Vincent Charles is a Professor and Director of the Center for Value Chain Innovation at CENTRUM Católica Graduate Business School, Pontifical Catholic University of Peru, Lima, Peru. Ali Emrouznejad is a Professor and Chair in Business Analytics at Surrey Business School, The University of Surrey, UK.