He holds both undergraduate and postgraduate degrees from IIT Kanpur and IIT Delhi. Currently affiliated with HBTU Kanpur, Great Lakes, AIMA New Delhi, and NMIMS Mumbai, he serves as a consultant for IBM and UNESCO in Business Analytics. He has published a paper on integrating alternate payment channels, presented at The Fourth International Conference on Payment Channels organized by Banknet India, Mumbai. His interests include Data Mining, Data Analysis, Business Analytics, Structural Equation Modeling, and Multivariate Analysis, utilizing platforms like R, Python, SPSS, Amos, Modeler, and IBM Watson Analytics. He has conducted international workshops for organizations such as Saudi Aramco, Kiatanin Bank, and the Ministry of Road Transport in Abu Dhabi, along with prominent domestic trainings at AIMA, Symbiosis University, and IIT Kharagpur, among others.