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Sujal Gupta

@sujalgupta3

Medical researcher at GIDEON Informatics who validated biomedical evidence and built a leakage-aware diabetic retinopathy classification pipeline.

India

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What I'm looking for

I’m seeking to apply my analytical research skills to clinical research data analysis, operational analytics, and evidence-based decision-making.

At GIDEON Informatics, I synthesised biomedical and epidemiological literature into structured evidence for a healthcare knowledge system, assessing source quality and resolving scientific discrepancies. I also validated database entries and applied research-backed corrections to improve data integrity.

At NITI Aayog, I analysed medical-device trade data and mapped component-level value chains across imaging and advanced diagnostics. I combined trade data, regulatory benchmarking, and capability-gap analysis to develop policy recommendations on upstream manufacturing and import dependence.

For my diabetic retinopathy classification project, I built a five-class pipeline using ResNet50 and DenseNet121 feature extraction, feature fusion, and a LightGBM meta-learner. A SHA-256 integrity audit found cross-split duplicates and label conflicts, informing leakage-aware splitting and evaluation.

My research has also included analysing Ayushman Bharat Digital Mission datasets, comparing food-colourant regulations across jurisdictions, and contributing groundwater data analysis. I’m seeking to apply these analytical research skills to clinical research data analysis, operational analytics, and evidence-based decision-making.

Experience

Work history, roles, and key accomplishments

Medical Researcher

GIDEON Informatics

Jun 2026 - Oct 2026 (4 months)

Synthesised biomedical and epidemiological literature into structured, validated evidence for a global healthcare knowledge system. Validated and refined database entries by critically evaluating clinical accuracy and applying research-backed corrections.

Evidence Synthesis Data Validation Critical Appraisal Data Integrity Biomedical Research

Research Intern, Science & Technology Division

NITI Aayog, Government of India

Jan 2026 - Feb 2026 (1 month)

Analysed medical-device trade datasets and mapped component-level value chains across imaging and advanced diagnostics. Integrated trade data, regulatory benchmarking, and capability-gap analysis to develop evidence-based policy recommendations.

Data Analysis trade data analysis Regulatory Benchmarking Policy Analysis Value Chain Analysis

Research Contributor

Central Ground Water Board

Jul 2025 - Oct 2025 (3 months)

Analysed and visualised drilling datasets for two research studies on groundwater and rig rehabilitation. Contributed to technical report editing.

Data Analysis Data Visualization Technical Writer Groundwater Research

Science & Standards Intern

Food Safety and Standards Authority of India (FSSAI)

Jul 2025 - Sep 2025 (2 months)

Compared 32 food colourants across six international regulatory frameworks, mapping approved uses by food category and identifying cross-jurisdiction regulatory gaps. Built a structured, colour-coded analytical dataset and presented findings to support regulatory alignment.

Regulatory Analysis Data Analysis Food Safety International Standards Presentation Skills

Digital Health Intern

International Institute of Health Management Research (IIHMR

Jun 2025 - Aug 2025 (2 months)

Analysed Ayushman Bharat Digital Mission datasets including health facility registries, professional records, and microsite adoption metrics. Identified adoption patterns and regional disparities, delivering data-driven insights for policy planning.

Data Analysis Healthcare Data Policy Planning Data Visualization Digital Health

Medical Imaging AI Trainee

Hansraj College, University of Delhi

Jun 2025 - Aug 2025 (2 months)

Developed an award-winning diabetic retinopathy grading model, reporting weighted F1 of 0.940 on APTOS 2019 in a preliminary evaluation.

Machine Learning Deep Learning Computer Vision Model Evaluation Python

Biotech Research Trainee

Deen Dayal Upadhyaya College, University of Delhi

Jun 2024 - Jul 2024 (1 month)

Performed DNA extraction, PCR amplification, gel electrophoresis, cloning, and recombinant colony screening. Documented experimental observations and validated constructs.

DNA Extraction PCR Gel Electrophoresis Cloning Molecular Biology

Education

Degrees, certifications, and relevant coursework

Deshbandhu College, University of Delhi

Bachelor of Science, Life Sciences

2023 - 2026

Grade: 8.394/10

Activities and societies: Editor-in-Chief, Synergia Life Sciences Society; Public Relations Associate, E-Cell; Content Strategist and Science Communicator.

Pursuing a B.Sc. in Life Sciences with a CGPA of 8.394/10, including coursework in Python programming, data analysis, genetics, and biochemistry.