OOH Marketing is a significant portion of non-digital marketing. While traditionally they had minimul insights in dynamic demand change and pricing, they primarily charged for ad placements like on billboards and bus stands with availabel seasonal information. However, events play a major role in people movement in a city and identifing these key pockets. Using onground demand forecasting can lead to better pricing, space negotiation and increase in profit marginr