according to income levels and gender. This paper is based on the National Household Sample Survey (PNAD) carried out by the … (MAs) in the country, than the in the other MAs. Second, workers in the poorest population segment (1st income decile … commuting times. However, these worsening conditions have been more pronounced in the 1st income decile and especially the 7th …