The data generated by the Access to Opportunities Project are available for download. These data bring both accessibility estimates calculated by the project, as well as data on population, education and health services at a fine spatial resolution for all cities included in the study. Note: data on the spatial distribution of jobs cannot be shared for reasons of confidentiality.

Data Download


2017 soon soon soon soon
2018 soon soon soon soon
2019 CRAN

Citation: If you use the data and/or code of this project, we would appreciate if you could cite the original study as:

  • Pereira, R. H. M., Braga, C. K. V., Serra, Bernardo, & Nadalin, V. (2019). Desigualdades socioespaciais de acesso a oportunidades nas cidades brasileiras, 2019. Texto para Discussão Ipea, 2535 . Instituto de Pesquisa Econômica Aplicada (Ipea). Available at

BibTeX citation:

  title={Desigualdades socioespaciais de acesso a oportunidades nas cidades brasileiras, 2019},
  author={Pereira, Rafael H. M. and Braga, Carlos Kau{\^e} Vieira and Serra, Bernardo, and Nadalin, Vanessa},
  journal = {Texto para Discuss{\~a}o IPEA},
  volume = {2535},
  issn = {14154765},
  url = {},
  language = {Portuguese},
  publisher={Instituto de Pesquisa Econ{\^o}mica Aplicada (Ipea)}