Cheminformatics Data Scientist
About This Role
Mining massive chemical databases using machine learning and statistics to discover new drugs or catalysts.
A Day in the Life
Cheminformatics Data Scientists apply advanced machine learning and AI methods to chemical datasets, building predictive models for drug-like properties, molecular generation, and chemical space exploration to accelerate drug discovery and materials design.
- Develop deep learning models (graph neural networks, transformers) for molecular property prediction
- Build generative AI systems for de novo molecular design (VAEs, diffusion models)
- Train and evaluate ML models on large chemical datasets from ChEMBL, PubChem, ZINC
- Apply transfer learning and multi-task learning to chemical property prediction problems
- Develop explainable AI tools for understanding model predictions in chemistry context
- Deploy cheminformatics ML models into production pipelines via APIs
- Collaborate with medicinal chemists and computational biologists on model-guided design
- Write research papers and contribute to open-source AI chemistry tools (e.g., DeepChem)
Work Environment
Typical hours: 42h/week · WLB score 8/10 · OCCASIONAL overtime
Remote-friendly and tech-sector culture; generally excellent WLB with flexible schedules.
Skills Required
Technical Skills
Soft Skills
Tools & Software
Salary in Sri Lanka (LKR / month)
Typical progression: 3yr to mid · 7yr to senior
ML Engineer → Cheminformatics Data Scientist → Senior Data Scientist → AI Chemistry Lead
Global Salary (USD / year)
Top Markets
Market Outlook
GROWING
High growth potential especially for remote roles with global biotech and pharma AI companies.
Hiring: LOW
GROWING
Explosive demand from AI drug discovery companies, generative chemistry startups, and leading pharma AI teams.
Entry Requirements
Sri Lanka
Preferred
Global
Preferred
Helpful Certifications
Entrepreneurship & Freelancing
Platforms (SL)
Risks & Challenges
AI Replacement Risk
LOW
LONG TERM
Burnout Risk
LOW
Job Security (SL)
HIGH
How to Qualify in Sri Lanka
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Frequently Asked Questions
Cheminformatics Data Scientists apply advanced machine learning and AI methods to chemical datasets, building predictive models for drug-like properties, molecular generation, and chemical space exploration to accelerate drug discovery and materials design.