Thankyou for dropping by my profile. I love to share my experiences and learn from the experiences of others. ** My opinions on LinkedIn are my own and not my Employers ** " What I post about changes to managerial frameworks is based on my research and perspective and not on my experiences with my former or current line Manager unless I specify it." I'm a MSc in Data Science graduate from the University of London program at Goldsmiths University. I'm a part-time Business intelligence trainer and Consultant for a data consultancy called Ai datayard. I have trained professionals from diverse backgrounds in Data Science and Business Intelligence and some have included senior positions and bureaucrats from International and Pakistan based Institutions. I'm also a part time course consultant and trainer for Simpliv, a US based Online course platform for Machine Learning and People Analytics course trainings. I'm ranked amongst the top 1% of Data Scientists on Kaggle as an expert in terms of Contribution to Coding work and Discussion Participation with a total of 70+ Medals earnt. I have written 30 internationally published Articles on Data Science and Business Intelligence on Medium published on Known Platforms like Analytics Vidhya and Geek Culture and have helped Data Science and Social Science researchers in Pakistan and internationally. I have also independently published my research papers on data science applications from which some are also published in Journals. My article on Using Pycaret Machine learning Modelling was shortlisted among the top 100 Articles in Analytics Vidhya Data Science Blogathon 22. Two of my articles on Digital Businesses have been published in the newspapers in Pakistan. I have been a Invited Guest speaker on Multiple Online Webinars and Three Universities including GIK, FAST and IobM on Data Science and Business Intelligence. I have served various International Clients and Organizations on Upwork in building Machine learning and Business Intelligence Analysis reports. I have also developed and launched data science-related certification courses on Udemy and other platforms. I have completed 130 Certifications of which 50 are In Technology and Data Science related domains. I have provided important data analysis to Unilever Pakistan in the past for their HR Employee Journey and at The Citizens Foundation where I managed all analytics on the distribution of funds and donors. developments and have helped international organisations including Women leaders in Data and AI for Analytics research.