Ride Demand Metrics

As a data scientist working in a ride-sharing marketplace, what key metrics would you analyze to evaluate ride demand at any given time? Which indicators would help you identify scenarios of high demand coupled with low supply? How would you establish a threshold to signify excessive demand?