Siva Subramanian
Decision Scientist at Mu Sigma Inc. | PGP-Data Science Engineering at Great Lakes Institute of Management
- Role
- Trainee Decision Scientist at Mu Sigma Inc.
- Location
- Bengaluru, KA, IN
- LinkedIn followers
- 500 followers
About Siva Subramanian
I build AI systems that actually get used — LLM-powered chatbots, predictive ML models…
Experience
Trainee Decision Scientist
Jan 2023 — Present · Bengaluru, IN
Clinical Trial Portfolio simulation using Agent Based Modelling.* Developed and implemented an agent-based model to simulate and forecast patient enrollment and CRAs resource allocation in a clinical trial, utilizing discrete event modeling techniques.* Utilized the pgmpy library to construct a Bayesian network that captured and analyzed agents decision-making behavior within the clinical trial setting.* Designed and built an interactive dashboard using Dash and ReactJs, allowing users to simulate and explore different scenarios within the clinical trial process. Generated different plots to understand the patient,site and CRAs details as the simulation is running.* Integrated ABM, Discrete Event Modelling, and Bayesian network methodologies, creating a robust decision support system calibrated with historical trial data, ensuring real-world accuracy- Drug Launch Simulation using Agent Based Modelling*Developed advanced simulation to understand how various factors contribute to increasing the drug likeliness of healthcare professionals (HCPs) and awareness of HCPs*Utilized ABM techniques to understand how various marketing efforts influence the drug likeliness and awareness of HCPs and forecast the market penetration of the drug.*Created user-friendly Dash front-end interface for interactive visualization and data-driven decision-making.
Education
Saranathan College of Engineering
Bachelor's degree, Mechanical Engineering
2014 — 2018
Great Lakes Institute of Management
PGP, Data Science Engineering
Find verified contacts for anyone on LinkedIn
Unifers gives sales teams verified emails and direct dials, enriched profiles, and outreach that lands in the inbox.
Free plan included · No credit card required
This profile is compiled from publicly available professional sources. Unifers is not affiliated with or endorsed by LinkedIn. Request removal of this profile.