At the onset of COVID-19, out-of-stocks plagued retailers. Their immense impact was amplified by the "Bullwhip Effect" to create tsunami-like waves in demand from retailers to brands and on to their suppliers. The vicious cycle of hoarding and resulting out-of-stocks fueling further hoarding forced brands to look beyond point-of-sale (POS) data as their ultimate demand…