The influence of various urban driving conditions on automobile fuel consumption was studied in an experiment involving 383 km of driving in the Detroit metropolitan area. The detailed speed, acceleration, and fuel consumption records were analyzed by multivariate statistical techniques. The objective of the study was to identify pertinent measures of traffic related speed-time characteristics that influence fuel consumption in urban driving.