Couple of general suggestions. Not really a Network Analyst expert, but hopefully these apply. - really look at what needs to within the looping structure. I'm probably not understanding all the logic in there, but it does seem like there are some variables and operations that would yield the same result with each iteration (particularly at the beginning of the loop). - is there a way to avoid using the `Append` operation inside your looping? This is a relatively expensive operation. In the past, I've created a numpy array within a loop and then used `arcpy.da.numpyArrayToFeatureClass` to ingest all of that information at once ([see my response to another question for an example][1]). - I'm guessing the `arcpy.na.Solve` operation is pretty expensive. Does this need to be solved iteratively or can it be done once all the `arcpy.na.AddLocations` operations are done? For that matter, if you collect all the locations within the loop, can the `arcpy.na.AddLocations` be done below the loop (could use numpy arrays, or even just a list of point geometries)? - is it necessary to create `outGeographicalAreaCentroidsSelection`? Can the selection on the original feature layer be used as input to `AddLocations` instead? - can the two `SelectLayerByAttribute_management` operations be merged into one? [1]: https://gis.stackexchange.com/questions/26542/get-a-point-on-a-polyline-from-end-points-given-distance-along-poly-line/84074#84074