In certain embodiments, model-based tracking-related prediction for shipped containers may be provided. In some embodiments, scan event information may be obtained. The scan event information may indicate a first-location scan event associated with a first container that occurred at a first location, a first-location scan event associated with a second container that occurred at the first location, and a second-location scan event associated with the first container that occurred at a second location. A prediction model may be used, without a second-location scan event for the second container occurring at the second location, to generate a prediction regarding (i) the second container being at the second location subsequent to being at the first location and (ii) the second container being at a third location subsequent to being at the second location. The prediction may be generated, using the prediction model, based on the scan event information.