This workshop will provide an opportunity to immerse in discussions and stay updated on the advances in Quantitative Interpretation (QI) for the O&G as well as the wider energy industry. The workshop aims to become the hub for sharing recent experiences on applications of new and emerging QI technologies such as physics-guided machine learning for reservoir characterization; advanced geostatistical inversion to generate more reliable and predictive subsurface models; integration of rock physics in QI workflow to better understand the reservoir challenges and improve QI properties predictions, hence maximizing exploration and development drilling success; and not to forget, innovative applications of basic but useful QI tools such as AVO attributes and EEI.