| CPC G08G 1/202 (2013.01) [G01C 21/3438 (2013.01); G06Q 50/40 (2024.01); G08G 1/123 (2013.01); G08G 1/205 (2013.01); H04W 4/30 (2018.02)] | 20 Claims |

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1. A computer-implemented method comprising:
generating, by a transportation matching system, a first predicted provider-requester device gap for a first geographic region and a second predicted provider-requester device gap for a second geographic region;
generating, by the transportation matching system from the first predicted provider-requester device gap utilizing a predictive request model that generates provider incentive metrics from provider-requester gaps, a first provider incentive metric for the first geographic region indicating a first triggering incentive to increase provider device activity to cover the first predicted provider-requester device gap;
generating, by the transportation matching system from the second predicted provider-requester device gap utilizing the predictive request model, a second provider incentive metric for the second geographic region indicating a second triggering incentive to increase provider device activity to cover the second predicted provider-requester device gap; and
providing, for display via a user interface of provider device:
a first indicator of the first triggering incentive for the first geographic region; and
a second indicator of the second triggering incentive for the second geographic region.
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