Six years of research experience in Technological and Innovation Management and Patent Portfolio analytics, Digital Innovation, Smart Manufacturing, and Readiness Assessments (Certified Industry 4.0 assessor) and Three years of experience in Large Lanaguage models (LLMs) and its applications. Recently built the cutting edge solutions in Text2SQL models for cloud based industrial databases.Demonstrated applied Machine Learning skills (Random Forests, XGBoost) and Text modeling (BERT) in discovering complementarities among digital innovation using Semi-Supervised learning in my doctoral research. Also having experience in count models such as Poisson regression and Negative Binomial Regression. Expert in Regression Discounity Design (RDD) and Diffence in Difference (DID) method. Worked with various manufacturing projects and have experience in the domain of New Product Development and Process Planning. Presented at various conferences and workshop: the 14th Conference on the Digital Economy (organized by ISB, India), Workshop on "Emerging Trends in Advanced Manufacturing" (organized by IITM, India, and University of Nottingham, UK), 3rd International Conference on Advances in Industrial Engineering Applications (organized by CEG). Delivered invited talk on "Smart Manufacturing & its Tipping Point" in the "Digital Operation & Technology " course and "Cloud Manufacturing" in the "Future Manufacturing Business" course at DoMS, IIT Madras.Expert in: Gen AI, Machine Learning, Econometric Modeling, System Dynamics, Operations Research, Decision Analysis, Technology, and Digital Strategy Management, Patent analytics.