Harsh Kumar Sona

Patna, Bihar, India

Since January 13, 2026

Skills

Data PreprocessingMachine LearningPythonNode.jsMERN StackAPI IntegrationTensorFlowPyTorchHTML5Full-stackGit-GitHubPostmanDocker / KubernetesNosqlMysqlBackendLinux

Experience

Infotact Solutions

Data Associate L1

May 1, 2025 – July 1, 2025

Ceeras IT Services

CyberSecurity Intern / Pen Tester

February 1, 2025 – June 1, 2025

Key Strengths

Demonstrated interest and project experience in MERN stack development, specifically a 'Real-Time Chat Application' using MERN and WebSockets.
Exposure to Data Science and Machine Learning concepts, including developing and deploying ML models using Python and Flask.
Internship experience in Cybersecurity, including penetration testing and vulnerability assessment, which provides a security-aware perspective.
Strong academic record with an 8.6 CGPA in an ongoing B.Tech CSE (AI & ML) program.
The candidate's profile aligns with an interest in full-stack web applications and data-driven solutions, which are relevant to a MERN role, though not at a lead level.

Skill Analysis

Technical Problem Solving & Implementation

★★★★★

The candidate scored 0% on the technical assessment, indicating a complete absence of proficiency in problem-solving, coding logic, technical accuracy, and practical implementation as evaluated by the test.

Problem SolvingCoding LogicTechnical AccuracyPractical Implementation

Limitations

Complete lack of foundational problem-solving skills
Inability to apply basic coding logic
Significant deficiency in technical accuracy
No demonstrated practical implementation ability

Cultural & Operational Fit

Cultural Fit Analysis

With a psychometric test score of 60.4%, the candidate shows moderate alignment with desired traits such as logical reasoning, work attitude, stress handling, and team collaboration. There is room for improvement to fully align with a high-performance cultural environment.

Soft Skills & Operational Fit

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