Chair/Président: Samar Garrab (Royal Military College of Canada) 

Novel Data-Driven Resilience Supply Chain Risk Measures with Seasonal Demand Components Author(s)/Auteur(s): Masudul Islam (University of Manitoba Faculty of Science), Sulalitha Bowala (University of Manitoba Faculty of Science), Srimantoorao Appadoo (University of Manitoba) & Aerambamoorthy Thavaneswaran (University of Manitoba Faculty of Science)

 Canada methane emissions beyond COP26 Author(s)/Auteur(s): Samar Garrab (Royal Military College of Canada) 

Investigating a Multilayer Network’s Connections’ Inductors: The case of the Chilean Emergency Response Network Author(s)/Auteur(s): Julie Ricard (ESG UQAM), Muriel Dufour (Universite du Quebec en Outaouais) & Paulina Pardo Arroyo (Universite du Quebec a Montreal) 

Supporting Supplier Selection in the Canadian Procurement Industry using Machine Learning Clustering Author(s)/Auteur(s): Asma Husna (Toronto Metropolitan University), Ahmad Ghasempoor (Toronto Metropolitan University) & saman Hassanzadeh Amin (Toronto Metropolitan University)