A weigh scaled vehicle calibration system includes a weigh scaled vehicle comprising a field scale unit and an electronic computing device comprising a processor and memory electrically coupled to one another. The memory stores a set of computer readable instructions that, when executed by the processor cause the processor to: receive data from the field scale unit corresponding to a first weighing event of a first test weight, receive an identification tag corresponding to the first test weight, and compare the data corresponding to the first weighing event to a first reference weight of the first test weight to calculate a first calibration value. The processor further stores the first calibration value in the memory, compares the first calibration value to prior calibration values stored in the memory, and generates a feedback report of the field scale unit based at least in part on the comparison of the calibration values.