プロフィール詳細

プロジェクトを作成

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Dr. Owais A.に依頼

India

Dual PhD (Statistics & CS) | High-Stakes Consulting for Biostatistics, XAI & Quant Finance

プロフィール概要

I am a Dual PhD (Statistics & CS) researcher and consultant specializing in "rescue projects"—complex problems where standard, off-the-shelf models have failed. My work sits at the intersection of Mathematical Statistics, Computer Science, and Economics, providing a rigorous foundation for solutions that are both computationally efficient and economically viable. The Text-First Advantage: Operating exclusively as a text-first consultant due to a permanent speech disability, I provide a level of documentation and precision rarely found in consulting. Clients receive a 100% accurate, audit-ready digital trail of every methodology, instruction, and strategic pivot—essential for regulatory submissions (FDA/EMA) and IP documentation. Core Verticals: Health & Biostatistics: Bayesian adaptive designs, sample size re-estimation, and survival analysis for clinical trials. I ensure protocols are both statistically robust and regulatory-compliant. AI Governance & XAI: Deploying "Glass Box" AI for regulated industries. I use SHAP, LIME, and Uncertainty Quantification to make black-box models interpretable for stakeholders and regulators. Quantitative Finance: Leveraging Markov Chain frameworks and stochastic volatility modeling for risk mitigation and algorithmic trading strategies. Serving as Principal Data Scientist at IISc (Computational Data Sciences), guiding R&D projects from theoretical proof-of-concept to scalable production deployment for global clients.

専門分野

• ★ Biostatistics
• ★ Data Analysis
• ★ Algorithm Design
• ☆ Computer Science
• ☆ Software Engineering
• ☆ Cryptography
• ☆ Predictive Modeling & Analytics
• ☆ Machine Learning
• ☆ Data Architecture
• ☆ Statistics
• ☆ Bayesian Statistics
• ☆ Mathematical Statistics
• ☆ Medical Statistics
• ☆ Health Data Analysis
• ☆ Bioinformatics
• ☆ Structural Bioinformatics
• ☆ Applied Mathematics
• ☆ Stochastic Processes
• ☆ Risk Assessment & Actuarial Science
• ☆ Clinical Trials
• ☆ Clinical Trial Design
• ☆ Clinical Trials Data Analysis
• ☆ Regulatory Affairs
• ☆ Feasibility Studies
• ☆ Regulatory Writing
• ☆ Clinical Trial Documentation
• ☆ Clinical Trial Protocol Writing
• ☆ Technical & Scientific Writing
• ☆ Journal Selection
• ☆ White Papers
• ☆ Statistical Finance
• ☆ Mathematical Finance
• ☆ Business Strategy

サービス

• Writing
• Research
• Consulting
• Data & AI
• Product Development

Writing Clinical Trial Documentation, Medical Writing, Non-Medical Regulatory Writing, Technical Writing

Research Market Research, Meta-Research, Feasibility Study, Gap Analysis, Gray Literature Search, Scientific and Technical Research, Systematic Literature Review

Consulting Healthcare Consulting, Operations Consulting, Scientific and Technical Consulting, Financial Consulting, Regulatory Consulting

Data & AI Predictive Modeling, Statistical Analysis, Algorithm Design-Non ML, Algorithm Design-ML, Data Visualization, Big Data Analytics, Data Insights

Product Development Product Evaluation, Product Validation, Product Compliance , Concept Development

職務経験

Principal Data Scientist / Principal Research Consultant. I serve as the primary link between the Department of Computational and Data Sciences (CDS) and industry partners. My work focuses on translating high-level research—specifically Bayesian frameworks and Uncertainty Quantification—into production-ready models for Fortune 500 R&D projects. I ensure that theoretical proof-of-concepts are not just mathematically sound, but also scalable and auditable for deployment in regulated environments.

Indian Institute of Science Bangalore

11月 2022 - 現在

Principal Data Scientist & Statistical Consultant. I am typically engaged for 'rescue projects'—situations where standard statistical models have failed or where black-box AI cannot pass regulatory scrutiny. My practice focuses on Biostatistics for clinical trials and Risk Modeling for finance. By operating on a text-first model, I provide my clients with a rigorous digital paper trail that is 100% audit-ready, a critical requirement for FDA/EMA submissions and high-stakes financial reporting.

Independent Consultant

2021 - 現在

Independent Consultant | Biostatistics & AI Strategy

Quantitative Strategy Consulting (Freelance)

6月 2019 - 現在

Lead Biostatistician

Syngene International

10月 2023 - 5月 2024

学歴

Doctor of Philosophy (Ph.D.) in Statistics (Statistics )

Indian Statistical Institute

2021 - 2月 2024

Doctor of Philosophy (Ph.D.) in Computer Science and Engineering (Department of Computer Science or the Faculty of Engineering & Technology)

Sant Gadge Baba Amravati University

2017 - 6月 2021

Master of Science (M.Sc.) in Statistics (Department of Statistics )

University of Kashmir

2015 - 10月 2017

Master of Science (M.Sc.) in Economics (Department of Economics )

Indira Gandhi National Open University

2014 - 2017

認定資格

• 認定資格の詳細は未入力です。

出版物

JOURNAL ARTICLE

"Stochastic Modeling of Markov Chain in Insurance Companies," Int. J. Eng. Res. Technol. (IJERT), vol. 14, no. 11, Nov. 2025. doi: 10.17577/IJERTV14IS110177 .

Explainable Artificial Intelligence for Autonomous Driving: A Comprehensive Overview and Field Guide for Future Research Directions," in IEEE Access, vol. 12, pp. 101603-101625, 2024, doi: 10.1109/ACCESS.2024.3431114 .

A. M. T. Ahmed et al., "A Systematic Review on Federated Learning in Medical Image Analysis," in IEEE Access, vol. 11, pp. 28628-28644, 2023, doi: 10.1109/ACCESS.2023.3259923 .

DISSERTATION THESIS

Reinforcement Learning for Financial Trading: Algorithms, Evaluations and Platforms.

On the Low-Dimensional Structure of Bayesian Inference A. Spantini, "On the Low-Dimensional Structure of Bayesian Inference," Ph.D. dissertation, Dept. Aero. Astro., Massachusetts Institute of Technology, Cambridge, MA, 2017.

BLOG POST

Quanticate Statistical Consultancy Team. (2024, May 16). An Introduction to Biostatistics in Clinical Trials. Quanticate Blog. https://www.quanticate.com/blog/bid/42604/an-introduction-to-biostatistics-in-clinical-trials .