pandas, scikit-learn, statistics, regression, time-series forecasting, Flask, model evaluation.
Gaps: Limited Docker, Kubernetes, cloud deployment, and production monitoring experience.
Target JD
Machine Learning Engineer with Python, statistics, ML models, model evaluation, MLOps, APIs, cloud deployment, experiment tracking, and production monitoring.