Estimating location in a model
One option would be to cluster the longitude and latitude. Point estimates based on longitude and latitude would be wrong much of the time. Clustering would lower the precision of the data to increase the chance of the model being approximately correct.
Longitude and latitude can be clustering using spatially-aware indexing such as H3. Spatially-aware indexing allows for different size bins.